{"meta":{"query_hash":"b320af8341e4","filters":{"topic":"Drilling and Well Engineering"},"cohort_total":2064,"direct_labels_cover":1,"predictions_cover":2064,"exported":2064,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/b320af8341e4","api":"https://metacan.xera.ac/api/v1/cohort?topic=Drilling+and+Well+Engineering"},"results":[{"id":"W1007581834","doi":"","title":"Un modèle élasto-dynamique pour l'étude de la dynamique de coques immergées assujetties à une onde de choc de faible intensité","year":2009,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Physics; Humanities; Philosophy","score_opus":0.007782990941496136,"score_gpt":0.20437252129323027,"score_spread":0.19658953035173413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1007581834","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16704364,0.003846901,0.7969598,0.0070399893,0.0002938838,0.00035311814,0.000070034286,0.0010122285,0.023380361],"genre_scores_gemma":[0.7202881,0.0054751937,0.26905122,0.00015236434,0.00009506775,0.00009880217,0.00020200011,0.00020307588,0.004434193],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9907681,0.0053693433,0.00093908317,0.0009649338,0.00041416188,0.0015444037],"domain_scores_gemma":[0.993363,0.0024850967,0.00038770214,0.001985475,0.0011077265,0.00067096367],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009318593,0.0009575903,0.0009064754,0.0004112882,0.00046466335,0.0007029879,0.0016995724,0.00114262,0.00008765277],"category_scores_gemma":[0.0018648239,0.0012010122,0.0004959407,0.0006481686,0.00035823544,0.00026321568,0.00069912133,0.0024538084,0.000055275592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026457634,0.0005652563,0.0038881712,0.00073794427,0.00041603623,0.000064646716,0.014076957,0.78474617,0.061763488,0.10403671,0.00072441483,0.028953774],"study_design_scores_gemma":[0.0005772067,0.000001906098,0.015871054,0.0039595985,0.00014874685,0.00017582752,0.00034919588,0.7997775,0.15286067,0.019453298,0.0058242534,0.0010007469],"about_ca_topic_score_codex":0.010824781,"about_ca_topic_score_gemma":0.0041838298,"teacher_disagreement_score":0.5532445,"about_ca_system_score_codex":0.0020341561,"about_ca_system_score_gemma":0.000821131,"threshold_uncertainty_score":0.9998476},"labels":[],"label_agreement":null},{"id":"W1016115498","doi":"10.1201/noe0415444019-c100","title":"The effect of diagenesis on stress-strain behavior and acoustic velocities in sandstones","year":2007,"lang":"en","type":"book-chapter","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Diagenesis; Geology; Stress–strain curve; Strain (injury); Stress (linguistics); Geotechnical engineering; Mineralogy; Oceanography; Deformation (meteorology); Medicine; Philosophy; Anatomy","score_opus":0.008596302382352143,"score_gpt":0.20880721280780867,"score_spread":0.20021091042545652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1016115498","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18758091,0.0190985,0.0051310523,0.000017746275,0.0023208985,0.001582785,0.0007687595,0.0010426365,0.7824567],"genre_scores_gemma":[0.9584338,0.0021047227,0.000060910323,0.0000032502603,0.00012736721,0.000030165647,0.000026636804,0.00013485082,0.039078277],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993385,0.000004482467,0.00022297632,0.00012279305,0.00013186887,0.00017935323],"domain_scores_gemma":[0.99928385,0.0004876809,0.000023551445,0.00016021648,0.000007868464,0.00003682702],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017706736,0.00025774425,0.00028915488,0.00014729203,0.00002700107,0.00001683911,0.0000818963,0.00018938693,0.000022194527],"category_scores_gemma":[0.000012626561,0.00018502165,0.000057957994,0.000019076464,0.000056134068,0.000015812953,0.000014774064,0.00022288627,0.000004338509],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007035099,0.000012805993,0.0011379329,0.0024645575,0.00028124725,0.00015968505,0.00037171296,0.7167578,0.0015728353,0.007489615,0.0002975101,0.26938397],"study_design_scores_gemma":[0.016821872,0.00859142,0.097532086,0.034554355,0.0055718017,0.00023890704,0.001125319,0.4051775,0.3383983,0.003975674,0.06724583,0.020766916],"about_ca_topic_score_codex":0.000009563549,"about_ca_topic_score_gemma":0.00006749739,"teacher_disagreement_score":0.7708529,"about_ca_system_score_codex":0.000032918924,"about_ca_system_score_gemma":0.000003814206,"threshold_uncertainty_score":0.7544964},"labels":[],"label_agreement":null},{"id":"W102978712","doi":"","title":"Modelling Dilation in Brittle Rocks","year":2004,"lang":"en","type":"article","venue":"Gulf Rocks 2004, the 6th North America Rock Mechanics Symposium (NARMS)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Dilation (metric space); Brittleness; Geometry; Materials science; Mathematics; Metallurgy","score_opus":0.006777194036712192,"score_gpt":0.18027314479743922,"score_spread":0.17349595076072702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W102978712","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0022920896,0.0014506379,0.99295133,0.00022189869,0.0008724395,0.00045052115,0.000027527016,0.0007668421,0.0009667276],"genre_scores_gemma":[0.997087,0.0015495846,0.00029176567,0.00015310533,0.0003340076,0.000086634784,0.00007838675,0.00018175565,0.00023774423],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972322,0.000038841918,0.000713851,0.0005425959,0.0004988517,0.00097364496],"domain_scores_gemma":[0.9987582,0.00008459308,0.00012814345,0.0007200964,0.00008343773,0.00022552545],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020975729,0.00057496387,0.0005219029,0.00029106563,0.00028863712,0.00010353897,0.00060955,0.00020797047,0.00003887124],"category_scores_gemma":[0.000022824619,0.00053809513,0.00020512968,0.0009193846,0.000010776992,0.0003318057,0.0001226204,0.0007632967,0.00023330923],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015504413,0.000047604484,0.00006292832,0.00006385988,0.00004782737,0.000014874851,0.0009098534,0.99662715,0.0005596359,0.0000030365707,0.000114948656,0.0015327801],"study_design_scores_gemma":[0.00062036415,0.000066315406,3.3515832e-7,0.00013998302,0.000048527374,0.000028713019,0.00012521396,0.9867774,0.0010489016,0.00083749456,0.009662574,0.0006441289],"about_ca_topic_score_codex":0.0004293343,"about_ca_topic_score_gemma":0.00015979777,"teacher_disagreement_score":0.9947949,"about_ca_system_score_codex":0.00040926386,"about_ca_system_score_gemma":0.00007148794,"threshold_uncertainty_score":0.99970704},"labels":[],"label_agreement":null},{"id":"W1036579427","doi":"","title":"Model - Based Uncertainty Assessment of Wellbore Stability Analyses And Downhole Pressure Estimations","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Wellbore; Petroleum engineering; Stability (learning theory); Geology; Computer science","score_opus":0.036568368457763574,"score_gpt":0.2585644310330942,"score_spread":0.2219960625753306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1036579427","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0067588384,0.00036873826,0.9901476,0.000024505314,0.0003985025,0.00040441897,0.0002124333,0.00052119716,0.0011638011],"genre_scores_gemma":[0.98433155,0.00019952281,0.015145942,0.000025851255,0.000029886065,0.000068712696,0.000070974515,0.00009480401,0.00003274008],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99785566,0.00004458972,0.00064254063,0.00050223165,0.0004163006,0.00053867674],"domain_scores_gemma":[0.99853796,0.00007590707,0.00013943092,0.0007858607,0.00021200691,0.00024884092],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046754797,0.0004608169,0.0005651795,0.00026625724,0.0001492934,0.00004168314,0.00031418772,0.00027184942,0.00009001449],"category_scores_gemma":[0.000033154065,0.0004777775,0.00014398419,0.00040950437,0.00000861928,0.00023040299,0.00013301091,0.000388191,0.000004637171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008979404,0.00009384007,0.00001186493,0.00047611393,0.00013258592,0.000002087312,0.0003263621,0.91274834,0.076690756,0.009400119,0.00004213803,0.00006679405],"study_design_scores_gemma":[0.0004124129,0.000115050505,0.000006397515,0.00008655746,0.00025645134,0.0000039600895,0.00006909295,0.9520837,0.04141118,0.004998524,0.00010465823,0.00045198223],"about_ca_topic_score_codex":0.00006317434,"about_ca_topic_score_gemma":0.000023564497,"teacher_disagreement_score":0.97757274,"about_ca_system_score_codex":0.00010060588,"about_ca_system_score_gemma":0.000108679975,"threshold_uncertainty_score":0.99976736},"labels":[],"label_agreement":null},{"id":"W1411109610","doi":"10.1016/s1283-0860(09)55149-4","title":"10.1016/s1283-0860(09)55149-4","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Philosophy","score_opus":0.00304844202685177,"score_gpt":0.1359215013427861,"score_spread":0.13287305931593432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1411109610","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0004787842,0.00018245047,0.00014110326,0.000025022699,0.000006840837,0.00008137203,0.000007740916,0.0010552114,0.9980215],"genre_scores_gemma":[0.0011841346,0.0000012692619,0.00031288178,0.0000062443723,0.00020488405,0.000012915975,0.000009508634,0.00006626241,0.9982019],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992612,0.0000060220823,0.0001492487,0.00014805571,0.000116296025,0.00031915473],"domain_scores_gemma":[0.99956053,0.000024667894,0.000005369446,0.00024943156,0.00001260718,0.0001473747],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007261932,0.00016645715,0.000155544,0.00007556544,0.00003478362,0.000035642268,0.00015537525,0.00006554498,0.97618985],"category_scores_gemma":[0.000008888249,0.00018145442,0.000054724787,0.0001835143,0.000008511901,0.00007156707,0.000012921209,0.0001297759,0.9911415],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004977034,0.000008346319,2.14117e-8,0.000016298583,0.00001882793,0.000004622057,0.000015122155,0.40872186,0.00014706563,5.417646e-7,0.10266748,0.48839483],"study_design_scores_gemma":[0.00013293442,0.000023437677,0.000004779523,0.000027310336,0.000009108642,0.0000061438195,3.1015483e-7,0.07381124,0.000488645,0.0000028522973,0.9252727,0.00022051379],"about_ca_topic_score_codex":0.0000056304825,"about_ca_topic_score_gemma":5.836734e-8,"teacher_disagreement_score":0.82260525,"about_ca_system_score_codex":0.000036784564,"about_ca_system_score_gemma":0.000005021837,"threshold_uncertainty_score":0.7399497},"labels":[],"label_agreement":null},{"id":"W1509799343","doi":"10.3968/6626","title":"Experimental Study of Downhole Shock Absorber Based on the Similarity Theory","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Similarity (geometry); Drill string; Shock absorber; Stiffness; Vibration; Drill; Dynamic similarity; Structural engineering; Shock (circulatory); Engineering; String (physics); Simulation; Mechanics; Control theory (sociology); Mechanical engineering; Mathematical analysis; Computer science; Mathematics; Physics; Acoustics; Artificial intelligence; Theoretical physics","score_opus":0.02619764215257848,"score_gpt":0.24684295656125393,"score_spread":0.22064531440867546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1509799343","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7501226,0.002038424,0.23900592,0.00008588414,0.00069150154,0.00037871068,0.0000020895243,0.00021916702,0.0074556703],"genre_scores_gemma":[0.9990317,0.00003308496,0.0007706591,0.00003699652,0.000012722394,0.00007893981,0.000003829849,0.000011861217,0.000020155408],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993829,0.000031455766,0.0001960227,0.0001105375,0.00017474653,0.00010432223],"domain_scores_gemma":[0.99974877,0.00006125363,0.000020804611,0.00011311761,0.000016118438,0.000039918872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030567995,0.00010765282,0.00010935801,0.00007444282,0.000032835265,0.000014482633,0.00006295178,0.000022036169,0.000008162437],"category_scores_gemma":[0.000017457474,0.000081594124,0.0000073832402,0.00008006068,0.000015334183,0.000191727,0.000014954244,0.000083624145,0.000005388747],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024241057,0.00013412678,0.0006660668,0.000009413681,0.000005484692,0.0000010256799,0.0032477188,0.9938728,0.000069949645,0.00025159153,0.000029822068,0.0016877094],"study_design_scores_gemma":[0.0020747187,0.00041214397,0.0008297398,0.000084793275,0.0000047909,7.7136764e-7,0.019661516,0.93395776,0.029880736,0.0005229521,0.012198881,0.00037122716],"about_ca_topic_score_codex":0.0000010394738,"about_ca_topic_score_gemma":0.000011514451,"teacher_disagreement_score":0.24890913,"about_ca_system_score_codex":0.000056245262,"about_ca_system_score_gemma":0.000016078753,"threshold_uncertainty_score":0.3327312},"labels":[],"label_agreement":null},{"id":"W1512195879","doi":"10.1111/gwat.12355","title":"Detecting a Defective Casing Seal at the Top of a Bedrock Aquifer","year":2015,"lang":"en","type":"article","venue":"Ground Water","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"U.S. Geological Survey; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Bedrock; Casing; Seal (emblem); Aquifer; Geology; Petroleum engineering; Geotechnical engineering; Aquifer test; Hydrology (agriculture); Mining engineering; Geomorphology; Groundwater; Archaeology; Geography","score_opus":0.014664312784114083,"score_gpt":0.19564850359017716,"score_spread":0.18098419080606307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1512195879","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9834596,0.00018961309,0.013431031,0.000022777145,0.00041789713,0.00009801516,0.0000018852155,0.0001496835,0.0022295334],"genre_scores_gemma":[0.9993777,0.0000017978367,0.00014611654,0.000011817235,0.00013505085,0.000010515231,0.000003080634,0.00003276228,0.0002811303],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99936193,0.000014842518,0.00013358523,0.00010049416,0.00012104662,0.00026807858],"domain_scores_gemma":[0.9996947,0.000038912574,0.000010530603,0.00016594809,0.000031098974,0.000058781614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002016427,0.00011332054,0.000121010606,0.000039542356,0.000057721754,0.000025976375,0.000078510486,0.00005076372,0.000014261319],"category_scores_gemma":[0.000014935051,0.000070002454,0.000052121886,0.00006629851,0.000019795574,0.00007976589,0.00005275269,0.000121331825,0.00005858399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024028363,0.000010172336,0.0030871402,0.00009635567,0.00012424942,0.000012262366,0.009668027,0.9639761,0.018306646,0.00004803678,0.00027730272,0.00436967],"study_design_scores_gemma":[0.0018528283,0.00013642809,0.003401642,0.00017614728,0.00015169113,0.00020662665,0.0014945966,0.34022406,0.61966085,0.0010918763,0.030553179,0.0010501003],"about_ca_topic_score_codex":0.00006242817,"about_ca_topic_score_gemma":0.00003236361,"teacher_disagreement_score":0.62375206,"about_ca_system_score_codex":0.00011496195,"about_ca_system_score_gemma":0.0000046433256,"threshold_uncertainty_score":0.28546172},"labels":[],"label_agreement":null},{"id":"W1521536557","doi":"10.3968/6810","title":"The Structure Parameters Optimization of Variable Direction Joint During Extracting Casing in High-Inclination Directional Well","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Structural engineering; Joint (building); Curvature; Engineering; Bent molecular geometry; Borehole; Finite element method; Geotechnical engineering; Mechanical engineering; Geometry; Mathematics","score_opus":0.011630361363200626,"score_gpt":0.20902882954714627,"score_spread":0.19739846818394566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1521536557","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24628644,0.0015235157,0.7499214,0.00004133148,0.0012468244,0.00013303499,0.0000013288786,0.00012537498,0.000720796],"genre_scores_gemma":[0.95783293,0.00087125995,0.041193753,0.0000023158893,0.000026838727,0.000018333198,0.000017329707,0.000013994384,0.000023252149],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992057,0.000025207733,0.00035028165,0.0001281426,0.00015354551,0.00013710358],"domain_scores_gemma":[0.9997461,0.000056127254,0.000067059314,0.00005705217,0.000040967076,0.000032709362],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028746482,0.00010426104,0.00011795575,0.00016163447,0.000076927325,0.00003367401,0.000031558506,0.000044816145,0.0000019824704],"category_scores_gemma":[0.00006336484,0.000096547796,0.000007597737,0.00019090828,0.000013528122,0.0005730337,0.000012408993,0.000118594275,5.9333587e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000131586685,0.0000070702945,0.00086048356,0.00003640327,0.000004648635,6.4441633e-7,0.00050004345,0.9908659,0.0005037467,0.000083382736,0.000001548395,0.0071230037],"study_design_scores_gemma":[0.00053038285,0.00001060168,0.0012559445,0.000112456684,0.0000021454496,0.0000044597155,0.00062328513,0.97862846,0.017182998,0.00036656883,0.0011382373,0.00014445928],"about_ca_topic_score_codex":0.000016128843,"about_ca_topic_score_gemma":0.00012247507,"teacher_disagreement_score":0.7115465,"about_ca_system_score_codex":0.00022290277,"about_ca_system_score_gemma":0.000024733454,"threshold_uncertainty_score":0.3937105},"labels":[],"label_agreement":null},{"id":"W1522297264","doi":"","title":"Electrochemical Cementation of Calcareous Sand For Offshore Foundations","year":2005,"lang":"en","type":"article","venue":"UWA Profiles and Research Repository (University of Western Australia)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University; Lakehead University","funders":"","keywords":"Cementation (geology); Calcareous; Submarine pipeline; Geology; Geotechnical engineering; Metallurgy; Materials science; Paleontology; Cement","score_opus":0.04986592875327055,"score_gpt":0.30138957228965063,"score_spread":0.25152364353638007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1522297264","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98736197,0.00010672343,0.0118411705,0.00005438301,0.000042693657,0.0001939851,0.0000118849275,0.000035560715,0.00035165565],"genre_scores_gemma":[0.9959801,0.00006882411,0.0021239168,4.8314496e-7,0.00006330702,0.000001371025,0.000019556204,0.000008803262,0.0017336574],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994389,0.000014836813,0.0001011978,0.00010934503,0.00015980497,0.00017591665],"domain_scores_gemma":[0.99966806,0.000053440916,0.000023419048,0.00009226307,0.00010085875,0.000061964056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001221318,0.00006178665,0.00011367093,0.000089551686,0.00010099081,0.000014834244,0.000098244986,0.00006547983,0.0000076076035],"category_scores_gemma":[0.000005848236,0.000072762974,0.00004058994,0.00008781809,0.00009932705,0.00011278199,0.000022399896,0.000112179674,0.0000014194288],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057138786,0.0000481017,0.004758264,0.00080163917,0.000115598166,0.0000039183847,0.0012626689,0.0055512907,0.9838739,0.00030809353,0.00085996435,0.0023594447],"study_design_scores_gemma":[0.0005061141,0.00014379638,0.0049077044,0.000107667955,0.000031184638,0.00001054776,0.000750089,0.027495738,0.962645,0.000031633925,0.0032417534,0.00012880293],"about_ca_topic_score_codex":0.00005330887,"about_ca_topic_score_gemma":0.0000035528924,"teacher_disagreement_score":0.021944446,"about_ca_system_score_codex":0.00004348356,"about_ca_system_score_gemma":0.000015232094,"threshold_uncertainty_score":0.2967188},"labels":[],"label_agreement":null},{"id":"W1523543049","doi":"","title":"Wellbore Integrity Network","year":2012,"lang":"en","type":"paratext","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Innovates","funders":"","keywords":"Casing; Wellbore; Petroleum engineering; Corrosion; Structural integrity; Environmental science; Carbonation; Forensic engineering; Geology; Engineering; Materials science; Metallurgy; Structural engineering","score_opus":0.010674410872380283,"score_gpt":0.21198405275134993,"score_spread":0.20130964187896966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1523543049","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0063142395,0.0075549395,0.08028009,0.00004341709,0.009077214,0.00037888813,0.00081873656,0.00041968247,0.8951128],"genre_scores_gemma":[0.9854366,0.0010990028,0.0031630062,0.000022555641,0.00023983436,0.00003452544,0.006718147,0.000035629626,0.0032506736],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981097,0.00001454803,0.0008451985,0.00018171777,0.0004241258,0.0004247346],"domain_scores_gemma":[0.9988997,0.00010341793,0.00024567603,0.00041143136,0.00016474574,0.00017502856],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044585866,0.00034010192,0.00053062994,0.00026955115,0.0001087526,0.000086083615,0.0003160568,0.00041964784,0.00033776675],"category_scores_gemma":[0.000031958836,0.0003195632,0.0001446362,0.00045707772,0.0002809078,0.0005391028,0.0001246672,0.0003886363,0.00023898273],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033761462,0.00011288147,0.00009949253,0.001555488,0.00021349377,7.1119587e-7,0.0000080489135,0.24176607,0.00020904769,0.014200499,0.736309,0.005491555],"study_design_scores_gemma":[0.00022128395,0.00005443184,0.0011197978,0.00042990418,0.00008226237,0.0000102928325,0.0000020204425,0.0012391113,0.001603169,0.00006511381,0.99473554,0.00043708563],"about_ca_topic_score_codex":0.0000148409,"about_ca_topic_score_gemma":0.00000545155,"teacher_disagreement_score":0.9791224,"about_ca_system_score_codex":0.000057574332,"about_ca_system_score_gemma":0.000056834215,"threshold_uncertainty_score":0.9999257},"labels":[],"label_agreement":null},{"id":"W1525251585","doi":"10.3968/j.aped.1925543820130502.1483","title":"New Method for Well Kick Tolerance Calculation","year":2013,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Petroleum engineering; Drilling fluid; Wellbore; Exponential function; Permeability (electromagnetism); Drilling; Engineering; Mechanics; Geotechnical engineering; Geology; Mechanical engineering; Mathematics; Chemistry; Physics","score_opus":0.010577178337001478,"score_gpt":0.25009496920044366,"score_spread":0.2395177908634422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1525251585","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000716107,0.0014371336,0.99603397,0.00007507263,0.00033458843,0.00015140361,3.8764148e-7,0.00013179501,0.0011195459],"genre_scores_gemma":[0.30099863,0.0011254691,0.69672483,0.000069175316,0.00011134772,0.00029124678,0.00003311561,0.000032217427,0.00061396504],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99940854,0.00000581862,0.00021649699,0.00013604814,0.00007691308,0.00015617617],"domain_scores_gemma":[0.9998015,0.00003830657,0.00001906695,0.00006209799,0.000020424668,0.000058583104],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008645369,0.00011123781,0.00011646926,0.00008323145,0.000035105943,0.000035214063,0.000038080034,0.000036588724,0.000017645172],"category_scores_gemma":[0.000007878128,0.00011355716,0.000012151377,0.00007436812,0.000003705534,0.0006796386,0.000006980955,0.000052406627,0.000035525016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022993604,0.0000027672531,0.000121751946,0.00004045648,0.000003047328,1.2424064e-7,0.00029682877,0.8318445,0.00019553321,0.00026400748,0.00027079787,0.16695789],"study_design_scores_gemma":[0.00035060936,0.000008992352,0.0003335606,0.000033431363,0.0000011740241,6.765206e-7,0.00006271935,0.8147132,0.0038083517,0.0007362884,0.17980114,0.00014985722],"about_ca_topic_score_codex":0.0000055100063,"about_ca_topic_score_gemma":0.000024126,"teacher_disagreement_score":0.30028254,"about_ca_system_score_codex":0.000048288086,"about_ca_system_score_gemma":0.000014685073,"threshold_uncertainty_score":0.46307266},"labels":[],"label_agreement":null},{"id":"W1536416286","doi":"10.5006/c2002-02054","title":"Evaluating Fitness-for-Purpose of Coiled Tubing for Underbalanced Drilling of Sour Wells","year":2002,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Coiled tubing; Underbalanced drilling; Petroleum engineering; Drilling; Sour gas; Geology; Engineering; Materials science; Drilling fluid; Metallurgy; Waste management","score_opus":0.0647867984257395,"score_gpt":0.2817885907813478,"score_spread":0.21700179235560832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1536416286","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23117402,0.00089448143,0.7645675,0.000015642212,0.00043051102,0.0004689243,0.000025980498,0.00028633134,0.0021366095],"genre_scores_gemma":[0.96072227,0.000080040474,0.038669266,0.0000071603877,0.00009465529,0.000039977167,0.000008157355,0.000059289592,0.00031916943],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989452,0.000007123661,0.00045398533,0.00015425347,0.0001457899,0.00029369193],"domain_scores_gemma":[0.9992232,0.00035823512,0.00006951543,0.00019436008,0.00010567296,0.000049063336],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031719913,0.00016519196,0.00035399618,0.00009943518,0.00003922741,0.000011793295,0.00012654594,0.00008407045,0.0000545581],"category_scores_gemma":[0.0001101766,0.00016896127,0.0001448389,0.00014954638,0.000018623152,0.0000758426,0.000012512185,0.00007024394,0.0000028583083],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060477114,0.000011617419,0.00006480398,0.000691477,0.000052646792,1.14646774e-7,0.00025421995,0.9134763,0.077715814,0.00044282127,0.00013378082,0.0071503576],"study_design_scores_gemma":[0.000788547,0.000066768545,0.000018517196,0.00018123351,0.000033209762,8.862712e-7,0.0000758418,0.88195896,0.11610459,0.00027676922,0.00032129177,0.00017337308],"about_ca_topic_score_codex":0.0000052952323,"about_ca_topic_score_gemma":0.0000017839388,"teacher_disagreement_score":0.7295483,"about_ca_system_score_codex":0.000026064248,"about_ca_system_score_gemma":0.0000059953572,"threshold_uncertainty_score":0.68900406},"labels":[],"label_agreement":null},{"id":"W1537837162","doi":"10.1007/s10666-008-9162-6","title":"Modeling of the dispersion of drilling muds using the bblt model: the effects of settling velocity","year":2009,"lang":"en","type":"article","venue":"eCite Digital Repository (University of Tasmania)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Settling; Drilling fluid; Dispersion (optics); Drilling; Geology; Submarine pipeline; Mechanics; Current (fluid); Petroleum engineering; Marine engineering; Geotechnical engineering; Environmental science; Engineering; Oceanography; Environmental engineering; Mechanical engineering; Physics","score_opus":0.005312338895052657,"score_gpt":0.15410898693138592,"score_spread":0.14879664803633325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1537837162","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8973189,0.00030000505,0.101115175,0.000014228507,0.00020861655,0.00013046843,0.000009678133,0.000042074644,0.00086087716],"genre_scores_gemma":[0.9992093,0.00003575347,0.0006577717,0.0000030287604,0.000027705742,6.999919e-8,0.000001442726,0.000016116264,0.000048816837],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991298,0.000021814534,0.00023989184,0.0001351395,0.0003033378,0.00017005198],"domain_scores_gemma":[0.9992136,0.00011735966,0.00014072552,0.0003975331,0.000096111085,0.000034693025],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011575974,0.00014702982,0.000259317,0.00005869703,0.00017831176,0.000018131943,0.00046748677,0.00007728946,3.4642215e-7],"category_scores_gemma":[0.000033298424,0.00011107637,0.00024588665,0.0002501253,0.00011658275,0.00028153713,0.000094449686,0.0001835844,1.661173e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012585405,0.000019385181,0.00021877598,0.00018098834,0.000056350247,0.0000017894134,0.0012751631,0.9551366,0.042257287,0.00010469277,0.000008177903,0.0007281994],"study_design_scores_gemma":[0.00016622245,0.000029804425,0.0003514427,0.00039258055,0.00007698186,0.000005091007,0.0005856139,0.9766186,0.02155667,0.00010020299,0.000010065008,0.00010674853],"about_ca_topic_score_codex":0.00004757764,"about_ca_topic_score_gemma":0.0000022918375,"teacher_disagreement_score":0.10189042,"about_ca_system_score_codex":0.000054431133,"about_ca_system_score_gemma":0.000024241612,"threshold_uncertainty_score":0.4529563},"labels":[],"label_agreement":null},{"id":"W1538869333","doi":"","title":"Development of Recommended Practices for Completing and Producing Critical Sour Gas Wells - Material Requirements","year":2003,"lang":"en","type":"article","venue":"CORROSION","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Sour gas; Corrosion; Engineering; Petroleum engineering; Forensic engineering; Environmental science; Materials science; Waste management; Metallurgy; Natural gas","score_opus":0.052159811593707396,"score_gpt":0.29111800683074984,"score_spread":0.23895819523704245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1538869333","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7644558,0.0001609185,0.23227273,0.000043340122,0.0016430251,0.00029868423,0.0000069546177,0.00017909413,0.00093947334],"genre_scores_gemma":[0.90939766,0.000020153444,0.0904565,0.000006829169,0.000050639348,0.000012780885,0.000007514632,0.000024812607,0.000023125822],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993292,0.000013890625,0.0002476237,0.00014325949,0.00007902893,0.0001869926],"domain_scores_gemma":[0.9996745,0.00010180589,0.000055761455,0.00009023436,0.000032617387,0.000045074466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003839459,0.00010092237,0.0001360972,0.00004081702,0.000090402944,0.000029115377,0.000041280655,0.000039899718,0.000016399637],"category_scores_gemma":[0.00028159004,0.00010373705,0.000015678821,0.00004073402,0.00000946382,0.0000907397,0.000012993113,0.000053031068,0.000002315646],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035838355,0.00003428841,0.00027526318,0.0010779335,0.0000066678617,8.670261e-7,0.0011985473,0.0044960966,0.9868567,0.0004200747,0.00035041943,0.005247286],"study_design_scores_gemma":[0.00048436184,0.000047940026,0.00014654087,0.00047063152,0.000025648962,0.000009418613,0.0002307633,0.03849254,0.90642947,0.00012224365,0.053257078,0.00028339357],"about_ca_topic_score_codex":0.0000017248641,"about_ca_topic_score_gemma":0.0000015936607,"teacher_disagreement_score":0.14494187,"about_ca_system_score_codex":0.000026679012,"about_ca_system_score_gemma":0.000012521417,"threshold_uncertainty_score":0.42302743},"labels":[],"label_agreement":null},{"id":"W1546835983","doi":"10.2172/964181","title":"Advanced Mud System for Microhole Coiled Tubing Drilling","year":2008,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Coiled tubing; Drilling; Drilling fluid; Drill; Separator (oil production); Mechanical engineering; Petroleum engineering; Abrasive; Slurry; Nozzle; Underbalanced drilling; Directional drilling; Engineering; Modular design; Borehole; Geotechnical engineering; Computer science","score_opus":0.015251393590441656,"score_gpt":0.21971741257878435,"score_spread":0.2044660189883427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1546835983","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0039973836,0.017076876,0.6557207,0.000008361329,0.017793922,0.0014585009,0.00017839498,0.008094865,0.295671],"genre_scores_gemma":[0.90087,0.014646835,0.046983507,0.000018920853,0.0051281117,0.0007104865,0.00085727137,0.0015828346,0.029202007],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99774534,0.0000068410923,0.0007113445,0.0004518469,0.00041417967,0.00067044934],"domain_scores_gemma":[0.9988979,0.00013681412,0.00009816159,0.0004775325,0.00023913068,0.00015046677],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029325802,0.0005918672,0.0008835317,0.00026045163,0.00012890379,0.000059531696,0.0002496245,0.000490998,0.000012253355],"category_scores_gemma":[0.0000633236,0.0006176564,0.00036705306,0.00017164533,0.000017282366,0.000094625335,0.00003108522,0.00042952888,0.000050314873],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048633847,0.000007093251,0.000009477023,0.0053242887,0.00025603944,0.00003757991,0.000072910145,0.9694588,0.0033160693,0.00004115392,0.01364781,0.007823907],"study_design_scores_gemma":[0.0005820595,0.00002570669,0.0000049882383,0.0022931253,0.00011208187,0.00024734015,0.00008397258,0.3570053,0.016891822,0.0000030775282,0.621624,0.0011265443],"about_ca_topic_score_codex":0.000030726853,"about_ca_topic_score_gemma":0.000006939801,"teacher_disagreement_score":0.89687264,"about_ca_system_score_codex":0.0007114371,"about_ca_system_score_gemma":0.00014736356,"threshold_uncertainty_score":0.9996275},"labels":[],"label_agreement":null},{"id":"W1547290378","doi":"","title":"Cement-Bentonite Cut Off Walls: A Comparison of the Hebron and Hibernia Bund Wall","year":2013,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Berm; Geotechnical engineering; Cove; Geology; Submarine pipeline; Levee; Engineering; Mining engineering","score_opus":0.005640147543242005,"score_gpt":0.18701035017017703,"score_spread":0.18137020262693504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1547290378","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9898222,0.0005245076,0.008635922,0.00014738161,0.000352772,0.0000902968,0.0000076256374,0.000015250943,0.00040403436],"genre_scores_gemma":[0.99885774,0.00058977614,0.0001760813,0.0000057508287,0.00008807395,4.0409038e-8,0.000003139084,0.000011631447,0.00026776668],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989329,0.00008190633,0.0003901312,0.00008209692,0.00033363246,0.00017936062],"domain_scores_gemma":[0.99903905,0.0001307358,0.00035197477,0.00025524345,0.00014684274,0.00007613027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003534761,0.00015276865,0.00050784135,0.00022350889,0.00010804244,0.000022336231,0.0004859187,0.00006834568,0.000094063216],"category_scores_gemma":[0.000013613742,0.00010802703,0.0002834635,0.00043930532,0.000118696415,0.00015651567,0.00008214478,0.0002680815,0.0000042500315],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009446771,0.000052507294,0.024818523,0.000058802183,0.0023824878,0.0000020439609,0.001892807,0.9634941,0.0046380963,0.000032796233,0.00042409005,0.0021092452],"study_design_scores_gemma":[0.0012718877,0.00010758628,0.04265898,0.00008253814,0.0029805438,0.000012302686,0.0009957384,0.94992346,0.00017807679,0.00011335283,0.0014872705,0.0001882758],"about_ca_topic_score_codex":0.0022000242,"about_ca_topic_score_gemma":0.0024460484,"teacher_disagreement_score":0.01784046,"about_ca_system_score_codex":0.0001251331,"about_ca_system_score_gemma":0.00002350506,"threshold_uncertainty_score":0.44052145},"labels":[],"label_agreement":null},{"id":"W1547703670","doi":"","title":"Deformation Mechanisms, Rheology and Tectonics: Current Status and Future Perspectives","year":2005,"lang":"en","type":"article","venue":"Geoscience Canada","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Rheology; Geology; Deformation (meteorology); Tectonics; Current (fluid); Materials science; Seismology; Composite material; Oceanography","score_opus":0.002273752325780879,"score_gpt":0.16481335765178606,"score_spread":0.16253960532600517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1547703670","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89307916,0.021900648,0.08207676,0.0004571178,0.001452851,0.00012092554,0.000023394423,0.00020305242,0.0006860665],"genre_scores_gemma":[0.9964289,0.0019772046,0.0014515358,0.000022521031,0.000089671485,0.0000031812601,0.0000017090302,0.0000059195827,0.00001934306],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995008,0.0000034084785,0.00006845536,0.000107631706,0.00008981091,0.00022987918],"domain_scores_gemma":[0.9998109,0.000007797358,0.000009069667,0.0000618835,0.00001442264,0.00009594819],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000055897377,0.00007584091,0.00006386674,0.000041362495,0.00007011327,0.000021896043,0.000042977805,0.000021250647,0.000007894001],"category_scores_gemma":[0.0000074241025,0.0000722788,0.0000050780745,0.0000865429,0.000025921125,0.00013427623,0.000014236656,0.000088454144,6.4104114e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000033332526,0.000011030553,0.0006939485,0.00020064405,0.000019570622,0.0000051474535,0.0050455607,0.20041093,0.0023290496,0.05764694,0.0009185186,0.7327153],"study_design_scores_gemma":[0.00017318032,0.000018250146,0.005909653,0.000017437837,0.000006408389,0.000029830344,0.0017865145,0.8568465,0.0006945911,0.00023651279,0.13401186,0.00026926136],"about_ca_topic_score_codex":0.010958428,"about_ca_topic_score_gemma":0.07930746,"teacher_disagreement_score":0.7324461,"about_ca_system_score_codex":0.00013241153,"about_ca_system_score_gemma":0.000070836504,"threshold_uncertainty_score":0.9956277},"labels":[],"label_agreement":null},{"id":"W1555708221","doi":"10.3968/7104","title":"The Numerical and Experimental Research on Solid-liquid Two-phase Flow Pattern in the PID","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Annulus (botany); Drilling fluid; Settling; Particle (ecology); Mechanics; Viscosity; Flow (mathematics); Drilling; PID controller; Two-phase flow; Materials science; Petroleum engineering; Geology; Engineering; Mechanical engineering; Physics; Thermodynamics; Composite material","score_opus":0.059542681195837395,"score_gpt":0.36430377823708565,"score_spread":0.30476109704124826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1555708221","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61855286,0.019072043,0.35399145,0.0013576986,0.0013756314,0.0005710619,0.0000033986566,0.00022820538,0.0048476798],"genre_scores_gemma":[0.99843556,0.00079584814,0.0004886243,0.000048654507,0.00004974099,0.00015045477,0.000006475179,0.000012324669,0.0000123237005],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911135,0.00006226597,0.00019991603,0.00014311924,0.00025746954,0.00022588077],"domain_scores_gemma":[0.9996884,0.00012408763,0.000011540083,0.00010169813,0.000016166034,0.000058117956],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006943203,0.00010656515,0.00009343728,0.00009513535,0.00010281066,0.00007073022,0.000089386485,0.000023662851,0.0000012746602],"category_scores_gemma":[0.000023218507,0.00007134833,0.000006459913,0.00012959112,0.000036834386,0.0002496574,0.000028119981,0.00019891757,0.000010258905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006874397,0.000051948464,0.00008893767,0.000010736159,0.0000039400757,0.000010802168,0.0069544395,0.93798155,0.00013532581,0.00017870442,0.00009982997,0.054415036],"study_design_scores_gemma":[0.0018157501,0.00025359544,0.000051764946,0.000066887405,7.369359e-7,0.0000066708026,0.008466354,0.9119843,0.008912857,0.00016109123,0.06807717,0.00020277493],"about_ca_topic_score_codex":0.000003264843,"about_ca_topic_score_gemma":0.000040986128,"teacher_disagreement_score":0.37988272,"about_ca_system_score_codex":0.00008928568,"about_ca_system_score_gemma":0.000019849002,"threshold_uncertainty_score":0.29095006},"labels":[],"label_agreement":null},{"id":"W1568769629","doi":"10.47749/t/unicamp.2011.837189","title":"Estudo da influência da taxa de penetração de broca de perfuração nos custos da construção de poços de petróleo","year":2011,"lang":"pt","type":"dissertation","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Physics; Humanities; Philosophy","score_opus":0.015926523917080666,"score_gpt":0.2398312633212256,"score_spread":0.22390473940414493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1568769629","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72035503,0.0016475336,0.24843349,0.000021612746,0.001466765,0.0007974613,0.000084153035,0.0014256404,0.025768328],"genre_scores_gemma":[0.9687711,0.0009402825,0.020328358,0.00021877499,0.0005676805,0.00023676589,0.00046129504,0.0006372016,0.007838529],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9933264,0.00020010234,0.0013911925,0.0011604482,0.000641537,0.0032803034],"domain_scores_gemma":[0.9963643,0.00048561016,0.00037593837,0.0011200629,0.00025506277,0.0013990065],"candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0011523239,0.0017775776,0.0013652806,0.0008210013,0.00045496534,0.0005666527,0.0013285304,0.001927939,0.0011753679],"category_scores_gemma":[0.00061344384,0.00213204,0.0006194549,0.0006819553,0.00012305312,0.00039184367,0.00012434281,0.002661308,0.0005318716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027960437,0.00045602143,0.086252466,0.005172602,0.0017318593,0.0006898691,0.03361818,0.77067447,0.070550844,0.0027021135,0.0029215214,0.024950458],"study_design_scores_gemma":[0.002602142,0.00031649927,0.027333867,0.002683494,0.001411029,0.001021173,0.010395238,0.8855473,0.05946251,0.00030453698,0.0041219303,0.0048003267],"about_ca_topic_score_codex":0.006181897,"about_ca_topic_score_gemma":0.00096490665,"teacher_disagreement_score":0.2484161,"about_ca_system_score_codex":0.0016908656,"about_ca_system_score_gemma":0.0019504979,"threshold_uncertainty_score":0.9997377},"labels":[],"label_agreement":null},{"id":"W1577569609","doi":"10.5006/c2007-07102","title":"Understanding Coiled Tubing Sour Service Performance through Full-Size Testing","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Coiled tubing; Service (business); Materials science; Computer science; Engineering; Petroleum engineering; Business","score_opus":0.07844909944034281,"score_gpt":0.21689616119571237,"score_spread":0.13844706175536955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1577569609","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4191218,0.000077626275,0.49549296,0.00002281729,0.00044626844,0.00006715126,5.8046516e-7,0.0014360688,0.08333473],"genre_scores_gemma":[0.98334706,0.000031372798,0.016081547,0.00010076792,0.00021840417,0.0000026468865,0.0000014941403,0.00006843018,0.0001483048],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988176,0.000003962128,0.00027811553,0.00017333718,0.00017574274,0.00055122],"domain_scores_gemma":[0.99933404,0.00033447836,0.000022821245,0.00018515755,0.000037830203,0.000085666645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003427331,0.00021288378,0.00017384381,0.00005949768,0.00013754732,0.00005797845,0.00014267664,0.00008993442,0.00004293025],"category_scores_gemma":[0.00005394836,0.000219073,0.000032472108,0.0005434926,0.000011289074,0.00028537374,0.000030027075,0.0002483579,0.000060267677],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005993314,0.000006481099,0.0011318531,0.0002755218,0.000035420948,0.000010618413,0.0006448872,0.97309804,0.023031203,0.0005775779,0.00012423203,0.0010581439],"study_design_scores_gemma":[0.00039742238,0.000028184108,0.0013315224,0.0002491293,0.00001811923,0.000047639765,0.0007813624,0.9843577,0.011056758,0.0001643086,0.001081934,0.00048589252],"about_ca_topic_score_codex":0.000019905729,"about_ca_topic_score_gemma":0.000028453895,"teacher_disagreement_score":0.56422526,"about_ca_system_score_codex":0.00019746748,"about_ca_system_score_gemma":0.000009816253,"threshold_uncertainty_score":0.89335376},"labels":[],"label_agreement":null},{"id":"W1614963665","doi":"10.7939/r3091b","title":"Laboratory measurements of static and dynamic elastic properties in carbonate","year":2010,"lang":"en","type":"article","venue":"University of Alberta Library","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Carbonate; Geology; Materials science; Metallurgy","score_opus":0.004553222728616235,"score_gpt":0.13497513873644315,"score_spread":0.1304219160078269,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1614963665","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9970128,0.00011538437,0.00004813913,0.000017242694,0.0000738331,0.000038804297,0.000002097393,0.000031845153,0.0026598708],"genre_scores_gemma":[0.99910694,0.000028802328,0.000668588,0.0000020035918,0.0000023894104,5.31325e-8,0.0000018182649,0.000010915925,0.00017851258],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99973863,0.000006190455,0.00006672552,0.000059101814,0.000052506246,0.00007682197],"domain_scores_gemma":[0.99984443,0.000027822953,0.000014257004,0.00007506389,0.0000074815966,0.0000309198],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000022923328,0.000058848043,0.000101966194,0.000095873525,0.0000088713505,0.0000029868888,0.00007313978,0.000035834742,0.000018424204],"category_scores_gemma":[0.0000082596625,0.0000671132,0.000011788459,0.000089579116,0.000041261188,0.00020849249,0.000022194681,0.000090267014,0.0000011606407],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000089714835,0.00013746857,0.15020002,0.0027298771,0.00024623954,0.000025028716,0.015991764,0.5946645,0.23362318,0.00036342055,0.00025005153,0.0016787329],"study_design_scores_gemma":[0.0012008375,0.000058448728,0.047095053,0.00045356344,0.00004432058,0.0000018755361,0.00058861054,0.9218515,0.027068855,0.00007431476,0.0011700451,0.0003925378],"about_ca_topic_score_codex":0.00012456739,"about_ca_topic_score_gemma":0.00018238819,"teacher_disagreement_score":0.32718703,"about_ca_system_score_codex":0.0000049189925,"about_ca_system_score_gemma":0.000016860866,"threshold_uncertainty_score":0.27367967},"labels":[],"label_agreement":null},{"id":"W162301412","doi":"10.5006/c2009-09091","title":"Limits of Use for Coiled Tubing in Sour Service","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Coiled tubing; Service (business); Sour gas; Materials science; Forensic engineering; Waste management; Engineering; Business; Petroleum engineering; Marketing","score_opus":0.0208086648695304,"score_gpt":0.2107244015033377,"score_spread":0.1899157366338073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W162301412","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9299753,0.00008227627,0.06739623,0.000058931786,0.0001202028,0.00011242921,0.000002505386,0.00026802914,0.0019841462],"genre_scores_gemma":[0.9955726,0.000017665681,0.0042197737,0.00005523002,0.000026022848,0.000003522157,0.0000022116355,0.000013937615,0.00008899222],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99961954,0.0000017484965,0.00013617623,0.000060743052,0.000039973424,0.00014184472],"domain_scores_gemma":[0.99980736,0.00005390666,0.000007121429,0.000086162014,0.00002036705,0.000025074094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000058229547,0.00006953702,0.000111563924,0.00006695772,0.0000061606406,0.000010078449,0.00005259773,0.00003944277,0.0000039128486],"category_scores_gemma":[0.000017788909,0.000071516406,0.000022890803,0.00013574277,0.0000013179267,0.00008599802,0.0000024519784,0.000047876598,0.0000035235332],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000033331978,0.000008527176,0.00019822459,0.000069890884,0.000005696861,6.3727686e-7,0.00015119815,0.97075665,0.025862847,0.00034884198,0.00010102096,0.0024931226],"study_design_scores_gemma":[0.00039467937,0.000021929121,0.0043966626,0.000087120396,0.000004930231,0.000001011909,0.00002970077,0.961404,0.032408487,0.000103410275,0.001014604,0.0001334183],"about_ca_topic_score_codex":0.00001659522,"about_ca_topic_score_gemma":0.00002876122,"teacher_disagreement_score":0.06559739,"about_ca_system_score_codex":0.000013595711,"about_ca_system_score_gemma":0.0000029692376,"threshold_uncertainty_score":0.29163542},"labels":[],"label_agreement":null},{"id":"W1624046559","doi":"10.3968/5339","title":"Effective Application of Solid Expandable Tubular During the Enhancement of Heavy Oil Recovery in China, Lessons Learned and Experience Shared","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Workover; Petroleum engineering; Wellbore; Engineering; Process (computing); Environmental science; Computer science","score_opus":0.007302126028317149,"score_gpt":0.24211476929911843,"score_spread":0.23481264327080129,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1624046559","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6692363,0.0015365701,0.32880738,0.00004086747,0.00007618142,0.00009210914,0.0000013993404,0.000024910845,0.00018426197],"genre_scores_gemma":[0.9944379,0.0035959138,0.0016746577,0.0000035358482,0.000009079582,0.0002465153,0.0000055436867,0.0000089936575,0.00001788532],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993459,0.000019656525,0.00026997385,0.00014573139,0.000099218836,0.00011949161],"domain_scores_gemma":[0.9997766,0.00004356889,0.00004958402,0.00009524599,0.000013682402,0.000021314052],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019921758,0.00009810411,0.00016474845,0.00009501539,0.00003602823,0.000008924013,0.000050026836,0.00002735794,0.0000015485884],"category_scores_gemma":[0.000021478114,0.000086567394,0.000008706801,0.00010884658,0.000025945412,0.00032066702,0.0000232823,0.00006767879,5.982027e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003403322,0.000021855847,0.0011407766,0.0002757417,0.000006740967,2.1892862e-7,0.006011385,0.84537846,0.019584492,0.00010235808,4.642127e-7,0.12744346],"study_design_scores_gemma":[0.0010062713,0.00006608388,0.0097996015,0.000398042,0.0000029749033,0.0000013631791,0.0012097475,0.45422915,0.52938265,0.00042322965,0.0032200213,0.0002608466],"about_ca_topic_score_codex":0.000008284139,"about_ca_topic_score_gemma":0.000056235174,"teacher_disagreement_score":0.50979817,"about_ca_system_score_codex":0.0000483821,"about_ca_system_score_gemma":0.0000072877206,"threshold_uncertainty_score":0.35301158},"labels":[],"label_agreement":null},{"id":"W1672486722","doi":"10.5267/j.esm.2015.7.005","title":"A finite element study on the fracture initiation at the zirconia/ veneer interface: An application in dental materials","year":2015,"lang":"en","type":"article","venue":"Engineering Solid Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Finite element method; Materials science; Veneer; Cubic zirconia; Fracture (geology); Interface (matter); Composite material; Structural engineering; Engineering; Ceramic","score_opus":0.01446174855385756,"score_gpt":0.24280971053305248,"score_spread":0.2283479619791949,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1672486722","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6929057,0.00014215939,0.3049075,0.000076117794,0.0008895182,0.0006702408,0.000013428843,0.0003555167,0.000039787894],"genre_scores_gemma":[0.9992823,0.000014440527,0.0000959632,0.000058632904,0.00018123475,0.00024556345,0.000028398072,0.00007917664,0.000014309859],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886936,0.000040374718,0.0003167494,0.00020581213,0.00026522315,0.0003024712],"domain_scores_gemma":[0.9993106,0.000094221075,0.000039715287,0.0004489836,0.000027527436,0.0000789233],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007301323,0.00024982792,0.00019048702,0.000102386344,0.00005355411,0.000074534,0.00026561745,0.00009231652,0.000016704695],"category_scores_gemma":[0.000070419876,0.00018443307,0.000031183896,0.00020556636,0.000004172565,0.000111298585,0.000056331977,0.0002923087,0.000069267866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008531194,0.000040122522,0.000022607295,0.000014587287,0.000026857319,0.0000029755088,0.0017620317,0.98470056,0.012895438,0.00032251934,0.00007441466,0.00012933771],"study_design_scores_gemma":[0.00038635277,0.00011468602,0.00015870116,0.00004502038,0.00001726432,0.0000045218108,0.0006731113,0.9261269,0.0698509,0.00006959899,0.002311691,0.00024125581],"about_ca_topic_score_codex":0.000014692908,"about_ca_topic_score_gemma":0.000033536948,"teacher_disagreement_score":0.30637655,"about_ca_system_score_codex":0.0003130544,"about_ca_system_score_gemma":0.0000113326205,"threshold_uncertainty_score":0.75209624},"labels":[],"label_agreement":null},{"id":"W1688984267","doi":"10.3968/7501","title":"Application of Support Vector Machine in Friction Coefficient Prediction for Extended-Reach Well","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Friction coefficient; Torque; Friction torque; Displacement (psychology); Coefficient of friction; Process (computing); Drag coefficient; Drag; Dynamical friction; Engineering; Control theory (sociology); Mechanics; Computer science; Materials science; Physics; Control (management); Artificial intelligence; Thermodynamics; Composite material","score_opus":0.01227743142006574,"score_gpt":0.2324584256439758,"score_spread":0.22018099422391008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1688984267","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0067249956,0.00087846105,0.99117893,0.000018186132,0.00033393365,0.00018651233,0.000005492506,0.00008967959,0.0005837894],"genre_scores_gemma":[0.9937311,0.00049250573,0.0053527956,0.000005293455,0.000024889201,0.00022240244,0.00013470651,0.000014109772,0.000022204249],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930376,0.000007060952,0.00031486392,0.0001370446,0.00011738113,0.00011992011],"domain_scores_gemma":[0.99980164,0.000018319719,0.000036558726,0.000067213514,0.000033362496,0.0000429024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023371771,0.000095983945,0.00012383751,0.00017824322,0.000016693662,0.00000774129,0.000034618093,0.00003991254,0.0000012968567],"category_scores_gemma":[0.000012761317,0.00010179888,0.000009491485,0.00013568519,0.000008542656,0.00030166013,0.00000780773,0.000056094817,0.000003317948],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016259686,0.000035739347,0.0021502594,0.00007248627,0.0000029205123,2.1621084e-7,0.000770144,0.96268857,0.00023811347,0.00019234445,0.000022091279,0.03381089],"study_design_scores_gemma":[0.0007259007,0.0000539219,0.0012665067,0.000028512672,0.0000020514806,0.0000010877252,0.00027279204,0.95187855,0.004460641,0.00013914767,0.041065946,0.000104932784],"about_ca_topic_score_codex":0.0000034418558,"about_ca_topic_score_gemma":0.00004990518,"teacher_disagreement_score":0.98700607,"about_ca_system_score_codex":0.00013040469,"about_ca_system_score_gemma":0.000021518712,"threshold_uncertainty_score":0.4151238},"labels":[],"label_agreement":null},{"id":"W1692864643","doi":"10.3968/6712","title":"Numerical Simulation of Effect of Eccentricity on Annulus Pressure of Aerated Drilling","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Annulus (botany); Pressure drop; Mechanics; Drilling fluid; Computational fluid dynamics; Concentric; Geology; Eccentricity (behavior); Drilling; Petroleum engineering; Geotechnical engineering; Engineering; Materials science; Mechanical engineering; Geometry; Physics; Mathematics; Composite material","score_opus":0.013047096718051874,"score_gpt":0.24517752204052753,"score_spread":0.23213042532247566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1692864643","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20670258,0.0026142998,0.7895814,0.0000057265256,0.000300229,0.00013504853,0.000002868725,0.00006666718,0.0005911348],"genre_scores_gemma":[0.9984293,0.00021911836,0.0013070103,0.0000014837727,0.000010160931,0.0000082229335,0.000010208903,0.00000916962,0.0000053411854],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993122,0.000024088338,0.00032142916,0.000089560206,0.00016382967,0.00008889978],"domain_scores_gemma":[0.99969286,0.00009034679,0.00006490295,0.00006356465,0.00005114828,0.000037160957],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019162204,0.000096520336,0.00022038468,0.00012484913,0.000009127961,0.0000033838112,0.000035406323,0.000037733415,0.000001422726],"category_scores_gemma":[0.00005927645,0.00008813621,0.00001273454,0.00015673878,0.000012701493,0.0002184977,0.000007379764,0.000056758,7.750408e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060547456,0.000016413387,0.0025368012,0.00019667996,0.0000113560745,3.647583e-7,0.00059442146,0.986221,0.00015727547,0.00002740129,0.0000023296154,0.010175394],"study_design_scores_gemma":[0.00054774387,0.00010875025,0.0002015481,0.00011020459,0.000004088495,1.6666631e-7,0.000044259938,0.916964,0.08047033,0.00002395114,0.0014473912,0.00007756994],"about_ca_topic_score_codex":0.0000017296152,"about_ca_topic_score_gemma":0.0000012203957,"teacher_disagreement_score":0.7917267,"about_ca_system_score_codex":0.000026035235,"about_ca_system_score_gemma":0.000013905217,"threshold_uncertainty_score":0.35940903},"labels":[],"label_agreement":null},{"id":"W1695240486","doi":"","title":"История создания подземных хранилищ газа","year":2015,"lang":"ru","type":"article","venue":"Вести газовой науки","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Natural gas; Promotion (chess); Fossil fuel; Service (business); Business; Engineering; Political science; Law; Waste management; Marketing; Politics","score_opus":0.021628343576955422,"score_gpt":0.1980747011361754,"score_spread":0.17644635755921997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1695240486","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18407895,0.0482574,0.16586809,0.0020191926,0.04610249,0.00197514,0.00041390982,0.008791753,0.54249305],"genre_scores_gemma":[0.98392946,0.0005977629,0.0034918059,0.00020793543,0.0029911578,0.00004121068,0.00008343745,0.00041214898,0.008245115],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9956861,0.00007906596,0.0009353413,0.00082938175,0.0008565326,0.0016135699],"domain_scores_gemma":[0.99703467,0.00015983594,0.00013017833,0.0012859199,0.00021973524,0.0011696432],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008196096,0.0009676385,0.0009157731,0.00038859167,0.0001629861,0.00030743427,0.0008119599,0.00061761687,0.0006397564],"category_scores_gemma":[0.00025873326,0.0010829943,0.00035621028,0.0008160174,0.00011229507,0.0004731338,0.00022867751,0.0010954952,0.006256533],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006229443,0.0002206218,0.0010932224,0.00076528406,0.000539809,0.00031136815,0.0034231795,0.8433986,0.0018071603,0.0033164113,0.096430115,0.048631955],"study_design_scores_gemma":[0.0024818578,0.00028364806,0.0009783423,0.00068400387,0.00027431778,0.00011764792,0.0005590577,0.49329972,0.006084139,0.0011637367,0.49173313,0.0023403948],"about_ca_topic_score_codex":0.0002843506,"about_ca_topic_score_gemma":0.000048343853,"teacher_disagreement_score":0.79985046,"about_ca_system_score_codex":0.0005135292,"about_ca_system_score_gemma":0.00019204586,"threshold_uncertainty_score":0.999162},"labels":[],"label_agreement":null},{"id":"W1716809084","doi":"10.3968/7139","title":"Experimental Investigation of Permeability and Fluid Loss Properties of Water Based Mud under High Temperature-High Pressure Conditions","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Petroleum engineering; Drilling; Filter cake; Brine; Permeability (electromagnetism); Oil shale; Filtration (mathematics); Pressure drop; Materials science; Geology; Environmental science; Waste management; Engineering; Environmental engineering; Chemistry","score_opus":0.017789573362489094,"score_gpt":0.21373554399320238,"score_spread":0.19594597063071328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1716809084","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9905076,0.0020681021,0.0070366515,0.000053583706,0.00016063248,0.000095932075,0.00000435753,0.00004743715,0.000025679059],"genre_scores_gemma":[0.99757904,0.000091305024,0.0021755488,0.000012835555,0.000012039697,0.00005644824,0.00004913145,0.00001093801,0.000012701254],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993646,0.000019718611,0.0002594935,0.0001250714,0.00013136673,0.00009974354],"domain_scores_gemma":[0.999789,0.00001065736,0.000023338695,0.00007497275,0.00004913358,0.000052884545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012285805,0.000111116526,0.0001530827,0.000085852116,0.000027866869,0.000013345715,0.000031438893,0.000044200286,0.0000043284654],"category_scores_gemma":[0.000008134055,0.00008946413,0.000007860187,0.00004990594,0.000076142,0.00044667305,0.0000148912595,0.000054938042,7.2340623e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018667477,0.000019677766,0.0011008417,0.00019486385,0.000010979464,3.20176e-7,0.002443978,0.88078463,0.115093686,0.00023924008,0.000005922603,0.000087204826],"study_design_scores_gemma":[0.0005982333,0.000036212536,0.00086830556,0.00010344797,0.000004238814,8.539605e-7,0.0008544331,0.045741096,0.95105934,0.00028825863,0.000314985,0.00013058278],"about_ca_topic_score_codex":0.0000063481066,"about_ca_topic_score_gemma":0.000008308711,"teacher_disagreement_score":0.8359657,"about_ca_system_score_codex":0.000034596185,"about_ca_system_score_gemma":0.000029241297,"threshold_uncertainty_score":0.36482412},"labels":[],"label_agreement":null},{"id":"W1729839886","doi":"10.3968/7508","title":"Research on a Model of Nonlinear Coupled-Vibration of Directional Well Drill String","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drill string; Vibration; Nonlinear system; Drilling; Torsional vibration; Transverse plane; String (physics); Drill; Structural engineering; Rotation (mathematics); Engineering; Drilling engineering; Finite element method; Mechanics; Physics; Acoustics; Mechanical engineering; Mathematics; Geometry","score_opus":0.06327938215839324,"score_gpt":0.3001235465965009,"score_spread":0.23684416443810768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1729839886","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.112864025,0.0013075683,0.88154703,0.00003443515,0.00030119874,0.000110777444,0.0000033270915,0.000086847846,0.0037448006],"genre_scores_gemma":[0.98160386,0.00084413344,0.017433284,0.0000035998587,0.000025109062,0.000023900157,0.000014263524,0.000012579814,0.00003925854],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991633,0.000013875315,0.00028663393,0.00011502331,0.00029541258,0.00012570486],"domain_scores_gemma":[0.9997161,0.000040884664,0.000030351366,0.00007236392,0.00009094877,0.000049345323],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038188603,0.0000835311,0.00013138633,0.0002722336,0.00002380378,0.00000848689,0.000045129025,0.000037716287,0.0000016885261],"category_scores_gemma":[0.000022967934,0.00008565958,0.0000096755075,0.000176499,0.000023261087,0.00034712054,0.000015569165,0.00011094056,0.000004033883],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022937578,0.000023489123,0.00014729584,0.000060929306,0.000004710675,2.703612e-7,0.00059497514,0.99485993,0.0006859628,0.00069521274,0.000012010106,0.0028922819],"study_design_scores_gemma":[0.00035254186,0.000039656978,0.000038839193,0.0001016303,7.911849e-7,3.103758e-7,0.00045496886,0.97069985,0.02567361,0.0003764817,0.0021783903,0.00008291145],"about_ca_topic_score_codex":0.0000023634975,"about_ca_topic_score_gemma":0.00002173655,"teacher_disagreement_score":0.86873984,"about_ca_system_score_codex":0.00008056963,"about_ca_system_score_gemma":0.0000557335,"threshold_uncertainty_score":0.34930962},"labels":[],"label_agreement":null},{"id":"W1731206862","doi":"10.3968/5157","title":"Laboratory Study on the Polymer Flexible Cement Slurry System","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Cement; Materials science; Corrosion; Slurry; Compressive strength; Flexural strength; Shrinkage; Composite material; Geotechnical engineering; Geology","score_opus":0.011745870025765905,"score_gpt":0.21224476300966416,"score_spread":0.20049889298389825,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1731206862","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25838783,0.005628645,0.7104646,0.0003126098,0.0026595672,0.00068497664,0.000003971517,0.0013213349,0.020536464],"genre_scores_gemma":[0.99921936,0.00015109684,0.00027815579,0.00005376766,0.000047910584,0.00015991362,0.0000034904588,0.000018277562,0.00006802097],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992683,0.000032168835,0.00022405887,0.00014807377,0.00016940209,0.00015801449],"domain_scores_gemma":[0.9997341,0.000051465202,0.000022006778,0.00013818378,0.000014497048,0.00003975945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002997801,0.00013661927,0.000119776385,0.00009365267,0.000095526695,0.000036660007,0.00006847006,0.000023047713,0.0000040785617],"category_scores_gemma":[0.000008264331,0.00010459611,0.000008053236,0.00011874832,0.000009986303,0.00021755684,0.000015896647,0.000097628945,0.000037616774],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012626492,0.00006291217,0.001207623,0.00010117883,0.000024482873,0.0000026096216,0.0032746976,0.97005796,0.0001846349,0.0076639485,0.00009693003,0.01731037],"study_design_scores_gemma":[0.0020631568,0.00030711686,0.002170128,0.0004871609,0.000013912071,0.0000022477745,0.027072167,0.66570336,0.032573547,0.00012990784,0.26846093,0.0010163448],"about_ca_topic_score_codex":7.2209946e-7,"about_ca_topic_score_gemma":0.0000073921306,"teacher_disagreement_score":0.74083155,"about_ca_system_score_codex":0.00008217274,"about_ca_system_score_gemma":0.00001148401,"threshold_uncertainty_score":0.42653054},"labels":[],"label_agreement":null},{"id":"W1734226026","doi":"10.3968/7263","title":"The Application of Magnetic Guidance Drilling Technology in Shengli Oilfield","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Measurement while drilling; Drilling; Petroleum engineering; Directional drilling; Engineering; Drilling engineering; Well drilling; Drilling fluid; Oil field; Magnetic field; Mechanical engineering","score_opus":0.009694057334285171,"score_gpt":0.22097213782096828,"score_spread":0.21127808048668312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1734226026","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03210106,0.027969861,0.9370733,0.00023701014,0.00036949562,0.00013138876,3.7063413e-7,0.00014605808,0.001971445],"genre_scores_gemma":[0.9897125,0.0029903292,0.007149373,0.0000052763958,0.000012727049,0.00009897917,0.0000023519556,0.000008494705,0.000019992372],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942315,0.000006378346,0.00026525138,0.00009656315,0.00008610285,0.00012254629],"domain_scores_gemma":[0.9998017,0.00003289125,0.000025079433,0.000092557064,0.000024267134,0.000023531538],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019812651,0.00007542957,0.00009528406,0.00013467969,0.0000219029,0.000009503693,0.00007039664,0.000040572842,3.3838072e-7],"category_scores_gemma":[0.000030647498,0.000066266075,0.0000048592897,0.00020278362,0.000023599612,0.00017855199,0.00001551939,0.000083363855,0.0000029175196],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004347708,0.000005447922,0.0025908933,0.000023773058,0.0000012693794,5.030296e-7,0.0005554221,0.8788196,0.0001409933,0.0014956176,0.000005499541,0.11635667],"study_design_scores_gemma":[0.0005703752,0.000034097313,0.00039760277,0.00009651976,0.0000012134905,0.0000017465288,0.0014847505,0.8804177,0.008990178,0.0049337186,0.10287833,0.00019377294],"about_ca_topic_score_codex":0.0000018454917,"about_ca_topic_score_gemma":0.00010651655,"teacher_disagreement_score":0.95761144,"about_ca_system_score_codex":0.00004875084,"about_ca_system_score_gemma":0.000016444463,"threshold_uncertainty_score":0.2702252},"labels":[],"label_agreement":null},{"id":"W1753193617","doi":"10.3968/5383","title":"Numerical Simulation of Foam Flow in Annulus With Wellbore Heat Transfer","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Annulus (botany); Heat transfer; Drilling fluid; Mechanics; Materials science; Metal foam; Drill string; Drilling; Geotechnical engineering; Thermodynamics; Composite material; Geology; Porosity","score_opus":0.006676239430107952,"score_gpt":0.20439076729597336,"score_spread":0.1977145278658654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1753193617","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.042893916,0.0005511081,0.9556781,0.000017433858,0.000087080494,0.000055091023,4.8744965e-7,0.000057308785,0.0006594438],"genre_scores_gemma":[0.9934658,0.00039752072,0.006057254,0.00000997201,0.000013949381,0.000024421759,0.000012714904,0.000013751253,0.000004613633],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939835,0.000010999023,0.00022714832,0.00011480281,0.00010658289,0.00014211291],"domain_scores_gemma":[0.9998505,0.000035882786,0.0000052843448,0.000058065412,0.00001371898,0.000036544465],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000089236324,0.00010326985,0.00014762538,0.00012487413,0.000014861338,0.00000829385,0.00002764535,0.00003194855,0.0000036936924],"category_scores_gemma":[0.000006981741,0.00009472577,0.000007292724,0.0001368859,0.000011072543,0.00035126923,0.0000032421417,0.00007017654,0.0000020639038],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016904412,0.000012082818,0.0027054104,0.00006179028,0.000002665748,6.319662e-7,0.0009053019,0.9637789,0.000046653822,0.0000484718,6.494997e-7,0.03242052],"study_design_scores_gemma":[0.0005357917,0.000033492874,0.0013728456,0.000084815736,0.0000010325053,4.5316577e-7,0.000095751944,0.986619,0.0025056151,0.000045876957,0.008579597,0.00012574863],"about_ca_topic_score_codex":0.0000021723733,"about_ca_topic_score_gemma":0.00005371647,"teacher_disagreement_score":0.9505719,"about_ca_system_score_codex":0.00004161641,"about_ca_system_score_gemma":0.0000100790985,"threshold_uncertainty_score":0.38628048},"labels":[],"label_agreement":null},{"id":"W1753375758","doi":"10.1039/c5ra12437a","title":"Application and experimental study of Cyclic Foam Stimulation","year":2015,"lang":"en","type":"article","venue":"RSC Advances","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Scholarship Council; CMG Reservoir Simulation Foundation","keywords":"Stimulation; Materials science; Biomedical engineering; Petroleum engineering; Composite material; Engineering; Neuroscience; Psychology","score_opus":0.012546963262154862,"score_gpt":0.26117473742755387,"score_spread":0.248627774165399,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1753375758","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95404696,0.0027208866,0.042339228,0.0000010162628,0.000093490315,0.00010688245,5.00217e-7,0.00011100099,0.0005800161],"genre_scores_gemma":[0.9992531,0.00001965873,0.00065952435,7.981411e-7,0.000033535005,0.000015306206,0.0000017640564,0.000009232974,0.000007062995],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99973327,0.0000032090202,0.00008320285,0.00006276585,0.00006566183,0.000051873925],"domain_scores_gemma":[0.99987197,0.000011532847,0.00001229749,0.00006509901,0.000009489739,0.00002958358],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003486548,0.00005011529,0.000067988774,0.000026814756,0.000009820014,0.0000043616,0.000025666048,0.000012844097,6.763604e-7],"category_scores_gemma":[0.0000040258196,0.000050355135,0.0000054663988,0.00005064953,0.0000061310125,0.000109582805,0.000006696274,0.000023128272,0.0000021076817],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029862222,0.000039901573,0.002549462,0.00001399697,0.0000052721166,1.6034026e-7,0.0007784652,0.9863942,0.0039322525,0.00003433251,0.00000634827,0.006242581],"study_design_scores_gemma":[0.0009106137,0.0002563128,0.0026868985,0.000016474874,0.000010675753,0.0000016816279,0.0020924152,0.95683086,0.03428937,0.000223174,0.0025108787,0.00017061835],"about_ca_topic_score_codex":0.0000060047005,"about_ca_topic_score_gemma":0.0000022286383,"teacher_disagreement_score":0.04520614,"about_ca_system_score_codex":0.000013110881,"about_ca_system_score_gemma":0.0000011588388,"threshold_uncertainty_score":0.20534228},"labels":[],"label_agreement":null},{"id":"W1760409586","doi":"10.3968/j.est.1923847920120401.256","title":"The Effect of High Pressures and High Temperatures on the Properties of Water Based Drilling Fluids","year":2012,"lang":"en","type":"article","venue":"Energy science and technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Rheology; Viscometer; Viscosity; Materials science; Yield (engineering); Petroleum engineering; Drilling; High pressure; Composite material; Thermodynamics; Chemical engineering; Geology; Metallurgy; Engineering","score_opus":0.002799543868903252,"score_gpt":0.15285580030275686,"score_spread":0.15005625643385362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1760409586","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99666876,0.0024870902,0.00023718963,0.0002460752,0.00017782621,0.00003942421,5.417123e-7,0.00007781998,0.00006526826],"genre_scores_gemma":[0.9997775,0.00011091566,0.000039772287,0.0000078191215,0.000021553933,0.000013512153,1.6805406e-7,0.0000072340076,0.000021537666],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99947053,0.000011477889,0.00009068964,0.000085608124,0.000121799276,0.00021988848],"domain_scores_gemma":[0.9996827,0.00008102918,0.000011228795,0.00017680615,0.000027638313,0.000020554397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004200731,0.00008560743,0.00011075417,0.00011660142,0.00015260915,0.00001790804,0.000172064,0.00005453081,0.0000010694379],"category_scores_gemma":[0.0000685873,0.00003536913,0.000009578763,0.00020150532,0.0005962622,0.00006071213,0.000040586332,0.000085035084,2.1606151e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011818291,0.0000045950374,0.0007113795,0.000046556524,0.000019820272,3.090102e-7,0.00009368319,0.028015206,0.9270277,0.03805735,0.000029639139,0.005981918],"study_design_scores_gemma":[0.000068272,0.000079912046,0.00015093024,0.000038562594,0.000006250269,0.000001950291,0.000017317323,0.015417692,0.98255867,0.000094506766,0.0015142735,0.000051662493],"about_ca_topic_score_codex":0.000025623018,"about_ca_topic_score_gemma":0.0000016788531,"teacher_disagreement_score":0.055530947,"about_ca_system_score_codex":0.0000052601845,"about_ca_system_score_gemma":0.000004999238,"threshold_uncertainty_score":0.2196953},"labels":[],"label_agreement":null},{"id":"W1763697420","doi":"10.3968/j.aped.1925543820120301.166","title":"The Bench Test and Field Test of Rotary Steering Motor (RSM) System","year":2012,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Test bench; Engineering; Power steering; Drilling; Field (mathematics); Blade (archaeology); Automotive engineering; Marine engineering; Mechanical engineering","score_opus":0.007223559119064331,"score_gpt":0.19914445872188444,"score_spread":0.1919208996028201,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1763697420","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33229974,0.09408999,0.56019616,0.00027349585,0.0031381885,0.0006376862,0.000012698842,0.0007263564,0.0086256955],"genre_scores_gemma":[0.99410564,0.0029956694,0.0027507483,0.000006960432,0.00004414555,0.000047886737,0.0000025971258,0.000011542035,0.000034791934],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994216,0.000005337329,0.00023221376,0.000077615856,0.00009210582,0.00017112828],"domain_scores_gemma":[0.99958473,0.0002533845,0.000025976802,0.000074081145,0.000012491565,0.000049328486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017248731,0.000100456265,0.00010896883,0.000056213732,0.00006523415,0.000019546971,0.000043604738,0.000030345476,9.789665e-7],"category_scores_gemma":[0.000043472333,0.00008208776,0.0000076795895,0.00006186826,0.000013269698,0.00040712574,0.000021445248,0.000074281,0.0000021032301],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002321682,0.00008530102,0.14808214,0.0016800734,0.000047417212,0.000004736918,0.0060983677,0.562945,0.0073855184,0.001853732,0.00010024417,0.27169427],"study_design_scores_gemma":[0.0010554674,0.00016322036,0.019762438,0.00083522254,0.000014650119,0.0000263006,0.0056918347,0.7695993,0.07643192,0.00008000599,0.12553026,0.00080935046],"about_ca_topic_score_codex":0.0000017609668,"about_ca_topic_score_gemma":0.000014631727,"teacher_disagreement_score":0.6618059,"about_ca_system_score_codex":0.000037601996,"about_ca_system_score_gemma":0.000006945752,"threshold_uncertainty_score":0.3347442},"labels":[],"label_agreement":null},{"id":"W1764850249","doi":"10.1111/j.1468-8123.2011.00352.x","title":"Velocity modeling workflows for sub‐salt geopressure prediction: a case study from the Lower Tertiary trend, Gulf of Mexico","year":2011,"lang":"en","type":"article","venue":"Geofluids","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"Devon Energy Corporation","keywords":"Geology; Drilling; Petroleum engineering; Hydrocarbon exploration; Well control; Workflow; Pore water pressure; Interpolation (computer graphics); Fracture (geology); Computer science; Geotechnical engineering; Artificial intelligence; Geomorphology; Structural basin; Engineering","score_opus":0.021926013798962196,"score_gpt":0.20683379988501163,"score_spread":0.18490778608604944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1764850249","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7681551,0.0010567539,0.22908552,0.0000061775704,0.00081094983,0.00030994238,0.0001232581,0.00028659025,0.00016568995],"genre_scores_gemma":[0.9984414,0.00003926778,0.0010264969,0.000013737061,0.00029275272,0.000090144815,0.000018280956,0.0000564753,0.000021461374],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989397,0.000020160815,0.00035355458,0.00022468575,0.00015428617,0.00030761017],"domain_scores_gemma":[0.9993136,0.00008962848,0.000022457085,0.00045839974,0.00004447224,0.00007146215],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026789415,0.00021075508,0.00023483079,0.0000517406,0.0001054498,0.000019696317,0.00020625388,0.00010654129,0.000031505006],"category_scores_gemma":[0.000019830864,0.00016931593,0.00011799766,0.00013408059,0.000020296431,0.000113227405,0.000047680936,0.00018662348,0.000004149349],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049718543,0.00021133601,0.005994848,0.00006011349,0.00041722323,0.0001280291,0.006518896,0.9782265,0.0008312505,0.0000149114485,0.0009960793,0.0065511037],"study_design_scores_gemma":[0.00060741324,0.00009960718,0.0008940451,0.00006019215,0.00015300047,0.000034706554,0.00064881606,0.99483913,0.0019912727,0.00012362536,0.0003443204,0.00020389626],"about_ca_topic_score_codex":0.00071832415,"about_ca_topic_score_gemma":0.00015212462,"teacher_disagreement_score":0.23028627,"about_ca_system_score_codex":0.000022864113,"about_ca_system_score_gemma":0.000010271664,"threshold_uncertainty_score":0.6904503},"labels":[],"label_agreement":null},{"id":"W1769933362","doi":"10.70675/d7d63ad3zdd07z412fz8873zf6b42924ab3c","title":"Experimental investigation of microstructural changes in deforming granular media using x-ray tomography","year":2013,"lang":"en","type":"preprint","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Materials science; Granular material; X-ray microtomography; Scale (ratio); Tomography; Mineralogy; Geometry; Geology; Composite material; Physics; Mathematics; Optics","score_opus":0.015201432562781692,"score_gpt":0.20882409737577542,"score_spread":0.19362266481299373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1769933362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99400836,0.0020095764,0.002137806,0.000005028592,0.0011561594,0.00023634425,0.000011928889,0.00032466525,0.00011011157],"genre_scores_gemma":[0.9820321,0.00005005631,0.017637204,0.0000071732675,0.00012288518,0.00002561068,0.00006186836,0.000059977723,0.0000031063619],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99895954,0.000013271018,0.00035769935,0.00022548405,0.00016300967,0.00028100066],"domain_scores_gemma":[0.9995726,0.000025113332,0.00006143678,0.00023514303,0.000027850674,0.00007787567],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010082258,0.0003111377,0.00037321873,0.00048825922,0.000017500128,0.00003571682,0.00017725061,0.00026117347,0.00003393271],"category_scores_gemma":[0.000007034147,0.00031404867,0.00009349757,0.00019229353,0.00004975777,0.000098626864,0.00011285995,0.00035018925,0.0000019128208],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012083501,0.000003029285,0.0020291428,0.0004001533,0.000025735088,0.000001889959,0.0019864603,0.58564514,0.4095415,0.00002618248,0.000013355061,0.00032623103],"study_design_scores_gemma":[0.00015117945,0.000006188758,0.0017868057,0.0004142806,0.000012562627,0.0000029225341,0.00021266777,0.4765127,0.520365,0.0002043737,0.000009956759,0.00032133877],"about_ca_topic_score_codex":0.0004531978,"about_ca_topic_score_gemma":0.000045491943,"teacher_disagreement_score":0.11082351,"about_ca_system_score_codex":0.000098326724,"about_ca_system_score_gemma":0.000013626876,"threshold_uncertainty_score":0.99993116},"labels":[],"label_agreement":null},{"id":"W1773988795","doi":"10.3968/5158","title":"Quality Control for Weathered Rock Directional Drilling Pilot Hole Construction","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Directional drilling; Drilling; Trenchless technology; Measurement while drilling; Petroleum engineering; Drill; Pipeline transport; Pipeline (software); Weathering; Mining engineering; Engineering; Deep hole drilling; Quality (philosophy); Drilling engineering; Geology; Mechanical engineering","score_opus":0.01613461898957532,"score_gpt":0.2400275038410922,"score_spread":0.22389288485151687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1773988795","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0044299145,0.0006557131,0.9929795,0.00003767237,0.00072462007,0.000106535466,0.0000031428528,0.00019757051,0.00086527877],"genre_scores_gemma":[0.9730246,0.0004533496,0.026158497,0.000026351785,0.00010051876,0.00015293334,0.000024830748,0.000018631617,0.000040284518],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924546,0.000018350407,0.00029823536,0.00016538755,0.00010646906,0.00016611171],"domain_scores_gemma":[0.99970716,0.00011374486,0.000036508434,0.000064287255,0.000031454365,0.000046838202],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026646612,0.00012834845,0.00016721796,0.00009487891,0.00009182298,0.000029916055,0.000035040335,0.000034798453,0.000004248307],"category_scores_gemma":[0.00003955092,0.00013519818,0.000016457714,0.00006191925,0.000012253313,0.000383744,0.000005216966,0.00006964349,0.0000062547274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002537951,0.00001050933,0.0006610657,0.000056948636,0.000009609554,7.6725655e-8,0.00014519716,0.95286304,0.00048530992,0.001564051,0.000009840597,0.04416897],"study_design_scores_gemma":[0.0014747803,0.00004602604,0.00048422697,0.000053527005,0.0000029034502,0.0000016035308,0.00016574806,0.9010995,0.0033135815,0.0015646428,0.09153765,0.00025578646],"about_ca_topic_score_codex":0.0000011022444,"about_ca_topic_score_gemma":0.00002608149,"teacher_disagreement_score":0.9685947,"about_ca_system_score_codex":0.00006679152,"about_ca_system_score_gemma":0.000012234803,"threshold_uncertainty_score":0.55132216},"labels":[],"label_agreement":null},{"id":"W1774397702","doi":"10.3968/j.aped.1925543820140701.1905","title":"The Research and Application of New Low Density Nitrogen Micro Bubble Workover Fluid","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Workover; Bubble; Petroleum engineering; Leakage (economics); Filter cake; Materials science; Lost circulation; Composite material; Filtration (mathematics); Chemistry; Drilling fluid; Chromatography; Mechanics; Engineering","score_opus":0.014931960058727208,"score_gpt":0.2492065264318198,"score_spread":0.2342745663730926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1774397702","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14371827,0.004900084,0.85036457,0.000093755625,0.00013900839,0.00011281158,3.334405e-7,0.00006193405,0.0006092503],"genre_scores_gemma":[0.9905495,0.0033279439,0.005968992,0.00000757521,0.000035509674,0.000029048191,0.0000044749186,0.000010405898,0.000066515575],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942845,0.000013686619,0.00017500512,0.000113428156,0.00012611353,0.00014330412],"domain_scores_gemma":[0.99972147,0.00008623423,0.000017365046,0.000096967,0.00003320468,0.000044743683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000361521,0.00007179074,0.00008652749,0.000069160335,0.00008747711,0.000027371801,0.000053438038,0.000029327608,5.882255e-7],"category_scores_gemma":[0.000021523985,0.000060925653,0.000005414311,0.00011349739,0.000033891494,0.0001920402,0.000024705403,0.00008528923,0.000004944296],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035005633,0.000020290077,0.007744774,0.00014315653,0.000016378974,3.9263762e-7,0.0015883237,0.57402176,0.00569146,0.002785382,0.00020140856,0.40775168],"study_design_scores_gemma":[0.00083221216,0.00005257896,0.0026473743,0.00014341409,0.000003122665,0.0000031896532,0.00059471116,0.6128482,0.10951328,0.013085063,0.25995407,0.00032278447],"about_ca_topic_score_codex":0.0000047099907,"about_ca_topic_score_gemma":0.000069619244,"teacher_disagreement_score":0.84683126,"about_ca_system_score_codex":0.000033394623,"about_ca_system_score_gemma":0.00001490047,"threshold_uncertainty_score":0.24844761},"labels":[],"label_agreement":null},{"id":"W1776652131","doi":"10.3968/5898","title":"Ladder Horizontal Well Trajectory Control and Completion Technique in Ultra- Thin Reservoir","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Casing; Petroleum engineering; Drilling; Trajectory; Oil field; Kinematics; Track (disk drive); Engineering; Permeability (electromagnetism); Oil well; Well control; Geology; Mechanical engineering","score_opus":0.007259863942270234,"score_gpt":0.20439888392706884,"score_spread":0.1971390199847986,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1776652131","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049227398,0.001894421,0.94463784,0.00007569931,0.00025470965,0.00021252957,0.000001664829,0.00021706292,0.0034786696],"genre_scores_gemma":[0.99264294,0.001216655,0.0059064003,0.000028868972,0.00002952796,0.00012827969,0.000014648647,0.000017213026,0.000015471918],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927616,0.000028800823,0.00025403628,0.00016678614,0.00010394204,0.00017028004],"domain_scores_gemma":[0.99979854,0.00005521681,0.000020925072,0.000068638634,0.000010884946,0.000045816945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030174895,0.00013611227,0.00017026604,0.00017165349,0.00003648639,0.000024573084,0.00004251288,0.000057059555,0.0000037807315],"category_scores_gemma":[0.000015052075,0.00014044563,0.000008390022,0.000085292966,0.000020168007,0.0004180081,0.0000069315706,0.00014854892,0.000004801588],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024303525,0.000021809956,0.0038893546,0.00012777417,0.000006449938,0.0000031749482,0.0009910318,0.9781585,0.0034086995,0.0005883964,0.000030467347,0.012750093],"study_design_scores_gemma":[0.0024996956,0.00009947186,0.0076055345,0.00029517975,0.000003874858,0.000010798301,0.00061849324,0.865764,0.012392727,0.0009793388,0.109103,0.0006278709],"about_ca_topic_score_codex":0.000004604239,"about_ca_topic_score_gemma":0.00021921725,"teacher_disagreement_score":0.9434155,"about_ca_system_score_codex":0.00006537203,"about_ca_system_score_gemma":0.000009101071,"threshold_uncertainty_score":0.57272065},"labels":[],"label_agreement":null},{"id":"W1791413122","doi":"10.3968/7502","title":"Study on Damage Characteristics and Formation Protective Drilling Fluids in Dongying Formation Low Permeability Reservoir of Chengbei Oilfield","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Permeability (electromagnetism); Geology; Drilling fluid; Drilling; Formation water; Clogging; Pilot test; Geotechnical engineering; Petrology; Engineering; Chemistry","score_opus":0.02988700567325246,"score_gpt":0.2516768091203161,"score_spread":0.22178980344706364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1791413122","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8337463,0.00017015098,0.16546246,0.000014834849,0.00010945228,0.00024092788,0.0000011183877,0.00004786922,0.00020688634],"genre_scores_gemma":[0.99811107,0.00024425215,0.0014855732,0.000004735972,0.000014905357,0.00011057663,0.000015645062,0.000010150564,0.0000031045786],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913687,0.00003122807,0.00041009375,0.00013078627,0.00016193125,0.00012908597],"domain_scores_gemma":[0.99973196,0.000040555296,0.000051108935,0.00008745166,0.000045629018,0.000043316602],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047113773,0.00012345452,0.00017611796,0.0002034758,0.000033917975,0.000026398524,0.00003978447,0.000043046082,5.324841e-7],"category_scores_gemma":[0.00008237966,0.0001241378,0.00000685256,0.00013066333,0.000012591711,0.0011864204,0.000021987767,0.00013634689,0.0000010602865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007452135,0.000096332486,0.0131545,0.00040387278,0.000007041547,0.0000036219574,0.03864085,0.91511637,0.00055265817,0.00005722133,0.0000014103748,0.031891618],"study_design_scores_gemma":[0.0014793942,0.00019468574,0.021322742,0.00041520593,0.0000032631292,0.0000018778426,0.014491565,0.9469307,0.01422339,0.00029227277,0.00035302876,0.00029189402],"about_ca_topic_score_codex":0.0000026632124,"about_ca_topic_score_gemma":0.00007444364,"teacher_disagreement_score":0.16436477,"about_ca_system_score_codex":0.0001415615,"about_ca_system_score_gemma":0.0000149573525,"threshold_uncertainty_score":0.50621927},"labels":[],"label_agreement":null},{"id":"W1798291476","doi":"10.3968/5537","title":"Maximizing Drilling Performance With Real-Time Surveillance System Based on Parameters Optimization Algorithm","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling; Rate of penetration; Petroleum engineering; Measurement while drilling; Engineering; Algorithm; Computer science; Mechanical engineering","score_opus":0.005207576751745061,"score_gpt":0.17269110605671587,"score_spread":0.1674835293049708,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1798291476","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007805377,0.000100343554,0.9896865,0.000013332472,0.00018633762,0.00008531457,8.4877604e-7,0.00035668525,0.0017652542],"genre_scores_gemma":[0.7754671,0.0007069774,0.22363794,0.000013806683,0.00002527273,0.00006291377,0.00003900331,0.000033438962,0.00001356475],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991045,0.000022976312,0.00025678502,0.00021508007,0.00018362666,0.00021700794],"domain_scores_gemma":[0.99968636,0.000065761305,0.000044268556,0.00012099181,0.000025972102,0.000056664045],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024755925,0.00018706737,0.00019219125,0.00017063667,0.00008305689,0.00004624683,0.000054933196,0.000041588035,0.0000016967222],"category_scores_gemma":[0.00000720858,0.00017383177,0.000009904277,0.0001517123,0.0000145558915,0.0004113158,0.0000066956604,0.00008890779,0.00000928915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012546431,0.0000055282044,0.00048740034,0.00011081516,0.0000042996344,0.0000010800793,0.00010705672,0.9559932,0.0000128558895,0.000018303292,0.0000013183214,0.04324563],"study_design_scores_gemma":[0.00048512,0.0000527555,0.00014028269,0.00030159557,0.0000016532358,0.0000018319272,0.00006539358,0.9965692,0.0009752717,0.000001701704,0.0011610282,0.0002441607],"about_ca_topic_score_codex":0.0000011171032,"about_ca_topic_score_gemma":0.0000032819275,"teacher_disagreement_score":0.7676617,"about_ca_system_score_codex":0.00013083442,"about_ca_system_score_gemma":0.000014640778,"threshold_uncertainty_score":0.70886534},"labels":[],"label_agreement":null},{"id":"W1802952901","doi":"10.3968/j.aped.1925543820140701.1931","title":"The Mechanism Study of Vortex Tools Drainage Gas Recovery of Gas Well","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Vortex; Drainage; Vortex tube; Wellhead; Petroleum engineering; Fluent; Mechanics; Computational fluid dynamics; Flow (mathematics); Fluid dynamics; Work (physics); Geotechnical engineering; Geology; Mechanical engineering; Engineering; Physics","score_opus":0.009809916084022435,"score_gpt":0.20802951081292345,"score_spread":0.19821959472890102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1802952901","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32598665,0.0014335007,0.6643073,0.000038755552,0.00081042055,0.00026157178,0.0000012567291,0.00011476933,0.0070457417],"genre_scores_gemma":[0.99625957,0.0016758079,0.0019329649,0.0000053004824,0.000016817494,0.000041869487,0.000003574112,0.00001365135,0.000050450515],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992171,0.000023937553,0.00036164577,0.00011416581,0.00015027374,0.00013288183],"domain_scores_gemma":[0.9996492,0.000112081994,0.000057418725,0.00013037081,0.000024383515,0.000026538886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034248314,0.00010882249,0.00016717173,0.000085474894,0.00004737243,0.000019296396,0.00008086915,0.000025864636,0.0000026318373],"category_scores_gemma":[0.000032394968,0.00008989566,0.000013395057,0.00009520107,0.000014329871,0.0003267294,0.000022304477,0.00007008445,0.0000033533754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001631537,0.000046703477,0.0001755031,0.000081940176,0.000019968036,7.803204e-7,0.0019304521,0.8850837,0.00046644334,0.002914254,0.0000078144585,0.10925616],"study_design_scores_gemma":[0.002994433,0.0007381624,0.0014435856,0.00036799224,0.000022612488,0.0000037357322,0.011006571,0.81717974,0.05915416,0.021306582,0.08497866,0.00080378616],"about_ca_topic_score_codex":0.0000020788646,"about_ca_topic_score_gemma":0.000072771734,"teacher_disagreement_score":0.6702729,"about_ca_system_score_codex":0.000026997903,"about_ca_system_score_gemma":0.000009689396,"threshold_uncertainty_score":0.36658382},"labels":[],"label_agreement":null},{"id":"W1806084727","doi":"10.3968/j.aped.1925543820130601.1546","title":"The Effects of Pore Pressure and Temperature Difference Variation on Borehole Stability","year":2013,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Borehole; Drilling fluid; Pore water pressure; Geology; Drilling; Geotechnical engineering; Materials science","score_opus":0.0043252702287799915,"score_gpt":0.18249219814853493,"score_spread":0.17816692791975494,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1806084727","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9271144,0.017988876,0.05241797,0.00019125472,0.0008656582,0.0005509945,0.0000033852375,0.0001891644,0.00067827944],"genre_scores_gemma":[0.9964283,0.0027065787,0.00070973305,0.000009324507,0.000012275364,0.00008785351,0.0000061581045,0.0000069402945,0.00003280383],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995441,0.000014244924,0.00015222884,0.00010303536,0.00009111818,0.000095271855],"domain_scores_gemma":[0.9997371,0.000115039344,0.000021783047,0.00007846505,0.000020058778,0.000027560145],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007691967,0.00008961143,0.00008975204,0.000033582222,0.000053049353,0.000032372584,0.000034907454,0.0000338398,0.0000012594054],"category_scores_gemma":[0.00003610824,0.00006464631,0.0000053514686,0.000051165367,0.000018416486,0.00024272285,0.000011085382,0.00008495445,9.072695e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003569619,0.00007926502,0.0068342467,0.0016377771,0.00006456249,0.0000018680596,0.009545961,0.683725,0.019885922,0.0027944732,0.00008508251,0.27531013],"study_design_scores_gemma":[0.001758787,0.00024724958,0.2730934,0.0007271276,0.000018677394,0.0000026353632,0.0010882689,0.5900267,0.098288156,0.0038856186,0.030103495,0.00075992953],"about_ca_topic_score_codex":0.0000018504836,"about_ca_topic_score_gemma":0.000011082207,"teacher_disagreement_score":0.2745502,"about_ca_system_score_codex":0.000014004499,"about_ca_system_score_gemma":0.0000073568467,"threshold_uncertainty_score":0.26362},"labels":[],"label_agreement":null},{"id":"W1809038163","doi":"10.3968/j.aped.1925543820120302.359","title":"The Rheological Properties of Oil-Based Mud under High Pressure and High Temperature Conditions","year":2012,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Rheology; Viscometer; Materials science; Viscosity; Petroleum engineering; Pour point; Yield (engineering); Composite material; Apparent viscosity; Drilling; Geology; Chemical engineering; Engineering; Metallurgy","score_opus":0.01167810693450387,"score_gpt":0.20576546079948707,"score_spread":0.19408735386498321,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1809038163","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82728654,0.09703033,0.07195356,0.0009711628,0.0015612365,0.00022225348,0.0000143492925,0.00038703493,0.0005735218],"genre_scores_gemma":[0.9952314,0.0029082547,0.001628149,0.00002883815,0.0000254535,0.000067190675,0.0000133155745,0.000009149471,0.00008826017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994925,0.000015586555,0.00017241281,0.000080521735,0.00008973124,0.0001491944],"domain_scores_gemma":[0.99981415,0.000042810334,0.000020913203,0.00006332939,0.000018513645,0.00004025213],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000108872926,0.00010079513,0.000106557345,0.000044544828,0.00009004077,0.000022289956,0.000036782607,0.00004684737,0.000003718233],"category_scores_gemma":[0.000012700432,0.000068442496,0.0000071328723,0.000056572702,0.000053549276,0.00033631775,0.000012822878,0.00009269093,0.0000013892828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012457712,0.000020363676,0.00056570576,0.00011936259,0.000019244508,2.8946914e-7,0.00037825629,0.98735434,0.0023254908,0.0050761723,0.00003186639,0.00409643],"study_design_scores_gemma":[0.004128542,0.00017258013,0.025433214,0.0011110741,0.00007300399,0.000017374425,0.00375238,0.3744327,0.3349095,0.0026203846,0.25160557,0.0017436655],"about_ca_topic_score_codex":0.0000013090599,"about_ca_topic_score_gemma":0.0000109767225,"teacher_disagreement_score":0.61292166,"about_ca_system_score_codex":0.000013788727,"about_ca_system_score_gemma":0.000011915241,"threshold_uncertainty_score":0.27910042},"labels":[],"label_agreement":null},{"id":"W1821079881","doi":"","title":"MODELING AND RHEOLOGICAL CHARACTERIZATION OF SLUDGE BASED DRILLING OIL","year":2016,"lang":"en","type":"article","venue":"DergiPark (Istanbul University)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carbon Engineering (Canada)","funders":"","keywords":"Rheology; Characterization (materials science); Petroleum engineering; Drilling fluid; Drilling; Materials science; Environmental science; Biochemical engineering; Chemical engineering; Geology; Engineering; Nanotechnology; Metallurgy; Composite material","score_opus":0.006822782163880375,"score_gpt":0.14503147949055614,"score_spread":0.13820869732667576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1821079881","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5731813,0.000023270843,0.42461744,0.000021862552,0.000074996366,0.000015807622,0.000009322726,0.00016547716,0.0018905491],"genre_scores_gemma":[0.99783033,0.00028813377,0.0014418283,0.0000059100953,0.000023973449,2.723325e-7,0.0000073840756,0.000017832741,0.000384334],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994599,0.00001300245,0.00012567436,0.00014771456,0.00008134311,0.00017234523],"domain_scores_gemma":[0.99970436,0.000045045712,0.000020418998,0.00012411198,0.000036017213,0.00007004873],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006662818,0.000117572694,0.00015307443,0.00017149639,0.000042458527,0.000008989804,0.000090083675,0.00008112934,0.000022098466],"category_scores_gemma":[0.000014293671,0.00010659794,0.000039142178,0.00017874915,0.000034034023,0.00014389941,0.000021566719,0.000059006175,0.0000035381859],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040794337,0.000017997447,0.00034756446,0.00017459397,0.000045512916,0.00003272079,0.0001590592,0.56578934,0.42030767,0.0063171918,0.000007702297,0.006759865],"study_design_scores_gemma":[0.0004998033,0.000014708957,0.00013714346,0.0001349494,0.00002087144,0.0000021409662,0.00004466778,0.98417604,0.008811779,0.000022675787,0.0059303553,0.00020485293],"about_ca_topic_score_codex":0.000003023918,"about_ca_topic_score_gemma":0.0000022526544,"teacher_disagreement_score":0.42464903,"about_ca_system_score_codex":0.00005082826,"about_ca_system_score_gemma":0.000010183906,"threshold_uncertainty_score":0.43469378},"labels":[],"label_agreement":null},{"id":"W1824285679","doi":"10.3968/j.aped.1925543820120301.151","title":"New Method of High Quality and High Speed Drilling Based on Stratigraphic Naturally Whipstocking Law","year":2012,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling; Azimuth; Offset (computer science); Trajectory; Geology; Directional drilling; Anisotropy; Measurement while drilling; Drilling engineering; Position (finance); Petroleum engineering; Geodesy; Computer science; Engineering; Mechanical engineering; Geometry; Mathematics; Physics; Optics","score_opus":0.022676166703549765,"score_gpt":0.27935048639942345,"score_spread":0.2566743196958737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1824285679","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030557174,0.0019257731,0.96613,0.000059256054,0.00044736694,0.00008374061,0.0000017428789,0.00011457189,0.00068033923],"genre_scores_gemma":[0.8441402,0.0003597974,0.15537009,0.000041495547,0.00004462815,0.000007287713,0.000014132043,0.000015029445,0.0000073615706],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905235,0.00003273492,0.00036415152,0.00015508823,0.00018378417,0.00021188795],"domain_scores_gemma":[0.9996076,0.00012301264,0.000056836132,0.00009732344,0.000019544386,0.00009564339],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003813674,0.00016863791,0.00023133865,0.00015353988,0.00004924605,0.000024513629,0.000046344703,0.000059385235,0.000004939777],"category_scores_gemma":[0.000017252132,0.0001649732,0.000015075033,0.00013149728,0.000015713007,0.00060253043,0.000010897947,0.00013917832,0.0000010966662],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017102415,0.000012712695,0.0010115827,0.00011817169,0.000010271037,4.1690294e-7,0.0005393299,0.9479372,0.00073252694,0.011331501,0.000002776776,0.0382864],"study_design_scores_gemma":[0.0030685824,0.00013361737,0.020869132,0.000802087,0.00002216063,0.000004784957,0.00067338033,0.8404692,0.11753213,0.005472189,0.009667406,0.001285368],"about_ca_topic_score_codex":0.000027982405,"about_ca_topic_score_gemma":0.000057720077,"teacher_disagreement_score":0.813583,"about_ca_system_score_codex":0.000036566576,"about_ca_system_score_gemma":0.000017684859,"threshold_uncertainty_score":0.6727412},"labels":[],"label_agreement":null},{"id":"W1826437952","doi":"10.3968/5674","title":"The New Method and Application of Friction Torque for Extended Reach Well","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drill string; Torque; Engineering; Stiffness; Drilling; Friction torque; String (physics); Drill; Structural engineering; Displacement (psychology); Control theory (sociology); Mechanical engineering; Computer science; Mathematics; Physics; Control (management)","score_opus":0.006709230892882331,"score_gpt":0.2477990491509753,"score_spread":0.24108981825809297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1826437952","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00034032768,0.0017297149,0.99699193,0.000060882656,0.00013198006,0.00008892452,2.9038765e-7,0.000047119018,0.000608856],"genre_scores_gemma":[0.8792175,0.0027611095,0.11766773,0.000012461026,0.000062943036,0.00014653114,0.000016243652,0.000016423992,0.000099069155],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99957675,0.000010084941,0.00017642458,0.0000929816,0.00006316537,0.000080572616],"domain_scores_gemma":[0.999775,0.00008261315,0.000027931119,0.00006080264,0.000020764579,0.000032909054],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030476073,0.000067437366,0.00008327149,0.00004385711,0.00004358256,0.000013647875,0.000028875276,0.000025431907,2.1508552e-7],"category_scores_gemma":[0.000021238917,0.00005659685,0.000006119106,0.00005223427,0.0000080285745,0.0001867612,0.0000068920226,0.000035635712,7.258062e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009000166,0.0000031969557,0.000049967897,0.000037743415,0.0000036895656,1.3378778e-8,0.00039729904,0.5720198,0.00038590742,0.0029858567,0.000046120433,0.4240614],"study_design_scores_gemma":[0.0002675594,0.00001737605,0.0001161996,0.000013118104,0.0000019086194,5.3935395e-7,0.00013723971,0.6870158,0.005196567,0.0042090276,0.30295512,0.00006955477],"about_ca_topic_score_codex":0.000001983371,"about_ca_topic_score_gemma":0.000033163877,"teacher_disagreement_score":0.8793242,"about_ca_system_score_codex":0.000027789867,"about_ca_system_score_gemma":0.000010350286,"threshold_uncertainty_score":0.23079526},"labels":[],"label_agreement":null},{"id":"W1827201146","doi":"10.3968/5956","title":"Research Progress of High-Frequency Vibration Tools Used in Stuck Pipe Recovery","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Workover; Vibration; Impulse (physics); Engineering; Drilling; Marine engineering; Computer science; Mechanical engineering; Acoustics","score_opus":0.030509394370715003,"score_gpt":0.27272906110506623,"score_spread":0.24221966673435122,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1827201146","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4250327,0.002338638,0.57003397,0.00010863542,0.0005340396,0.0002541814,0.0000019953118,0.0001468606,0.0015489477],"genre_scores_gemma":[0.98604167,0.0011885428,0.012568419,0.0000052994405,0.000028002356,0.0001121218,0.000025050358,0.000015644993,0.0000152510565],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990015,0.000047290087,0.00035931225,0.00016295692,0.0002245122,0.0002044437],"domain_scores_gemma":[0.9996887,0.000101134014,0.000029656823,0.00010656345,0.000038427384,0.00003552371],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005991497,0.00010423978,0.00016998773,0.00034485952,0.00003060495,0.000035340865,0.00007029181,0.000051955703,0.0000042252377],"category_scores_gemma":[0.00004639239,0.00010848885,0.000008533045,0.00027694265,0.000027904469,0.00094554777,0.000018333934,0.00014675135,0.000006432723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013563832,0.000028877945,0.0046241577,0.00015845172,0.000004763148,0.0000014571154,0.000937594,0.87009686,0.0007869407,0.0014885854,0.0000058544047,0.12185288],"study_design_scores_gemma":[0.004489356,0.00044121093,0.0469842,0.0016562961,0.0000060970456,0.000004360556,0.0025755342,0.78337866,0.12092284,0.01643576,0.021720152,0.0013855473],"about_ca_topic_score_codex":0.0000046382097,"about_ca_topic_score_gemma":0.00015173553,"teacher_disagreement_score":0.56100893,"about_ca_system_score_codex":0.00009502245,"about_ca_system_score_gemma":0.000027065074,"threshold_uncertainty_score":0.4424047},"labels":[],"label_agreement":null},{"id":"W1828434032","doi":"10.3968/6693","title":"Analysis of Thermal Recovery Horizontal Well Drilling Technology in Gudong Nine District","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling; Wellbore; Mud logging; Petroleum engineering; Geology; Directional drilling; Completion (oil and gas wells); Drilling fluid; Facies; Drill; Trajectory; Engineering; Geomorphology; Mechanical engineering","score_opus":0.0105473099843105,"score_gpt":0.2149230188073538,"score_spread":0.2043757088230433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1828434032","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5773912,0.0055534467,0.4141404,0.000041379622,0.00036013918,0.00007431205,0.0000026390176,0.00014922975,0.0022872684],"genre_scores_gemma":[0.9940406,0.0013698338,0.004483145,0.0000032585315,0.000012998502,0.000025802272,0.000031419488,0.000011463928,0.000021451],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992254,0.000008906683,0.0003454071,0.0001450473,0.000114706585,0.00016057902],"domain_scores_gemma":[0.9997909,0.000023313356,0.000038034093,0.00008682762,0.000020783295,0.00004012239],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017260808,0.000117310825,0.00024274454,0.00078698434,0.000013752076,0.000010378002,0.0000609812,0.000057875794,0.000005032027],"category_scores_gemma":[0.000019243816,0.000120404926,0.00001832358,0.0007783927,0.0000170829,0.0003788083,0.000020538457,0.00010055127,0.000003703115],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000104098235,0.000013263763,0.0181714,0.000017826917,0.000035662073,0.0000038530443,0.00036779462,0.95327145,0.00021882624,0.000068405156,0.0000033684369,0.027817747],"study_design_scores_gemma":[0.0007492926,0.000054913173,0.004407272,0.000084594125,0.000024126604,0.0000013328155,0.001318721,0.97840655,0.0058369515,0.00014031418,0.008663537,0.00031241713],"about_ca_topic_score_codex":0.000004508562,"about_ca_topic_score_gemma":0.0001327326,"teacher_disagreement_score":0.41664946,"about_ca_system_score_codex":0.00011383356,"about_ca_system_score_gemma":0.000020358175,"threshold_uncertainty_score":0.49099705},"labels":[],"label_agreement":null},{"id":"W1830300761","doi":"10.3968/5413","title":"An Experimental Study on Cement Sheath Sealing Evaluation","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Seal (emblem); Cement; Engineering; Petroleum engineering; Mechanical engineering; Geotechnical engineering; Materials science; Composite material","score_opus":0.02502508143286304,"score_gpt":0.28925787696148697,"score_spread":0.26423279552862394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1830300761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61700594,0.0009638717,0.377214,0.000017793913,0.00070099765,0.00035503507,5.0190766e-7,0.00028304555,0.0034588152],"genre_scores_gemma":[0.9975686,0.000091772235,0.0020207993,0.00002205736,0.0000495952,0.00020087538,0.000021996262,0.000018102623,0.0000061883043],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991189,0.00003882525,0.00022835843,0.00019755129,0.00026685005,0.00014946629],"domain_scores_gemma":[0.999775,0.000018127022,0.000018429599,0.000114573864,0.000016986463,0.00005691001],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043969357,0.0001371604,0.00011440775,0.00013040117,0.000064391555,0.00003998149,0.00004930146,0.000023466924,0.000008888499],"category_scores_gemma":[0.0000074656414,0.00013871933,0.000007068182,0.00006698222,0.000006060998,0.0004815577,0.00000879132,0.00007122091,0.000010792788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000078499115,0.00012392583,0.00075515226,0.000009344927,0.0000043038467,4.8067847e-7,0.0029515289,0.96111053,0.00031766668,0.00014454374,0.0000028954612,0.034571793],"study_design_scores_gemma":[0.00092668424,0.00027950565,0.0007394411,0.000039445782,0.0000029045216,4.2283685e-7,0.0032466748,0.9807328,0.008983621,0.00007960082,0.004748911,0.00021996727],"about_ca_topic_score_codex":8.9273146e-7,"about_ca_topic_score_gemma":0.000015621568,"teacher_disagreement_score":0.38056266,"about_ca_system_score_codex":0.00013758146,"about_ca_system_score_gemma":0.000010425589,"threshold_uncertainty_score":0.565681},"labels":[],"label_agreement":null},{"id":"W1831873369","doi":"10.3968/6455","title":"Effect of Eccentricity on Annulus Pressure of Aerated Drilling","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Annulus (botany); Drill string; Drilling; Drilling fluid; Eccentricity (behavior); Petroleum engineering; Geology; Aeration; Geotechnical engineering; Underbalanced drilling; Eccentric; Mechanics; Engineering; Mechanical engineering; Materials science; Composite material; Law; Physics","score_opus":0.00999067639664326,"score_gpt":0.23081548891807935,"score_spread":0.2208248125214361,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1831873369","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45027444,0.012768218,0.5311371,0.000023098824,0.0011357518,0.00031342363,0.0000069744374,0.00026610683,0.004074842],"genre_scores_gemma":[0.99802375,0.00068318844,0.0012232644,0.0000029152468,0.000013664658,0.000015535985,0.000009399564,0.000010672426,0.000017606204],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993689,0.000023159137,0.00025342073,0.000098432356,0.00014572308,0.00011036443],"domain_scores_gemma":[0.9997581,0.00005385788,0.00003889229,0.00006824713,0.00003375633,0.0000471388],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025333953,0.00010737048,0.00019137641,0.00012627062,0.000012220317,0.000006168061,0.000041596853,0.0000360982,0.0000015534196],"category_scores_gemma":[0.000039984538,0.00009673613,0.000010633814,0.00013204006,0.000012671044,0.00023886435,0.000010189405,0.000067549496,0.0000021315634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004121028,0.000010912629,0.001285489,0.00017270175,0.0000099929275,8.900922e-7,0.00057746883,0.9783433,0.00013415735,0.000057593214,0.000011673014,0.019354627],"study_design_scores_gemma":[0.0010694432,0.00020549203,0.00013405774,0.00020156457,0.000006504125,8.156745e-7,0.00011538468,0.7898793,0.1941298,0.000048218488,0.014038676,0.00017070398],"about_ca_topic_score_codex":0.000001296708,"about_ca_topic_score_gemma":0.0000035771423,"teacher_disagreement_score":0.5477493,"about_ca_system_score_codex":0.000029312605,"about_ca_system_score_gemma":0.00001434591,"threshold_uncertainty_score":0.39447847},"labels":[],"label_agreement":null},{"id":"W1833839077","doi":"10.3968/6137","title":"Application of Gray Analysis Method in Friction Coefficient Assessment for Extended Reach Well","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Drilling; Torque; Friction coefficient; Friction torque; Viscosity; Dynamical friction; Rheology; Petroleum engineering; Materials science; Mechanics; Mechanical engineering; Geotechnical engineering; Engineering; Composite material; Physics; Thermodynamics","score_opus":0.007744916747177042,"score_gpt":0.2718767143191447,"score_spread":0.26413179757196764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1833839077","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0026442169,0.00025769495,0.99618906,0.000014330864,0.00010441682,0.00013142788,0.0000010405586,0.00005369576,0.00060410076],"genre_scores_gemma":[0.85986197,0.00030068224,0.13953017,0.0000058589885,0.000011267741,0.0002165122,0.000055624267,0.000009443401,0.000008486232],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921626,0.000022059176,0.00035150044,0.00017260753,0.00011339178,0.00012416815],"domain_scores_gemma":[0.99972564,0.00007214517,0.00005156882,0.00009537677,0.000027706585,0.0000275816],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004906216,0.00010219868,0.0002019878,0.00037382686,0.000024940506,0.000010412426,0.000042540345,0.0000375687,0.0000013247773],"category_scores_gemma":[0.000010779233,0.000105118845,0.000022280798,0.0003541157,0.0000065601116,0.00019052904,0.000007939243,0.000058267575,8.706156e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055802,0.000026542208,0.0018345208,0.0000626577,0.000015872934,5.026527e-8,0.0002851788,0.9281129,0.00047175307,0.001049982,0.0000016766437,0.068133265],"study_design_scores_gemma":[0.00036343717,0.00001967631,0.0036689742,0.000017917517,0.000012629151,1.4982858e-7,0.00015920906,0.9780072,0.0040876498,0.00036749576,0.013181369,0.00011430013],"about_ca_topic_score_codex":0.000004454682,"about_ca_topic_score_gemma":0.00009775494,"teacher_disagreement_score":0.8572177,"about_ca_system_score_codex":0.000097111835,"about_ca_system_score_gemma":0.00000954282,"threshold_uncertainty_score":0.42866218},"labels":[],"label_agreement":null},{"id":"W1835187583","doi":"10.3968/j.est.1923847920130602.3004","title":"Applications and Study on Organophosphate Acids (Salts) for Oil Well Cement Retarder","year":2013,"lang":"en","type":"article","venue":"Energy science and technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Retarder; Cement; Compressive strength; Dispersant; Oil well; Materials science; Slurry; Composite material; Salt (chemistry); Cementation (geology); Petroleum engineering; Chemistry; Organic chemistry; Geology; Dispersion (optics)","score_opus":0.0037610178446004306,"score_gpt":0.18786163559667668,"score_spread":0.18410061775207626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1835187583","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96724385,0.0008340598,0.026271423,0.00072876626,0.0002508365,0.00027720406,0.0000020482994,0.00085296837,0.0035388537],"genre_scores_gemma":[0.9985673,0.00012411307,0.00064691005,0.000041573716,0.000017768483,0.00029169722,5.5221403e-7,0.0000114922,0.00029861715],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99940157,0.0000012791803,0.00008788518,0.00021279012,0.000083972074,0.00021250341],"domain_scores_gemma":[0.99968904,0.00001480162,0.000013020695,0.00018340969,0.000051883635,0.000047844598],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001005372,0.000088199784,0.00008815475,0.00020511445,0.00013100612,0.000035705474,0.0001365189,0.000050752282,0.000006174293],"category_scores_gemma":[0.000014169973,0.00007903591,0.0000056403323,0.0004429691,0.00014013046,0.000075472606,0.000040393672,0.00005760474,0.00001037872],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000042527627,0.00017635564,0.0040529207,0.0000703762,0.000074566036,0.0000034602767,0.00038218877,0.018320004,0.069642365,0.09375007,0.001031207,0.81249225],"study_design_scores_gemma":[0.0017608658,0.0008722646,0.0029404475,0.000054445103,0.000048860067,0.000020469799,0.0019753885,0.19337262,0.22848397,0.009790791,0.5596057,0.0010741412],"about_ca_topic_score_codex":0.000010266865,"about_ca_topic_score_gemma":0.0000039822444,"teacher_disagreement_score":0.8114181,"about_ca_system_score_codex":0.000019304105,"about_ca_system_score_gemma":0.000008791369,"threshold_uncertainty_score":0.3222991},"labels":[],"label_agreement":null},{"id":"W1838571159","doi":"10.3968/6639","title":"Optimization of Drilling Engineering Design and Construction for Anshun 1 Well","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling; Measurement while drilling; Petroleum engineering; Drilling engineering; Drilling fluid; Block (permutation group theory); Key (lock); Matching (statistics); Engineering; Quality (philosophy); Geology; Mechanical engineering; Computer science","score_opus":0.01936935365481127,"score_gpt":0.21372732057489252,"score_spread":0.19435796692008125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1838571159","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0021284851,0.0022596882,0.9950464,0.0000100598845,0.00026465268,0.000109247456,6.2106704e-7,0.00008379425,0.0000971026],"genre_scores_gemma":[0.34034202,0.002044426,0.657486,0.0000035925502,0.000024653997,0.0000586122,0.000014108143,0.000018695011,0.000007865161],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994868,0.000005702119,0.00022318597,0.00010602945,0.00007073572,0.000107539985],"domain_scores_gemma":[0.9998061,0.000043280095,0.00002708439,0.00004036339,0.000034042714,0.00004912757],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018035059,0.00009762107,0.00012417095,0.00013620203,0.00001975522,0.000015600806,0.000022181193,0.000036626087,8.509261e-7],"category_scores_gemma":[0.000020792813,0.00010722623,0.000006467666,0.000078382494,0.00001256923,0.00053294963,0.0000068640725,0.000040209405,4.124614e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010159718,0.0000032104927,0.00010895862,0.00008529681,0.000004929078,1.9002533e-7,0.00042527047,0.9887436,0.00008174582,0.00026220654,0.0000048515853,0.010269601],"study_design_scores_gemma":[0.00046981478,0.000023300849,0.000010383609,0.00006275274,0.000002582783,0.0000023930397,0.00023821574,0.9868415,0.005634694,0.0001480424,0.0064443187,0.000122017744],"about_ca_topic_score_codex":2.7258963e-7,"about_ca_topic_score_gemma":0.0000012061854,"teacher_disagreement_score":0.33821353,"about_ca_system_score_codex":0.000038250873,"about_ca_system_score_gemma":0.000015542551,"threshold_uncertainty_score":0.43725586},"labels":[],"label_agreement":null},{"id":"W1838847310","doi":"10.3968/6625","title":"Low Cycle Fatigue of Class G Well Cement","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Cement; Fatigue limit; Cyclic stress; Materials science; Low-cycle fatigue; Fatigue testing; Stress (linguistics); Structural engineering; Geotechnical engineering; Composite material; Engineering","score_opus":0.02116581899926717,"score_gpt":0.23543890564321043,"score_spread":0.21427308664394326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1838847310","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.035405025,0.0033809463,0.9492253,0.00005351955,0.00073651527,0.000105137595,0.0000014846665,0.00017617746,0.010915897],"genre_scores_gemma":[0.9915621,0.001195295,0.0071015246,0.000013079595,0.00002044944,0.000031178428,0.0000134510055,0.000012988426,0.00004992297],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936694,0.0000070680535,0.0002520176,0.00010316489,0.00013977248,0.00013101655],"domain_scores_gemma":[0.99979967,0.000013251089,0.0000250845,0.00007333525,0.000024088768,0.000064561136],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012561184,0.00010042204,0.0001254393,0.00010167188,0.00001462067,0.000010838894,0.000045947996,0.000028546958,0.0000050562985],"category_scores_gemma":[0.000008515177,0.00010142961,0.000008535911,0.000087223314,0.000013103618,0.000369119,0.000015247441,0.000057577963,0.000012931327],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000049975356,0.000014951172,0.00040243845,0.000061851184,0.000004830636,0.0000011027734,0.00087806146,0.9760537,0.00008250514,0.00023522915,0.000040545194,0.022219792],"study_design_scores_gemma":[0.00096935977,0.000045189277,0.00017404425,0.00014814579,0.0000024610108,0.0000013972073,0.0011471325,0.81199104,0.033846904,0.0005512199,0.1508278,0.00029529963],"about_ca_topic_score_codex":0.0000011174704,"about_ca_topic_score_gemma":0.00002016706,"teacher_disagreement_score":0.9561571,"about_ca_system_score_codex":0.000066450055,"about_ca_system_score_gemma":0.000021270234,"threshold_uncertainty_score":0.41361794},"labels":[],"label_agreement":null},{"id":"W1841088711","doi":"10.3968/5558","title":"Tripping Friction Model for Multi-Stage Fracturing and Completion String in Horizontal Well","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Tripping; String (physics); Completion (oil and gas wells); Borehole; Engineering; Fracture (geology); Drill string; Structural engineering; Petroleum engineering; Geotechnical engineering; Mechanical engineering; Physics; Drilling; Theoretical physics","score_opus":0.03665069195618031,"score_gpt":0.2599078155947201,"score_spread":0.22325712363853978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1841088711","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.078922704,0.0006114182,0.919965,0.000010027519,0.00016069261,0.000105595056,0.0000010272612,0.000092246744,0.00013128998],"genre_scores_gemma":[0.95197505,0.0010075306,0.04684072,0.000009618599,0.000026103102,0.00007862924,0.000020028441,0.000017417506,0.000024903215],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999326,0.000007950495,0.00025337638,0.00016974675,0.00007279201,0.00017013759],"domain_scores_gemma":[0.9998433,0.00003407431,0.000027256296,0.000047414604,0.0000103309185,0.00003762413],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020192214,0.00012480559,0.00014400754,0.00018593244,0.000059538143,0.000032123244,0.000028208813,0.000043250944,7.357919e-7],"category_scores_gemma":[0.000014468135,0.00014015844,0.000009288657,0.000060170572,0.0000072070334,0.00058147474,0.0000128011525,0.00009565634,0.0000010578298],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008459846,0.000008219257,0.0009079016,0.00010124494,0.0000023036148,2.553861e-7,0.0008235043,0.9718507,0.0003617278,0.00032008826,8.596312e-7,0.025614725],"study_design_scores_gemma":[0.0008716527,0.000013518845,0.0008295044,0.00008674548,0.0000011529803,5.415962e-7,0.00024341031,0.9896501,0.0016705076,0.00010628743,0.0063589825,0.00016759656],"about_ca_topic_score_codex":0.0000026123791,"about_ca_topic_score_gemma":0.00014577358,"teacher_disagreement_score":0.8731243,"about_ca_system_score_codex":0.00009244848,"about_ca_system_score_gemma":0.000006465486,"threshold_uncertainty_score":0.57154953},"labels":[],"label_agreement":null},{"id":"W1845902945","doi":"10.3968/6360","title":"Finite Element Simulation of Casing Shearing Impairment in Different Cementing Method","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Shearing (physics); Finite element method; Geotechnical engineering; Slip (aerodynamics); Shear (geology); Geology; Engineering; Structural engineering; Petroleum engineering","score_opus":0.029154293575014374,"score_gpt":0.2797237543770714,"score_spread":0.25056946080205705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1845902945","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.050653793,0.00082928024,0.9477635,0.000013527486,0.00022116723,0.000103753184,5.1018503e-7,0.000059360515,0.000355117],"genre_scores_gemma":[0.9735989,0.0002767032,0.02602099,0.000006549796,0.000021322501,0.00003869626,0.0000129267255,0.000014937397,0.0000089766345],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898666,0.000023869901,0.00046250867,0.00014931722,0.00018242816,0.00019522324],"domain_scores_gemma":[0.9997315,0.00007130943,0.000047835507,0.00007184857,0.000022484488,0.000055014967],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003842589,0.00014097264,0.00019176136,0.0002459948,0.000021354737,0.000019313153,0.00003992169,0.00003093215,0.0000026810208],"category_scores_gemma":[0.000025807687,0.0001397989,0.000012130222,0.00013083499,0.0000063584307,0.00040283313,0.000029460378,0.00008736689,0.0000014275204],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000094563575,0.00001871908,0.00414687,0.0000843272,0.000005590524,0.0000015891486,0.0025474413,0.9645547,0.0000908135,0.000037803547,9.194065e-7,0.028501727],"study_design_scores_gemma":[0.0006647799,0.000025229905,0.0006790304,0.00015710626,0.0000019587733,4.173628e-7,0.0008825115,0.9907019,0.004334908,0.00015984406,0.0022433659,0.00014891985],"about_ca_topic_score_codex":0.0000051664797,"about_ca_topic_score_gemma":0.000053363197,"teacher_disagreement_score":0.9229451,"about_ca_system_score_codex":0.0002641954,"about_ca_system_score_gemma":0.000020675665,"threshold_uncertainty_score":0.5700834},"labels":[],"label_agreement":null},{"id":"W1851096684","doi":"10.3968/j.aped.1925543820130501.1145","title":"Principal Points in Cementing Geothermal Wells","year":2013,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Geothermal gradient; Petroleum engineering; High pressure; Geothermal energy; Geology; High energy; Cement; Summit; Engineering; Engineering physics; Materials science; Geophysics; Geography; Metallurgy","score_opus":0.00898167521783889,"score_gpt":0.20569618423217656,"score_spread":0.19671450901433768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1851096684","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6656699,0.0031422153,0.31853527,0.00019618562,0.0008740438,0.00035932244,8.7346893e-7,0.0003886522,0.0108335],"genre_scores_gemma":[0.9912034,0.00087928073,0.00762838,0.0000369404,0.000024088835,0.000105685576,0.000007419145,0.000017432418,0.00009732188],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926645,0.000008387879,0.00027200172,0.00013369649,0.000097953176,0.00022151075],"domain_scores_gemma":[0.9998508,0.000018114702,0.000018659668,0.000060993745,0.000009637229,0.000041762887],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012179966,0.000116289986,0.00011235732,0.00015152802,0.000025055819,0.00003498149,0.000047441925,0.000031469357,0.000040853836],"category_scores_gemma":[0.0000073862598,0.00012119479,0.000007459135,0.000095059535,0.000009070348,0.000756003,0.000019430452,0.00009585289,0.00007264048],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018668411,0.000012558471,0.006133755,0.00005299544,0.0000035642245,0.0000024824915,0.0010827248,0.947922,0.00023613783,0.00011992861,0.000012830757,0.044419184],"study_design_scores_gemma":[0.00088290934,0.000014445711,0.012516201,0.00017371627,0.0000010612328,0.000002162558,0.00069865875,0.91719204,0.004247449,0.00042458056,0.06344511,0.00040166875],"about_ca_topic_score_codex":0.000005636585,"about_ca_topic_score_gemma":0.00004486294,"teacher_disagreement_score":0.3255335,"about_ca_system_score_codex":0.00006697459,"about_ca_system_score_gemma":0.000009257947,"threshold_uncertainty_score":0.494218},"labels":[],"label_agreement":null},{"id":"W1861589444","doi":"10.3968/j.aped.1925543820140701.1855","title":"Simulation of Casing Stress in Thermal Recovery Production Wells","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Steam injection; Borehole; Petroleum engineering; Finite element method; Thermal; Elastic modulus; Geotechnical engineering; Stress (linguistics); Coupling (piping); Oil field; Engineering; Materials science; Structural engineering; Mechanical engineering; Composite material","score_opus":0.009612894031356423,"score_gpt":0.2174698583262171,"score_spread":0.20785696429486067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1861589444","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3928469,0.0008156573,0.604816,0.000019071786,0.00053503213,0.000082309656,5.2220656e-7,0.00007411415,0.00081035733],"genre_scores_gemma":[0.99625874,0.0003609775,0.0032967906,0.000003878463,0.000033302946,0.000012924567,0.00000893748,0.0000103313205,0.000014114855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994597,0.000014284208,0.00023901822,0.00010714961,0.00008083739,0.00009905094],"domain_scores_gemma":[0.9998422,0.00004253346,0.000028549875,0.000056851775,0.000013541937,0.000016274591],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016145807,0.00007888395,0.00010451219,0.00015110841,0.000015957003,0.000009247776,0.000024115285,0.000028768336,0.0000018989558],"category_scores_gemma":[0.000031668482,0.00008370688,0.0000064748533,0.00009775348,0.000008110931,0.0005125306,0.000006540237,0.00005934344,0.0000019401687],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000668698,0.0000073004194,0.0018160184,0.00007386357,0.0000017774139,2.4618046e-7,0.00057187455,0.9370791,0.00052371627,0.000018616776,5.716545e-7,0.059900254],"study_design_scores_gemma":[0.00019140363,0.000012167099,0.001248118,0.00014689201,7.8155676e-7,2.2497618e-7,0.00015052369,0.97659445,0.01904176,0.00009351554,0.0024127306,0.0001074111],"about_ca_topic_score_codex":0.0000020790933,"about_ca_topic_score_gemma":0.00004897518,"teacher_disagreement_score":0.60341185,"about_ca_system_score_codex":0.00006263825,"about_ca_system_score_gemma":0.000008466962,"threshold_uncertainty_score":0.34134674},"labels":[],"label_agreement":null},{"id":"W1873237182","doi":"10.3968/5675","title":"New Technology of Coiled Tubing Drilling in Slim Hole","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Drilling; Measurement while drilling; Petroleum engineering; Engineering; Environmentally friendly; Drilling fluid; Technology development; Mechanical engineering; Well drilling; Manufacturing engineering","score_opus":0.0059894884193561525,"score_gpt":0.20165992968077742,"score_spread":0.19567044126142127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1873237182","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.053704407,0.002628147,0.942157,0.000044069136,0.0002541148,0.000049759885,1.9595122e-7,0.00013575051,0.001026585],"genre_scores_gemma":[0.95820415,0.001699145,0.040009435,0.0000072579332,0.000019899642,0.000018889528,0.000004498803,0.0000142505805,0.000022469527],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999326,0.000006365768,0.00029884203,0.00012678417,0.00008219884,0.00015978946],"domain_scores_gemma":[0.99982417,0.000026389955,0.00002753674,0.00007752878,0.000011159027,0.000033209166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001399504,0.00010522285,0.00017386953,0.00033751604,0.00001714556,0.000009508864,0.000056771278,0.00005396836,0.0000033094004],"category_scores_gemma":[0.000022082573,0.000114101575,0.000007935597,0.00022655595,0.0000115504245,0.0002938932,0.00001674101,0.0001020944,0.000004713555],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002602884,0.000004460164,0.0019322743,0.000042957232,0.0000023280586,6.6551706e-7,0.00056530023,0.8265687,0.00051780534,0.0004551389,0.0000030450703,0.16990471],"study_design_scores_gemma":[0.001242727,0.0000405191,0.0005780238,0.0004300355,0.0000023239031,0.0000020594086,0.0008103606,0.88178605,0.038162775,0.0018123236,0.0747552,0.00037759446],"about_ca_topic_score_codex":0.0000019998224,"about_ca_topic_score_gemma":0.000061788895,"teacher_disagreement_score":0.90449977,"about_ca_system_score_codex":0.00004046665,"about_ca_system_score_gemma":0.000015925858,"threshold_uncertainty_score":0.46529272},"labels":[],"label_agreement":null},{"id":"W1874331023","doi":"10.3968/j.aped.1925543820130602.1779","title":"Present Situation Research on Axial Flow Displacement Theory During Cementing","year":2013,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Displacement (psychology); Flow (mathematics); Mechanics; Shear stress; Engineering; Structural engineering; Physics","score_opus":0.025514762586446943,"score_gpt":0.275413850554926,"score_spread":0.24989908796847907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1874331023","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32837543,0.0021095234,0.6594496,0.00020532867,0.0009428445,0.00061600393,0.0000014864275,0.00038522796,0.007914561],"genre_scores_gemma":[0.9948809,0.0011104936,0.0032685758,0.000009811841,0.00009398997,0.0003502671,0.000021944634,0.000022735128,0.00024126592],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99881685,0.000044985543,0.00028494006,0.00021131117,0.0003255369,0.0003163868],"domain_scores_gemma":[0.9996788,0.00008436903,0.000020940088,0.000111558504,0.000039080933,0.00006527225],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045503944,0.00014085947,0.00011179985,0.0002644398,0.00014566186,0.000082299135,0.00006682143,0.000038571834,0.00004605703],"category_scores_gemma":[0.000022282617,0.00013773338,0.0000113705355,0.00014505011,0.000019324954,0.00071128865,0.000038375154,0.00018180913,0.0000978654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000136825065,0.000022019218,0.0002058971,0.000081087404,0.000008528701,0.000001370244,0.0013011239,0.9494109,0.00047256082,0.00060031837,0.000036502188,0.047845997],"study_design_scores_gemma":[0.0009671355,0.000052474647,0.0024419604,0.0002597675,0.0000021748062,0.0000012503803,0.0020395701,0.9558329,0.019136561,0.0020556832,0.01683143,0.00037908278],"about_ca_topic_score_codex":0.000002152726,"about_ca_topic_score_gemma":0.000012703213,"teacher_disagreement_score":0.66650546,"about_ca_system_score_codex":0.00017060913,"about_ca_system_score_gemma":0.000013254253,"threshold_uncertainty_score":0.5616604},"labels":[],"label_agreement":null},{"id":"W1876428690","doi":"10.3968/5954","title":"Numerical Simulation of the Effects of Slurry Properties on Displacement Efficiency","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Cement; Displacement (psychology); Rheology; Fluent; Slurry; Petroleum engineering; Materials science; Consistency (knowledge bases); Viscosity; Bingham plastic; Geotechnical engineering; Computer simulation; Drilling; Mechanical engineering; Engineering; Composite material; Computer science; Simulation","score_opus":0.0066484316231128025,"score_gpt":0.20276954073802214,"score_spread":0.19612110911490935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1876428690","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19788569,0.0011500445,0.79969007,0.000017639746,0.00049504853,0.0001387552,2.1138804e-7,0.000045424455,0.0005771384],"genre_scores_gemma":[0.99936944,0.0001636648,0.00040364775,0.00000785719,0.000009336182,0.000022290757,0.0000010368966,0.00000680297,0.000015930147],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999514,0.000015101583,0.00019338827,0.0000729625,0.0001284847,0.00007608009],"domain_scores_gemma":[0.9998038,0.000066239045,0.00003145307,0.000071554154,0.000012211147,0.000014765638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007759213,0.00007350144,0.00010042273,0.000050137813,0.000025703246,0.0000040851833,0.000041863565,0.000017991135,6.6744894e-7],"category_scores_gemma":[0.000046068355,0.000051660474,0.000010640901,0.00007787465,0.000016090447,0.00011355298,0.0000095792575,0.000044424996,0.0000010522734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000072789526,0.000018328565,0.00040958566,0.00024163103,0.0000027188569,4.2001307e-8,0.00069806806,0.9842879,0.0006163183,0.00015262378,0.000001142879,0.013564349],"study_design_scores_gemma":[0.00024217967,0.00004787628,0.0007002115,0.00023594627,0.0000014918559,7.4845985e-8,0.000041546384,0.9407115,0.0549845,0.000040134037,0.002924448,0.00007007264],"about_ca_topic_score_codex":4.546169e-7,"about_ca_topic_score_gemma":0.0000013483559,"teacher_disagreement_score":0.80148375,"about_ca_system_score_codex":0.000025134073,"about_ca_system_score_gemma":0.0000066904317,"threshold_uncertainty_score":0.2106653},"labels":[],"label_agreement":null},{"id":"W1876775728","doi":"10.3968/6484","title":"Research Status of Oil Well Casing Damage Image Recognition Technology","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Petroleum engineering; Image processing; Artificial intelligence; Engineering; Computer vision; Computer science; Tracing; Image (mathematics)","score_opus":0.04677263613114693,"score_gpt":0.29826788168636065,"score_spread":0.25149524555521374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1876775728","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4273027,0.015271778,0.49875072,0.00020114638,0.001194119,0.00018745034,0.000009701364,0.00074888126,0.056333497],"genre_scores_gemma":[0.96330386,0.0062330905,0.030271884,0.000004056058,0.00002349346,0.000045992805,0.000030136462,0.000020820904,0.000066667824],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913013,0.000020992731,0.00025325746,0.00013507323,0.00018208973,0.00027844985],"domain_scores_gemma":[0.999678,0.00003368633,0.0000233001,0.00008864942,0.00009940712,0.000076926735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003639659,0.00009305784,0.00012736191,0.00048097136,0.00003470754,0.000019322108,0.000050301678,0.000055633278,0.000005293548],"category_scores_gemma":[0.00005646916,0.00010004016,0.000006334146,0.00033416215,0.000048839454,0.0005361119,0.000028018407,0.00017208152,0.000029051418],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024973424,0.000034795008,0.001155391,0.0002358486,0.000010388442,0.000013564377,0.0025135062,0.60823625,0.0021277496,0.00022524697,0.00008127129,0.38534102],"study_design_scores_gemma":[0.0028306458,0.00018636837,0.00035661247,0.0007796894,0.0000069427706,0.000015437947,0.019553183,0.41853613,0.1878138,0.005845619,0.3632138,0.00086176506],"about_ca_topic_score_codex":0.0000046600317,"about_ca_topic_score_gemma":0.00004608715,"teacher_disagreement_score":0.53600115,"about_ca_system_score_codex":0.00013554012,"about_ca_system_score_gemma":0.000050254883,"threshold_uncertainty_score":0.40795195},"labels":[],"label_agreement":null},{"id":"W1878321614","doi":"10.3968/5156","title":"Laboratory Study on Optimization of Oil-Soluble Cement Material","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Cement; Permeability (electromagnetism); Slurry; Solubility; Oil well; Materials science; Petroleum engineering; Chemical engineering; Composite material; Chemistry; Organic chemistry; Geology; Engineering; Membrane","score_opus":0.00853144633036378,"score_gpt":0.2129499480967219,"score_spread":0.20441850176635812,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1878321614","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12536997,0.00034649373,0.8695248,0.000025301937,0.0015275473,0.00012739448,0.0000029117164,0.00022645712,0.0028491598],"genre_scores_gemma":[0.99279416,0.00042509317,0.0066266456,0.000010899534,0.000031039704,0.000054655615,0.000016421494,0.000015045975,0.000026066793],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939334,0.000017152399,0.00024475568,0.00011552672,0.00012504648,0.00010415167],"domain_scores_gemma":[0.9998268,0.000015846143,0.000028619772,0.00008009076,0.000020416011,0.000028248984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016512358,0.000101193196,0.00012506665,0.00011445495,0.000026222571,0.00001638055,0.000038316815,0.000023184075,0.000008500235],"category_scores_gemma":[0.000008937725,0.00010232223,0.000005374711,0.000084084495,0.0000075316684,0.0002624686,0.0000109366665,0.00004258203,0.0000041122867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010981431,0.000041928637,0.00041794876,0.00004682627,0.0000053074627,3.4398718e-7,0.0006526176,0.9897757,0.00014232358,0.00009813254,0.000008180296,0.008799681],"study_design_scores_gemma":[0.001320489,0.0002128632,0.00044266132,0.00012990649,0.0000047273365,2.7580433e-7,0.0010521656,0.9472546,0.018519696,0.000036716006,0.030693429,0.0003324637],"about_ca_topic_score_codex":6.076036e-7,"about_ca_topic_score_gemma":0.0000066532675,"teacher_disagreement_score":0.8674242,"about_ca_system_score_codex":0.0000406824,"about_ca_system_score_gemma":0.000008945222,"threshold_uncertainty_score":0.41725793},"labels":[],"label_agreement":null},{"id":"W1878669683","doi":"10.3968/j.aped.1925543820130602.1831","title":"Development of High Efficient Anti-sloughing Drilling Fluid and Its Application in Chunhua Block","year":2013,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Sloughing; Drilling fluid; Lubricity; Borehole; Petroleum engineering; Oil shale; Drilling; Drill pipe; Geology; Rheology; Block (permutation group theory); Lost circulation; Geotechnical engineering; Materials science; Composite material","score_opus":0.007720422551777741,"score_gpt":0.2040793886545294,"score_spread":0.19635896610275166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1878669683","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8378664,0.0022246905,0.15931863,0.000019849229,0.00013654518,0.00022916449,4.2866358e-7,0.00007689645,0.00012734885],"genre_scores_gemma":[0.9785886,0.0011295896,0.020022376,0.0000075909907,0.000014944425,0.00019952508,0.000012796623,0.00001830869,0.0000062607332],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989253,0.0000086155615,0.0004932429,0.00021092354,0.00015362713,0.00020825762],"domain_scores_gemma":[0.9997627,0.000028211749,0.000048400125,0.00007683583,0.000030006999,0.000053838303],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000193778,0.00016129034,0.0002086616,0.00023595148,0.000049710696,0.000022155566,0.000056001252,0.000050808685,0.0000024428134],"category_scores_gemma":[0.00001060998,0.0001686617,0.000007585364,0.00017785566,0.000011773917,0.0003744521,0.0000315227,0.00009321861,0.000010209146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023379885,0.000018183635,0.00063305633,0.00015205424,0.0000052750106,5.552616e-7,0.0021830325,0.9473141,0.005112751,0.00015003528,7.726522e-7,0.044427883],"study_design_scores_gemma":[0.0005412008,0.000007953697,0.0050556976,0.00023462731,0.0000016896929,0.000001805506,0.0005919661,0.93344605,0.05700423,0.00007344701,0.0027497357,0.0002916168],"about_ca_topic_score_codex":0.0000044278568,"about_ca_topic_score_gemma":0.000037657002,"teacher_disagreement_score":0.14072216,"about_ca_system_score_codex":0.00008433764,"about_ca_system_score_gemma":0.000023415338,"threshold_uncertainty_score":0.68778247},"labels":[],"label_agreement":null},{"id":"W1880174930","doi":"10.3968/6634","title":"Calculating Method for the Axial Force of Washover String During Extracting Casing in Directional Well","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; String (physics); Centralizer and normalizer; Structural engineering; Engineering; Physics; Theoretical physics; Mathematics; Mechanical engineering","score_opus":0.023119589657114664,"score_gpt":0.2736733040863046,"score_spread":0.25055371442918994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1880174930","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.059031572,0.0013507275,0.938598,0.000019243837,0.00039395253,0.00011076532,7.8311444e-7,0.000053959866,0.00044104428],"genre_scores_gemma":[0.92000926,0.00020753128,0.07961153,0.0000039005527,0.000056754958,0.000058540892,0.0000044289472,0.00001751316,0.000030574367],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919796,0.000014148455,0.00034213663,0.00013375038,0.00013403925,0.00017797196],"domain_scores_gemma":[0.999623,0.0002095872,0.000048721093,0.00005721564,0.000026825073,0.000034669567],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045969593,0.000110965055,0.00014182967,0.00012771976,0.000060763028,0.000021187201,0.000045166096,0.000025996955,0.0000012811579],"category_scores_gemma":[0.00007202099,0.00010116604,0.000016446662,0.00012556328,0.000008864064,0.00048930646,0.00001850778,0.000111274574,5.1805915e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017416856,0.0000055270243,0.0015142218,0.000076295226,0.0000067227224,0.0000014534054,0.0011865342,0.9805848,0.00076141395,0.00013443876,0.0000010282358,0.01571015],"study_design_scores_gemma":[0.00071134,0.000007598877,0.00076523086,0.00012794495,0.0000027891433,0.000007977257,0.0015041977,0.97902703,0.0146205295,0.00017994904,0.002899797,0.00014559558],"about_ca_topic_score_codex":0.000009977611,"about_ca_topic_score_gemma":0.0001269403,"teacher_disagreement_score":0.86097765,"about_ca_system_score_codex":0.00013266095,"about_ca_system_score_gemma":0.000024398169,"threshold_uncertainty_score":0.41254315},"labels":[],"label_agreement":null},{"id":"W1886561810","doi":"10.3968/j.aped.1925543820110101.003","title":"Reducing Consumed Energy while Drilling an Oil Well through a Deep Rig Time Analysis","year":2011,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Lost circulation; Drilling; Petroleum engineering; Drill pipe; Engineering; Drilling fluid; Fossil fuel; Oil field; Drill; Marine engineering; Oil well; Drilling engineering; Mechanical engineering; Waste management","score_opus":0.01727510069727801,"score_gpt":0.2096854363994128,"score_spread":0.1924103357021348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1886561810","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020248802,0.004436836,0.95663875,0.000008551233,0.00038525654,0.000040994997,0.0000016777783,0.0004516685,0.017787455],"genre_scores_gemma":[0.9538352,0.0036449567,0.042046994,0.000030244948,0.000043302894,0.0000931267,0.00007447437,0.000033932156,0.0001977595],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989113,0.00002207328,0.00037617405,0.00027901778,0.00014250241,0.0002689245],"domain_scores_gemma":[0.99965084,0.000026699103,0.00004523221,0.00016341524,0.00002781715,0.000085980915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001438932,0.00020309413,0.000263984,0.00026727334,0.00008353112,0.00003769864,0.00008869662,0.00006432123,0.00007790954],"category_scores_gemma":[0.000006703982,0.00021317357,0.000029713567,0.0003609799,0.000023845154,0.0010544738,0.000019816147,0.00009681406,0.00002817577],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009188349,0.000023917964,0.0002262356,0.000029942952,0.00007540686,0.000005315669,0.0038270166,0.9421771,0.00021217937,0.000228752,0.0000054291772,0.05317948],"study_design_scores_gemma":[0.0003392772,0.0000250051,0.00011192678,0.000056514873,0.00003365337,0.0000024468077,0.00051648635,0.9549913,0.0081198765,0.00025234377,0.035152897,0.0003982633],"about_ca_topic_score_codex":0.000027900576,"about_ca_topic_score_gemma":0.00021622269,"teacher_disagreement_score":0.9335864,"about_ca_system_score_codex":0.00007643866,"about_ca_system_score_gemma":0.000017711012,"threshold_uncertainty_score":0.86929655},"labels":[],"label_agreement":null},{"id":"W1899571473","doi":"10.3968/6072","title":"Analysis on Drill String Vibration Signal of Stick Slip and Bit Bouncing","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drill string; Vibration; Drilling; Engineering; Drill; Drill bit; SIGNAL (programming language); Structural engineering; Drilling engineering; Acoustics; Computer science; Mechanical engineering; Physics","score_opus":0.00752928196890576,"score_gpt":0.201520095637482,"score_spread":0.19399081366857623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1899571473","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.107174225,0.00053310255,0.89155316,0.00001369446,0.00009875918,0.000038147213,7.9248747e-7,0.00006597101,0.00052214426],"genre_scores_gemma":[0.99290025,0.0006176573,0.0063972105,0.000012662828,0.00002349937,0.000012983551,0.000014291857,0.000010253296,0.000011206658],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993267,0.000012739163,0.00026076726,0.00014428074,0.00013653959,0.00011894846],"domain_scores_gemma":[0.99977607,0.00006266711,0.000036392295,0.00006568102,0.000018407114,0.000040811683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018958875,0.000110921435,0.00017718138,0.000291919,0.000039538227,0.00002605672,0.000029438637,0.000031782012,0.0000039132115],"category_scores_gemma":[0.000017827024,0.0001123437,0.000013431701,0.00020472734,0.000012782029,0.0003528611,0.000011088877,0.00006596588,0.0000016991398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000052650635,0.0000057622265,0.0018868269,0.000052766063,0.000023926434,2.7937602e-7,0.00051408843,0.95670843,0.00035642125,0.000482756,0.0000012376023,0.03996225],"study_design_scores_gemma":[0.00028387888,0.00003443038,0.0026609807,0.00007368135,0.000015058231,3.678667e-7,0.00018821139,0.9845507,0.008750696,0.00017128518,0.0031099408,0.00016078325],"about_ca_topic_score_codex":0.0000016614518,"about_ca_topic_score_gemma":0.00003257012,"teacher_disagreement_score":0.88572603,"about_ca_system_score_codex":0.0000416371,"about_ca_system_score_gemma":0.000008560781,"threshold_uncertainty_score":0.4581243},"labels":[],"label_agreement":null},{"id":"W1900392067","doi":"10.1002/cjce.22259","title":"Effects of Carboxymethyl Cellulose and Tragacanth Gum on the Properties of Emulsion‐Based Drilling Fluids","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Tragacanth; Carboxymethyl cellulose; Emulsion; Drilling fluid; Rheology; Shear thinning; Zeta potential; Xanthan gum; Materials science; Chemical engineering; Chromatography; Chemistry; Composite material; Drilling; Organic chemistry; Nanotechnology; Food science","score_opus":0.01089707940108595,"score_gpt":0.1580600322013843,"score_spread":0.14716295280029834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1900392067","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9925891,0.0036381732,0.0031035924,0.00012800432,0.00034079445,0.00009590335,0.000002216495,0.000022557504,0.00007962745],"genre_scores_gemma":[0.99948007,0.000011457429,0.0003292377,0.000015554235,0.00011627868,0.0000025589559,2.9217927e-7,0.00003836168,0.000006207731],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99910086,0.000016899075,0.00034694275,0.00006645632,0.00021880196,0.00025002717],"domain_scores_gemma":[0.99917746,0.0002143086,0.000060388622,0.0001441056,0.00009208719,0.00031165843],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034927347,0.00017082196,0.00029135036,0.00015831403,0.000023018545,0.000020967245,0.0002551404,0.00008045926,0.0000027511585],"category_scores_gemma":[0.00034088618,0.00010659511,0.000086267915,0.00018939997,0.000082583894,0.000046510428,0.000008933318,0.00038549866,4.6845363e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000070415444,0.0000033004574,0.000008306878,0.00022828384,0.000044366436,0.0000074785157,0.00050686137,0.5757289,0.42305568,0.00013358517,0.000052359617,0.00022385108],"study_design_scores_gemma":[0.00021462905,0.000033385804,0.000010042625,0.00046897723,0.000031154897,0.00001063455,0.000017119413,0.31235194,0.6866236,0.000012585243,0.00013696426,0.00008901643],"about_ca_topic_score_codex":0.0001895269,"about_ca_topic_score_gemma":0.000011547143,"teacher_disagreement_score":0.2635679,"about_ca_system_score_codex":0.00009753299,"about_ca_system_score_gemma":0.000101891674,"threshold_uncertainty_score":0.43468225},"labels":[],"label_agreement":null},{"id":"W190249942","doi":"10.1007/978-1-4471-5073-2_3","title":"An Example of Feature Modeling Application: Smart Design for Well-Drilling Systems","year":2013,"lang":"en","type":"book-chapter","venue":"Springer series in advanced manufacturing","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Feature (linguistics); Drilling; Systems engineering; Engineering; Mechanical engineering; Philosophy","score_opus":0.017971271517790488,"score_gpt":0.2039739619343075,"score_spread":0.186002690416517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W190249942","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019311613,0.0030582508,0.9757307,0.0000047754443,0.0012904559,0.0015696932,0.000022266719,0.0007338022,0.015658898],"genre_scores_gemma":[0.77617985,0.0032952551,0.18753763,0.000013923576,0.0011285346,0.0011749483,0.00022810396,0.0012251314,0.02921661],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978145,0.000009198306,0.000713902,0.00065775757,0.00024424636,0.0005604187],"domain_scores_gemma":[0.9986349,0.00010127385,0.00016872425,0.00087972614,0.000081589766,0.00013380546],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024711186,0.0006968104,0.0008446326,0.00034185775,0.000083716164,0.000076151424,0.00042721155,0.00049041735,0.000017453824],"category_scores_gemma":[0.0000064223946,0.00079672533,0.00015095175,0.000041344556,0.000037640806,0.0005079893,0.00005435871,0.00057743874,0.000016566975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027280925,0.000005281435,9.517259e-7,0.0014019025,0.0000638166,0.0000026413393,0.00015219548,0.9861201,0.0022538842,0.005004858,0.000019176212,0.0049479147],"study_design_scores_gemma":[0.00038962776,0.000065797256,0.0000026222947,0.0011392348,0.00004546463,0.000009431853,0.000067882545,0.9024653,0.033109643,0.0028921037,0.05880597,0.001006946],"about_ca_topic_score_codex":0.00005914826,"about_ca_topic_score_gemma":0.000018802495,"teacher_disagreement_score":0.78819305,"about_ca_system_score_codex":0.00021224734,"about_ca_system_score_gemma":0.000020055502,"threshold_uncertainty_score":0.99944836},"labels":[],"label_agreement":null},{"id":"W1910673269","doi":"10.3968/j.aped.1925543820130501.1146","title":"Study and Application of New Technology to Increase Drilling Speed of Ultra-Deep Well in Yuanba Area","year":2013,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Casing; Oil shale; Geology; Engineering; Mechanical engineering; Paleontology","score_opus":0.008137994658792586,"score_gpt":0.22912909750083105,"score_spread":0.22099110284203846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1910673269","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66209316,0.00088180864,0.3362878,0.000029301691,0.00004726328,0.00025930261,2.9659734e-7,0.00005148289,0.00034955383],"genre_scores_gemma":[0.9884926,0.00056755845,0.010842757,0.0000054389084,0.0000067808223,0.00005993251,0.000003971725,0.000010477841,0.000010487042],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993173,0.000005563781,0.00033864446,0.0001425187,0.00008274015,0.00011322665],"domain_scores_gemma":[0.9997859,0.000019159623,0.00003676412,0.000087574306,0.000022554163,0.000048018082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009821083,0.00010217419,0.000183044,0.00035405555,0.000011960299,0.0000075847247,0.000049957594,0.000037106027,0.0000032243718],"category_scores_gemma":[0.000016881231,0.00010633674,0.0000050926274,0.00026175936,0.000012505064,0.00025857976,0.0000157514,0.00006378895,0.000004028341],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009597154,0.000041640986,0.02357746,0.00006328845,0.000006641016,6.9833624e-7,0.0029751228,0.8779064,0.0022500418,0.00006463969,0.0000030549356,0.09310142],"study_design_scores_gemma":[0.0029711586,0.0002599917,0.020544272,0.00035943626,0.000010994654,0.00000511612,0.018521521,0.86292535,0.08483395,0.0015038924,0.0073227305,0.0007415545],"about_ca_topic_score_codex":0.000028902246,"about_ca_topic_score_gemma":0.000152654,"teacher_disagreement_score":0.32639942,"about_ca_system_score_codex":0.000031396416,"about_ca_system_score_gemma":0.000010439853,"threshold_uncertainty_score":0.43362862},"labels":[],"label_agreement":null},{"id":"W1912047913","doi":"10.1306/m80924c9","title":"Accommodation-controlled Systems-tract–specific Facies Partitioning and Resulting Geometric Development of Reservoir Grainstone Ramp-crest Shoal Bodies","year":2004,"lang":"en","type":"book-chapter","venue":"American Association of Petroleum Geologists eBooks","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Grainstone; Accommodation; Crest; Facies; Shoal; Geology; Petrology; Geomorphology; Biology; Optics; Neuroscience; Physics","score_opus":0.01366217094535609,"score_gpt":0.20952931970690336,"score_spread":0.19586714876154726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1912047913","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33178276,0.010942521,0.034889884,0.00022277156,0.0030522693,0.0021887522,0.00056048186,0.002071583,0.614289],"genre_scores_gemma":[0.96787506,0.00050528004,0.0022980706,0.000005599056,0.0001285473,0.00005731039,0.00013228826,0.000086207125,0.02891164],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9971005,0.000045298144,0.0014254738,0.00036675035,0.0006151806,0.0004468172],"domain_scores_gemma":[0.9971149,0.00067039713,0.0015259936,0.00030946435,0.00028201888,0.0000972186],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009271308,0.0004891014,0.0014108835,0.000829442,0.00016263392,0.00006567221,0.00022424372,0.00029835527,0.000013374903],"category_scores_gemma":[0.00033570352,0.0005248002,0.00019112923,0.00008013041,0.0002547637,0.00008257166,0.00008206067,0.00049778476,0.000008263975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013874118,0.000053300246,0.0063102045,0.0009906339,0.0020909715,0.000014408819,0.0020515628,0.96553475,0.001128184,0.011756417,0.0004017758,0.009529069],"study_design_scores_gemma":[0.06783219,0.0035644148,0.15987669,0.021920893,0.0049113943,0.00013487355,0.010314913,0.19802128,0.016312184,0.007882128,0.4868306,0.02239845],"about_ca_topic_score_codex":0.0001526405,"about_ca_topic_score_gemma":0.00007708933,"teacher_disagreement_score":0.76751345,"about_ca_system_score_codex":0.00070501876,"about_ca_system_score_gemma":0.00010960533,"threshold_uncertainty_score":0.99972034},"labels":[],"label_agreement":null},{"id":"W1914509714","doi":"","title":"A study of axial and radial flows for annular channels with roughened walls","year":2005,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Annulus (botany); Pressure drop; Mechanics; Petroleum engineering; Lift (data mining); Artificial lift; Volumetric flow rate; Geotechnical engineering; Reynolds number; Flow (mathematics); Engineering; Geology; Materials science; Turbulence; Composite material; Physics","score_opus":0.01670186822058049,"score_gpt":0.23035668011453175,"score_spread":0.21365481189395127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1914509714","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97718596,0.00010395754,0.00035513748,0.000006704869,0.00860361,0.0018852189,0.000064622414,0.000278887,0.011515885],"genre_scores_gemma":[0.9743444,0.0002274234,0.00042754572,5.1470386e-7,0.0070730583,0.0000031866955,0.00018332928,0.00013580546,0.017604776],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99715126,0.0002461595,0.00030901172,0.0007341369,0.00084815745,0.0007112651],"domain_scores_gemma":[0.9981189,0.0002971036,0.00012811334,0.0004927413,0.0006230671,0.00034012357],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004628582,0.0004955428,0.00081760896,0.001219165,0.0006414489,0.00011052594,0.0007572297,0.00056461315,0.000008742511],"category_scores_gemma":[0.00005530903,0.00059689226,0.00018350646,0.0009815892,0.00011565232,0.00048437048,0.00011379678,0.00084762997,0.0000030193066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.07772644,0.003294728,0.0006421308,0.00655461,0.0091291135,0.009315063,0.05009605,0.7620311,0.058231123,0.004174535,0.008894446,0.0099106915],"study_design_scores_gemma":[0.10522846,0.022705546,0.0013150149,0.0031123827,0.005797416,0.00015050087,0.16670808,0.108004756,0.08193892,0.00015823144,0.49561942,0.009261282],"about_ca_topic_score_codex":0.00052230514,"about_ca_topic_score_gemma":0.0009257711,"teacher_disagreement_score":0.6540263,"about_ca_system_score_codex":0.0006246325,"about_ca_system_score_gemma":0.00035880308,"threshold_uncertainty_score":0.9996483},"labels":[],"label_agreement":null},{"id":"W1919108253","doi":"10.1016/j.petrol.2015.10.035","title":"CO2 microbubbles – A potential fluid for enhanced oil recovery: Bulk and porous media studies","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Carbon Management Canada; University of Alberta","keywords":"Microbubbles; Enhanced oil recovery; Materials science; Porous medium; Rheology; Viscosity; Nanofluid; Pulmonary surfactant; Porosity; Petroleum engineering; Chemical engineering; Nanotechnology; Composite material; Ultrasound; Nanoparticle; Geology","score_opus":0.013197708419292178,"score_gpt":0.21636583978234636,"score_spread":0.20316813136305417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1919108253","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93913615,0.011449553,0.047143947,0.00009726397,0.0019863562,0.000026812519,0.0000051032143,0.00008142758,0.000073402916],"genre_scores_gemma":[0.9892999,0.0026014464,0.0076472987,0.000014183911,0.00037929643,0.0000036529161,5.516214e-7,0.000026234082,0.000027459784],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887985,0.0000033473598,0.00031661335,0.000139823,0.00031547362,0.00034488743],"domain_scores_gemma":[0.9992487,0.00008076031,0.000056560304,0.000085584084,0.0002727439,0.0002556716],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00097344135,0.0001739363,0.00031665122,0.00033140654,0.00006753432,0.000104107465,0.00015752912,0.000048357237,4.17577e-7],"category_scores_gemma":[0.00042223476,0.00015465518,0.000044289514,0.00020933503,0.00008638742,0.0004843043,0.000038548013,0.00014968541,7.4895985e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014462778,0.000004405087,0.0000046181194,0.00012313324,0.000045489654,0.000009667874,0.0005399486,0.7509152,0.24357551,0.000028540542,0.00026264897,0.0044763624],"study_design_scores_gemma":[0.0023293134,0.00048098268,0.0002103443,0.0006567539,0.00013789382,0.00077727047,0.0014099572,0.9094059,0.07481378,0.00019733724,0.00883438,0.00074606895],"about_ca_topic_score_codex":0.0000018005494,"about_ca_topic_score_gemma":0.0000011439512,"teacher_disagreement_score":0.16876173,"about_ca_system_score_codex":0.00011553434,"about_ca_system_score_gemma":0.00006544547,"threshold_uncertainty_score":0.63066554},"labels":[],"label_agreement":null},{"id":"W1925625331","doi":"10.3968/j.aped.1925543820130502.1173","title":"Study and Application of a New Complex Plug Removal System","year":2013,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Dissolution; Corrosion; Phosphoric acid; Spark plug; Chemistry; Penetration (warfare); Benzoic acid; Materials science; Petroleum engineering; Chemical engineering; Composite material; Geology; Organic chemistry; Engineering","score_opus":0.015695146976215452,"score_gpt":0.2289732950398128,"score_spread":0.21327814806359735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1925625331","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17367965,0.0016828908,0.8226175,0.0000232948,0.00012528637,0.00031908543,4.9040193e-7,0.0001755798,0.001376252],"genre_scores_gemma":[0.9885262,0.00024266334,0.011093566,0.0000036373676,0.000016402437,0.00007697765,0.000005967841,0.000009729997,0.00002482603],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994797,0.000006415063,0.00023115287,0.00011007544,0.00008579541,0.00008684225],"domain_scores_gemma":[0.9998355,0.000013348666,0.000025819285,0.000067352215,0.00001483932,0.00004317059],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007069904,0.00008592482,0.0001269987,0.00008457247,0.00002324984,0.000017063781,0.00003191805,0.00001895019,0.0000017609854],"category_scores_gemma":[0.00000299467,0.00008489464,0.0000045903703,0.00007498642,0.0000083377945,0.0003188235,0.000013654707,0.000039513943,0.000006880344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006021432,0.000031962256,0.0043244315,0.00025580978,0.000017636276,0.0000021107985,0.0042393575,0.6398463,0.0006219964,0.0005620224,0.000040018505,0.35005233],"study_design_scores_gemma":[0.0009538027,0.000045687535,0.012193137,0.000088662506,0.0000044830927,0.000009640056,0.0055483878,0.96107286,0.0009869753,0.00015017911,0.01869727,0.0002489108],"about_ca_topic_score_codex":0.000013215296,"about_ca_topic_score_gemma":0.000033514025,"teacher_disagreement_score":0.8148466,"about_ca_system_score_codex":0.00003593899,"about_ca_system_score_gemma":0.000008374221,"threshold_uncertainty_score":0.3461903},"labels":[],"label_agreement":null},{"id":"W1926365506","doi":"10.3968/5957","title":"Finite Element Analysis of Perforated Casing High Stress Area Compressed Volume Coefficient","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Perforation; Volume (thermodynamics); Stress (linguistics); Finite element method; Materials science; Cylinder stress; Mechanics; Geotechnical engineering; Structural engineering; Engineering; Composite material; Petroleum engineering; Physics","score_opus":0.009599206480845354,"score_gpt":0.20718966414941728,"score_spread":0.19759045766857192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1926365506","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018624084,0.000476858,0.98027843,0.0000129819855,0.00018549756,0.00005422633,0.000008107387,0.00008855213,0.00027127625],"genre_scores_gemma":[0.9952032,0.0004484728,0.004087541,0.000009794179,0.0000114862205,0.000026823685,0.00017605192,0.000013411872,0.00002324534],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990784,0.000018632507,0.00038270775,0.00016822915,0.00017319692,0.00017882521],"domain_scores_gemma":[0.9996808,0.00005445189,0.000055809323,0.000115686795,0.000042935586,0.000050294868],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016758457,0.00014483207,0.00027003858,0.0003630102,0.000046682053,0.000025778483,0.0000619274,0.000034325432,0.00001761259],"category_scores_gemma":[0.000015781612,0.00014772073,0.000021346394,0.00039989257,0.000018409479,0.0002205012,0.000018851033,0.00007377414,0.0000028553338],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006235178,0.00002237902,0.0043230327,0.00006221856,0.000064531545,6.9867826e-7,0.00065280806,0.9864718,0.00004159356,0.00007813014,0.0000049340674,0.008271667],"study_design_scores_gemma":[0.00032103437,0.000019558365,0.001338867,0.000066427754,0.000028048886,1.3777887e-7,0.00022906424,0.98832524,0.0040416173,0.000012295605,0.005450335,0.000167388],"about_ca_topic_score_codex":0.000005117552,"about_ca_topic_score_gemma":0.00007363256,"teacher_disagreement_score":0.97657907,"about_ca_system_score_codex":0.00006141186,"about_ca_system_score_gemma":0.000010839535,"threshold_uncertainty_score":0.6023876},"labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low"},{"model":"gpt","categories":[],"domain":null,"study_design":"simulation_or_modeling","genre":"methods","about_ca_system":false,"about_ca_topic":false,"confidence":"low"}],"label_agreement":"agree"},{"id":"W1930788396","doi":"10.3968/j.aped.1925543820130601.1558","title":"The Effects of Borehole Ovality on Bare Hole Horizontal Well Completion String Tripping in Friction","year":2013,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Ovality; Borehole; Tripping; Deformation (meteorology); Berm; String (physics); Drill string; Geotechnical engineering; Mechanics; Geology; Geometry; Materials science; Engineering; Mathematics; Structural engineering; Physics; Composite material; Mechanical engineering","score_opus":0.006722134328778899,"score_gpt":0.20175972646389675,"score_spread":0.19503759213511784,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1930788396","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8435887,0.0026602652,0.15090126,0.00004928569,0.0008673178,0.00030914796,7.501179e-7,0.00012846124,0.0014948082],"genre_scores_gemma":[0.9972639,0.0018656491,0.00070881075,0.0000061051906,0.000022004502,0.00010128288,0.000010522605,0.000010771654,0.000010921091],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929714,0.000020671498,0.0002783959,0.00012004841,0.00012984205,0.00015391952],"domain_scores_gemma":[0.9997532,0.000100180034,0.000025408586,0.00007691511,0.000016405089,0.000027914622],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014524016,0.00010847481,0.00012665191,0.00011678129,0.000061860344,0.000028914434,0.000047468668,0.0000336644,0.0000019162796],"category_scores_gemma":[0.00002477624,0.000094188865,0.000012246222,0.00012904189,0.000014005086,0.00041987735,0.000012648137,0.00011687774,0.000007958092],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011057954,0.000027335176,0.0023407135,0.0001777861,0.0000065923323,0.0000011354563,0.0007253036,0.9223404,0.0019276406,0.0006038599,0.000019065972,0.07181909],"study_design_scores_gemma":[0.002075867,0.00019942308,0.0512721,0.00087983516,0.000004255684,0.0000014985127,0.0014962729,0.8440793,0.07526257,0.00085198623,0.02335059,0.00052626256],"about_ca_topic_score_codex":0.000010667945,"about_ca_topic_score_gemma":0.000060659644,"teacher_disagreement_score":0.15367523,"about_ca_system_score_codex":0.000121219164,"about_ca_system_score_gemma":0.000007914645,"threshold_uncertainty_score":0.38409105},"labels":[],"label_agreement":null},{"id":"W1956413136","doi":"10.3968/j.aped.1925543820140701.1856","title":"Study on Cement Slurry System for Deep and Ultra-Deep Wells","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Cement; Retarder; Petroleum engineering; Geotechnical engineering; Slurry; Pressure system; Deep sea; Geology; Thickening; High pressure; Submarine pipeline; Engineering; Materials science; Composite material","score_opus":0.012070894646698097,"score_gpt":0.22420455891306032,"score_spread":0.2121336642663622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1956413136","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038523197,0.0011140628,0.9568864,0.000028424922,0.00065639574,0.0003470264,0.0000010199236,0.00022482147,0.002218641],"genre_scores_gemma":[0.9959255,0.0003604551,0.0033534255,0.000020954398,0.0000466031,0.00023920512,0.000009582449,0.000021573607,0.00002272271],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992372,0.000014399926,0.0002576508,0.00019773885,0.00011879892,0.00017420713],"domain_scores_gemma":[0.9997479,0.000066050736,0.000025045576,0.00008929725,0.000014761087,0.00005697956],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022665587,0.00015363492,0.00016807082,0.00011351355,0.00007741345,0.00003734429,0.00004185347,0.00002984753,9.230672e-7],"category_scores_gemma":[0.0000113921105,0.00014809218,0.000009630933,0.000054768425,0.00000834678,0.00023283466,0.000008453023,0.00006225932,0.000006856922],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017940674,0.000039249844,0.00090338715,0.0002187254,0.000017063654,0.0000014092165,0.0030236614,0.9381104,0.00007616026,0.0008723002,0.000007851601,0.056711838],"study_design_scores_gemma":[0.0028655247,0.00039262514,0.0012438286,0.00026151817,0.000013488822,0.0000040107675,0.013708697,0.90072376,0.005618955,0.00017762133,0.074334994,0.0006550014],"about_ca_topic_score_codex":4.5921468e-7,"about_ca_topic_score_gemma":0.000019273222,"teacher_disagreement_score":0.9574023,"about_ca_system_score_codex":0.0000712965,"about_ca_system_score_gemma":0.000004655503,"threshold_uncertainty_score":0.6039024},"labels":[],"label_agreement":null},{"id":"W1956632205","doi":"10.1002/pamm.201310010","title":"Modeling of the dynamic phenomena “stick‐slip” and “whirl” of a drill string demonstrator","year":2013,"lang":"en","type":"article","venue":"PAMM","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Peter's Hospital","funders":"","keywords":"Drill string; Drill; Slip (aerodynamics); Drilling; Vibration; Engineering; Computer science; Simulation; Structural engineering; Mechanical engineering; Aerospace engineering; Acoustics; Physics","score_opus":0.003680799203995928,"score_gpt":0.15617517845039772,"score_spread":0.1524943792464018,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1956632205","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9127511,0.0006728213,0.085061565,0.000010364259,0.00016377067,0.000106251544,0.000004864575,0.00007570683,0.0011535547],"genre_scores_gemma":[0.99870276,0.00006626693,0.0011528541,0.0000026522414,0.000025608655,0.0000061457995,5.8887406e-7,0.00002248274,0.000020607324],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994629,0.000006052136,0.00020482956,0.00008315337,0.00008612834,0.0001569479],"domain_scores_gemma":[0.99971414,0.000032183147,0.00002127745,0.00016503702,0.000025600377,0.00004174133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006568525,0.000099354314,0.00015007824,0.00004269333,0.000021695761,0.000010253351,0.000098242694,0.00003925203,0.000008570985],"category_scores_gemma":[0.000019330455,0.00007975153,0.000037802274,0.000100297424,0.000023930295,0.000062417355,0.000029590892,0.000096384385,0.0000030243239],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.342955e-7,0.000004165461,0.00036162577,0.00015383674,0.000025083831,1.3207969e-7,0.00019384375,0.9766324,0.018526226,0.00018360557,0.0000046873447,0.003913845],"study_design_scores_gemma":[0.00010653412,0.0000062045556,0.00051380857,0.00009221993,0.000013547025,0.0000017936167,0.000086489585,0.9966234,0.0022344077,0.00022019823,0.000016516493,0.000084909065],"about_ca_topic_score_codex":0.00004824463,"about_ca_topic_score_gemma":0.0000052919736,"teacher_disagreement_score":0.085951686,"about_ca_system_score_codex":0.000016494363,"about_ca_system_score_gemma":0.0000071856603,"threshold_uncertainty_score":0.3252173},"labels":[],"label_agreement":null},{"id":"W195709168","doi":"10.70675/07541027zfcedz493fz9f66z05719d4003e5","title":"Impact de la température sur les propriétés mécaniques et acoustiques des roches concernées par la production en SAGD, lors de l'injection de vapeur dans les réservoirs d'huile lourde","year":2011,"lang":"fr","type":"dissertation","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Physics; Geology; Art","score_opus":0.013281765731709036,"score_gpt":0.2741122156786375,"score_spread":0.2608304499469285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W195709168","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8347523,0.003049907,0.15589453,0.000042595788,0.0005301065,0.0004879302,0.000038533668,0.0014636994,0.0037403984],"genre_scores_gemma":[0.96733415,0.006695242,0.021708628,0.000008524167,0.00071540085,0.00018244544,0.00030726506,0.00036538468,0.0026829527],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9966972,0.0007218787,0.0006200544,0.000698661,0.000289046,0.00097320124],"domain_scores_gemma":[0.9983654,0.00042658567,0.00022249106,0.00038774658,0.0002995431,0.0002982187],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0014507136,0.001026918,0.0006852568,0.00034130583,0.00036147208,0.0003400533,0.0003728283,0.0017139523,0.00009243857],"category_scores_gemma":[0.0006493912,0.0010035697,0.00037894817,0.00034215668,0.00021818097,0.00059509394,0.00003733241,0.0017251134,0.000009559911],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009882093,0.00013419981,0.050047908,0.0023307712,0.00044301592,0.000027564744,0.040804263,0.6386188,0.26090828,0.0004050162,0.00043149866,0.005749861],"study_design_scores_gemma":[0.00041415362,0.00040714024,0.16815402,0.0033726636,0.00063377904,0.00050070946,0.0120116705,0.09529562,0.71475255,0.0017766936,0.0008701724,0.0018108046],"about_ca_topic_score_codex":0.037121817,"about_ca_topic_score_gemma":0.010993492,"teacher_disagreement_score":0.5433232,"about_ca_system_score_codex":0.0012019549,"about_ca_system_score_gemma":0.00064964034,"threshold_uncertainty_score":0.99958205},"labels":[],"label_agreement":null},{"id":"W1961545291","doi":"10.3968/6508","title":"Teaching Direction of Higher Vocational Major of Petroleum Engineering","year":2015,"lang":"en","type":"article","venue":"Higher education of social science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Vocational education; Petroleum; Petroleum industry; Petroleum exploration; Engineering management; Engineering; Sociology; Geology; Pedagogy; Environmental engineering","score_opus":0.010949207110290444,"score_gpt":0.25623564773352603,"score_spread":0.2452864406232356,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1961545291","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67592895,0.0010329542,0.0060904827,0.00020962827,0.0099863075,0.00019045638,0.0000124401495,0.00035838256,0.3061904],"genre_scores_gemma":[0.9965499,0.0000021084181,0.0016595271,0.0000042773027,0.00025469024,0.000006630383,0.0000022516176,0.000012429737,0.0015081834],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.99921167,0.0000074419568,0.00022770534,0.00009967737,0.00032239326,0.00013113032],"domain_scores_gemma":[0.9995953,0.000022474578,0.00007210886,0.00009039565,0.00015607284,0.00006367135],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032863612,0.000077530065,0.0001302291,0.00017876702,0.000038042785,0.00000835218,0.00015822389,0.000040940027,0.000026218107],"category_scores_gemma":[0.00002554946,0.000085536056,0.000035298453,0.00037040008,0.00008420627,0.00019903324,0.000015496844,0.000084858184,0.0000026231312],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012159419,0.000318292,0.0026679146,0.0006691165,0.00006362078,1.3881123e-7,0.0062907324,0.21977405,0.4149589,0.34064487,0.0029999055,0.011600285],"study_design_scores_gemma":[0.00075777323,0.000106591266,0.73965263,0.00033225247,0.00007492683,0.0000030296585,0.0005866387,0.035038512,0.12167096,0.0010518638,0.0999863,0.00073850504],"about_ca_topic_score_codex":0.00007648185,"about_ca_topic_score_gemma":1.619159e-7,"teacher_disagreement_score":0.7369847,"about_ca_system_score_codex":0.00011646109,"about_ca_system_score_gemma":0.00012586181,"threshold_uncertainty_score":0.3488059},"labels":[],"label_agreement":null},{"id":"W1963590090","doi":"10.1023/b:engi.0000009499.63859.f0","title":"Mud removal and cement placement during primary cementing of an oil well – Part 2; steady-state displacements","year":2003,"lang":"en","type":"article","venue":"Journal of Engineering Mathematics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":91,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Casing; Annulus (botany); Drilling fluid; Petroleum engineering; Geology; Oil well; Drilling; Geotechnical engineering; Lost circulation; Completion (oil and gas wells); Cement; Displacement (psychology); Environmental science; Engineering; Materials science; Mechanical engineering","score_opus":0.0073432388285795775,"score_gpt":0.19117357925571085,"score_spread":0.18383034042713128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1963590090","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9502066,0.00074632204,0.046359908,0.0000037807858,0.00068759057,0.000085375075,0.000005216134,0.000091048096,0.00181416],"genre_scores_gemma":[0.904909,0.00091863103,0.09338303,0.000006129418,0.00015779602,0.000007004671,0.000004209907,0.00015276065,0.00046143038],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980072,0.000016973425,0.001014293,0.00013316373,0.0004403216,0.00038805712],"domain_scores_gemma":[0.9991564,0.00007639272,0.00025857234,0.00024361812,0.00007541956,0.00018958737],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00074450806,0.00030320312,0.00049842463,0.00025761314,0.000043046573,0.000046971258,0.00016031835,0.0000629481,0.000024943893],"category_scores_gemma":[0.00006621793,0.00029918706,0.00009665234,0.00015726745,0.000018396924,0.000261434,0.00003520013,0.00026999373,0.000002577666],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010192445,0.00010992972,0.000052057356,0.002815657,0.00023358682,0.000047149322,0.00081140635,0.95769125,0.03749983,0.00022012895,0.00003399771,0.00047480987],"study_design_scores_gemma":[0.0054602833,0.0005190178,0.00032753352,0.00480834,0.0004602736,0.0012991597,0.0011072557,0.81509376,0.15512101,0.00021615853,0.013963717,0.0016234579],"about_ca_topic_score_codex":5.067122e-7,"about_ca_topic_score_gemma":2.6945685e-7,"teacher_disagreement_score":0.14259747,"about_ca_system_score_codex":0.00013296404,"about_ca_system_score_gemma":0.000019907287,"threshold_uncertainty_score":0.999946},"labels":[],"label_agreement":null},{"id":"W1963800572","doi":"10.2118/02-08-00","title":"17th World Petroleum Congress Preview, August 2002 JCPT","year":2002,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada); University of Alberta; University of Calgary; Imperial Oil (Canada)","funders":"","keywords":"Petroleum; Oil sands; Petroleum engineering; Crude oil; Asphalt; Steam injection; Engineering; Oil field; Directional drilling; Flooding (psychology); Management; Archaeology; Library science; Geology; Drilling; History; Mechanical engineering; Paleontology; Economics","score_opus":0.00903679865282432,"score_gpt":0.17962224211348266,"score_spread":0.17058544346065835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1963800572","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27196285,0.1954868,0.010320241,0.018353501,0.0196294,0.0006024498,0.00016041948,0.0030039395,0.4804804],"genre_scores_gemma":[0.9877897,0.0034688085,0.0010465586,0.0001151475,0.0003802311,0.000008153099,0.0000011328517,0.00009538585,0.0070949],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981018,0.000017940436,0.00066228485,0.00016202532,0.00023440446,0.0008215819],"domain_scores_gemma":[0.9987939,0.000037281494,0.00015402904,0.0003724784,0.00010542838,0.0005368957],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00024685598,0.00029247536,0.00057334354,0.004962453,0.000074714495,0.000053196334,0.00059266004,0.00025052973,0.0011520397],"category_scores_gemma":[0.00006915197,0.00029586995,0.00017058042,0.0012499904,0.00008293663,0.00018913846,0.000019875544,0.0010009421,0.00021365436],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009240569,0.00006111934,0.0034345635,0.00030649497,0.00059673935,0.0015973554,0.00008157532,0.31321305,0.0014948255,0.002782939,0.62146163,0.05496047],"study_design_scores_gemma":[0.00048546723,0.00009611236,0.0001446246,0.00021941034,0.00005842148,0.00060347276,0.000029710756,0.05245054,0.0007538831,0.000108412496,0.94472814,0.000321811],"about_ca_topic_score_codex":0.000535781,"about_ca_topic_score_gemma":0.02021461,"teacher_disagreement_score":0.7158268,"about_ca_system_score_codex":0.00039563468,"about_ca_system_score_gemma":0.000067558794,"threshold_uncertainty_score":0.99994934},"labels":[],"label_agreement":null},{"id":"W1963825771","doi":"10.2118/2002-163","title":"Fast SAGD and Geomechanical Mechanisms","year":2002,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Geology; Computer science","score_opus":0.011928430211585914,"score_gpt":0.17639675582888495,"score_spread":0.16446832561729904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1963825771","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3188426,0.0007355572,0.3279635,0.0026589055,0.0053255735,0.00016233999,0.00026985965,0.0008975382,0.34314412],"genre_scores_gemma":[0.99765754,0.0001231087,0.0005338599,0.000092721144,0.00009430627,0.000008563037,0.000010442915,0.00002074676,0.0014587265],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993748,0.0000038114067,0.00011704008,0.0001441717,0.00011676973,0.0002433798],"domain_scores_gemma":[0.999542,0.00001613412,0.000009326885,0.000101122205,0.000034919187,0.00029650427],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000041688316,0.00011739821,0.00009334129,0.00017052793,0.000039112012,0.00009014743,0.00017678784,0.00006380273,0.0011185338],"category_scores_gemma":[0.000017417298,0.00013639423,0.000024272702,0.00004532864,0.000017120217,0.00009378635,0.0000140815655,0.00015027507,0.00016382527],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047326207,0.000025237028,0.0006184174,0.00008443135,0.0003056168,0.00022763472,0.0006164962,0.50146294,0.0073338337,0.43286768,0.012821454,0.04363151],"study_design_scores_gemma":[0.00013450375,0.00001073283,0.00024447797,0.000027364758,0.0000040995524,0.00003067095,0.000023576387,0.96680075,0.00028358365,0.0010040605,0.031262156,0.00017399926],"about_ca_topic_score_codex":0.0014804313,"about_ca_topic_score_gemma":0.007016232,"teacher_disagreement_score":0.67881495,"about_ca_system_score_codex":0.00011983147,"about_ca_system_score_gemma":0.000015527263,"threshold_uncertainty_score":0.9997946},"labels":[],"label_agreement":null},{"id":"W1963947049","doi":"10.2118/07-06-cs2","title":"Field Study of Ricinus Viking Formation","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"Dalhousie University; China National Petroleum Corporation","keywords":"Petroleum engineering; Fracturing fluid; Fracture (geology); Oil field; Geology; Geotechnical engineering","score_opus":0.004675299493214211,"score_gpt":0.18570385847442805,"score_spread":0.18102855898121384,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1963947049","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9669466,0.00033703097,0.028713724,0.00014284236,0.0004389754,0.000034934776,7.179701e-7,0.00005811058,0.0033270665],"genre_scores_gemma":[0.99934417,0.000032020216,0.0005155952,0.00001460096,0.00006583421,4.7776876e-7,1.6106952e-7,0.0000137915595,0.0000133415715],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992011,0.0000035809328,0.00040899252,0.0000395216,0.00011087192,0.00023589328],"domain_scores_gemma":[0.9995875,0.000032877666,0.00009382679,0.00011667172,0.00006727654,0.000101865706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027633182,0.0000792529,0.00019328634,0.0030678066,0.000024373625,0.0000063693174,0.00017133102,0.00012115397,0.0000076012025],"category_scores_gemma":[0.000049803715,0.00008047726,0.000037301652,0.00057786796,0.000009085715,0.000093116374,0.0000062565346,0.0003169647,0.0000018163247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006717719,0.00014850059,0.021042636,0.00023862683,0.0004952661,0.001259666,0.0025196364,0.75529724,0.027151182,0.0019282292,0.0051457062,0.18470615],"study_design_scores_gemma":[0.0097343875,0.012345567,0.023225823,0.0011830797,0.00053160754,0.0055751917,0.027287884,0.2511862,0.3433769,0.002285972,0.32105228,0.0022151233],"about_ca_topic_score_codex":0.0014404317,"about_ca_topic_score_gemma":0.032471348,"teacher_disagreement_score":0.50411105,"about_ca_system_score_codex":0.00013291553,"about_ca_system_score_gemma":0.000028086752,"threshold_uncertainty_score":0.98518354},"labels":[],"label_agreement":null},{"id":"W1964087592","doi":"10.2118/105903-ms","title":"Are Preflushes Really Contributing to Mud Displacement During Primary Cementing?","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Drilling fluid; Annulus (botany); Cement; Petroleum engineering; Slurry; Displacement (psychology); Drilling; Rheology; Viscosity; Eccentricity (behavior); Flow (mathematics); Wellbore; Turbulence; Geotechnical engineering; Geology; Materials science; Mechanics; Engineering; Mechanical engineering; Composite material; Physics","score_opus":0.00507163545744257,"score_gpt":0.1984329832349055,"score_spread":0.19336134777746292,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964087592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74217725,0.00013194302,0.22916897,0.00002965637,0.00042995924,0.00021110119,0.00000441425,0.0010406373,0.026806064],"genre_scores_gemma":[0.9951944,0.000012513376,0.0033279988,0.00009848843,0.00022390451,0.000009061507,0.000007859968,0.00005582387,0.0010699973],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9983841,0.0000047427234,0.00034972982,0.00021495039,0.00022002775,0.000826445],"domain_scores_gemma":[0.9994575,0.000056409965,0.000039118506,0.00022431917,0.000036231904,0.00018644531],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005469821,0.00020912242,0.00020742205,0.00012893503,0.0001172951,0.00005468917,0.00013649979,0.000062084924,0.000041150295],"category_scores_gemma":[0.000047534795,0.00021305436,0.000055010558,0.00019535715,0.0000068502077,0.00009476079,0.00009299774,0.00014578186,0.00006849237],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049411665,0.00005226783,0.026957609,0.0007715872,0.00018241456,0.00009027274,0.0006053163,0.8399494,0.12473482,0.00036497446,0.0011348525,0.0051070726],"study_design_scores_gemma":[0.0024818103,0.00008998923,0.46850508,0.0010380772,0.000082484716,0.000031668238,0.0008945515,0.06289455,0.43380684,0.000046047793,0.02809273,0.0020361731],"about_ca_topic_score_codex":0.000009961346,"about_ca_topic_score_gemma":0.00002431315,"teacher_disagreement_score":0.77705485,"about_ca_system_score_codex":0.0002055218,"about_ca_system_score_gemma":0.0000044277367,"threshold_uncertainty_score":0.8688104},"labels":[],"label_agreement":null},{"id":"W1964248353","doi":"10.4043/24851-ms","title":"Subsurface Containment Assurance Program - Key Element Overview and Best Practice Examples","year":2014,"lang":"en","type":"article","venue":"Offshore Technology Conference-Asia","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Containment (computer programming); Quality assurance; Risk analysis (engineering); Nuclear decommissioning; Safety assurance; Risk management; Engineering; Computer science; Operations management; Business; Waste management","score_opus":0.016338541851034512,"score_gpt":0.24837732306196694,"score_spread":0.23203878121093244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964248353","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6516698,0.030354649,0.19672686,0.010079008,0.0018733243,0.0036356458,0.000055024295,0.013814036,0.091791645],"genre_scores_gemma":[0.98147875,0.0028721855,0.015248706,0.00002913966,0.000041492105,0.00016886259,0.00001360705,0.000050734918,0.00009654946],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.998528,0.000032213153,0.00033911638,0.00038171912,0.00019932905,0.000519591],"domain_scores_gemma":[0.99915457,0.00010669439,0.00006955109,0.0004763086,0.00010124901,0.00009163131],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029722744,0.00033833316,0.0004014304,0.00015615892,0.000084314466,0.00008385315,0.00028994182,0.0002831054,0.000036733913],"category_scores_gemma":[0.0001490304,0.00033985174,0.000039858547,0.00026914594,0.00014196805,0.00015367167,0.000083816216,0.0004146515,0.000051162893],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028855275,0.00044724563,0.0074078683,0.00089870335,0.000494672,0.00004839422,0.0005198379,0.013238311,0.006431529,0.19881593,0.0023833583,0.7692853],"study_design_scores_gemma":[0.0009989726,0.0007676886,0.0012743213,0.00053144526,0.000154071,0.000106845204,0.00094330113,0.13252892,0.010378188,0.0017930898,0.84957796,0.0009452326],"about_ca_topic_score_codex":0.00002032806,"about_ca_topic_score_gemma":0.00007519342,"teacher_disagreement_score":0.84719455,"about_ca_system_score_codex":0.000067902234,"about_ca_system_score_gemma":0.000027874607,"threshold_uncertainty_score":0.99990535},"labels":[],"label_agreement":null},{"id":"W1964312654","doi":"10.2118/136008-ms","title":"New Approach in Real-Time Bit Wear Prediction","year":2010,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Exhibition and Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Bit (key); Rate of penetration; Offset (computer science); Drilling engineering; Computer science; Penetration rate; Measurement while drilling; Real-time computing; Simulation; Petroleum engineering; Engineering; Mechanical engineering","score_opus":0.0074889971728910095,"score_gpt":0.19801015729895077,"score_spread":0.19052116012605977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964312654","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71815866,0.00002565166,0.07899456,0.00020668097,0.0011414017,0.00009638533,0.000030817562,0.0005553392,0.2007905],"genre_scores_gemma":[0.99535567,0.00019285287,0.0022328785,0.000016671758,0.00024074031,0.000014379109,0.0000750898,0.000018408848,0.0018533234],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993062,0.0000072023777,0.00018966474,0.0001881459,0.00016096396,0.00014784049],"domain_scores_gemma":[0.9997261,0.000023195542,0.000020572656,0.00010738518,0.000031698797,0.000091055765],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010898713,0.00012469405,0.000108901564,0.0001668503,0.000023807024,0.000078867524,0.00010946407,0.00009264065,0.0005223945],"category_scores_gemma":[0.000012340282,0.00013681817,0.000029015006,0.00007080631,0.000021124162,0.00020699878,0.000018888943,0.0002693033,0.000094693096],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000068731846,0.00015864975,0.010515257,0.00013873912,0.00013083077,0.000019971052,0.0012782401,0.21232413,0.6744849,0.057607424,0.011500743,0.031772356],"study_design_scores_gemma":[0.0005915908,0.000016875012,0.013697498,0.00005837786,0.000005576564,0.000026081396,0.000048483107,0.9782855,0.0016892648,0.0008814799,0.004504387,0.00019489345],"about_ca_topic_score_codex":0.000057285957,"about_ca_topic_score_gemma":0.000019488965,"teacher_disagreement_score":0.76596135,"about_ca_system_score_codex":0.000030180778,"about_ca_system_score_gemma":0.000018483788,"threshold_uncertainty_score":0.5719853},"labels":[],"label_agreement":null},{"id":"W1964391383","doi":"10.1002/rem.10031","title":"Application of Biobarriers for Groundwater Containment at Fractured Bedrock Sites","year":2002,"lang":"en","type":"article","venue":"Remediation Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Environment and Climate Change Canada","funders":"","keywords":"Biostimulation; Groundwater; Bioaugmentation; Bedrock; Environmental science; Fracture treatment; Aquifer; Hydraulic conductivity; Groundwater contamination; Geology; Mining engineering; Bioremediation; Geotechnical engineering; Soil science; Geomorphology; Soil water; Bacteria","score_opus":0.0082681799405461,"score_gpt":0.1916181047538743,"score_spread":0.1833499248133282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964391383","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18888634,0.0012484754,0.8088597,0.00012218798,0.00044023813,0.0001745279,0.000006252727,0.00008991223,0.00017233077],"genre_scores_gemma":[0.99797195,0.00023815874,0.0013766134,0.000016718705,0.00028448334,0.000011709726,0.000015298943,0.000018174153,0.00006690322],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99946904,0.0000049748382,0.00021670703,0.000055817152,0.00012760752,0.00012585818],"domain_scores_gemma":[0.999724,0.00003370097,0.000059434715,0.00006823081,0.00004458511,0.00007009919],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010854786,0.000073547235,0.0000964683,0.00007004503,0.000052790154,0.000014176616,0.000052387968,0.00004988102,0.00006286282],"category_scores_gemma":[0.000024008787,0.000068550726,0.00005339016,0.000052453757,0.0000065396184,0.00008121869,0.000004023271,0.000073131494,0.000012550694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013060652,0.000027599956,0.0037626715,0.00014039184,0.00009579816,9.192324e-7,0.001233655,0.8603183,0.10994956,0.000066253655,0.0056963824,0.018695388],"study_design_scores_gemma":[0.0005001806,0.000043007654,0.0007414867,0.000013977221,0.000020552969,0.000012408735,0.000026129419,0.9244118,0.03965071,0.00013798312,0.034325127,0.00011668079],"about_ca_topic_score_codex":5.5128123e-7,"about_ca_topic_score_gemma":9.645153e-7,"teacher_disagreement_score":0.8090856,"about_ca_system_score_codex":0.00011611786,"about_ca_system_score_gemma":0.000002024044,"threshold_uncertainty_score":0.27954176},"labels":[],"label_agreement":null},{"id":"W1964520990","doi":"10.2118/154290-ms","title":"Optimizing Coil Tubing Extended-Reach Capabilities Through the Application of Downhole Friction Reduction Tools","year":2012,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Directional drilling; Petroleum engineering; Limiting; Coiled tubing; Electromagnetic coil; Drilling; Reduction (mathematics); Engineering; Petroleum industry; Mechanical engineering; Workover; Range (aeronautics); Fossil fuel; Computer science; Electrical engineering","score_opus":0.014366703052856927,"score_gpt":0.21846328116482644,"score_spread":0.20409657811196952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1964520990","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11458647,0.0013056132,0.8568336,0.000040447867,0.0008418333,0.00019271467,0.0000030056829,0.0006028449,0.02559347],"genre_scores_gemma":[0.9919753,0.00010620694,0.007410488,0.0000051035927,0.00029976893,0.000047315643,0.0000109350685,0.000027158514,0.00011770297],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993244,0.000013091875,0.00022159085,0.00009515631,0.00012113709,0.00022461383],"domain_scores_gemma":[0.9996119,0.000052764575,0.000030277342,0.00024294424,0.000032076237,0.000030001192],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020977642,0.00011656418,0.000118383025,0.000036555874,0.00007604656,0.000024893481,0.00008340319,0.00006348657,0.00001652108],"category_scores_gemma":[0.000015738147,0.00009229369,0.00004379332,0.00016268686,0.000028176615,0.00051005254,0.000013667272,0.00012671793,0.000014087718],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018323292,0.000017543884,0.000031956606,0.00008420388,0.00002543543,2.1852898e-8,0.0034718434,0.92688984,0.046240676,0.006988868,0.00018071732,0.016067067],"study_design_scores_gemma":[0.00026897478,0.00003470803,0.00077043625,0.00008101568,0.00007510057,0.000035161593,0.007044202,0.69520396,0.27491656,0.00069815066,0.020393219,0.0004785382],"about_ca_topic_score_codex":0.000110734494,"about_ca_topic_score_gemma":0.0000015435245,"teacher_disagreement_score":0.87738883,"about_ca_system_score_codex":0.00006790221,"about_ca_system_score_gemma":0.0000038794574,"threshold_uncertainty_score":0.37636274},"labels":[],"label_agreement":null},{"id":"W1965143756","doi":"10.1016/j.egypro.2011.02.515","title":"Experimental study on a single cement-fracture using CO2 rich brine","year":2011,"lang":"en","type":"article","venue":"Energy Procedia","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Innovates","funders":"Office of Science","keywords":"Cement; Brine; Porosity; Geotechnical engineering; Materials science; Aquifer; Petroleum engineering; Wellbore; Saturation (graph theory); Environmental science; Geology; Composite material; Groundwater; Chemistry","score_opus":0.02914956694033988,"score_gpt":0.21533961078104133,"score_spread":0.18619004384070145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965143756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9798126,0.00035058253,0.009379203,0.000002135515,0.00057166687,0.00009365725,0.0000015126122,0.0005552021,0.009233436],"genre_scores_gemma":[0.9987409,0.0000039329657,0.0007271286,0.00004526435,0.00024143004,0.00002244094,0.000005037028,0.00007249065,0.00014136017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99916685,0.000007729204,0.00016865582,0.00020663242,0.00016469002,0.00028544577],"domain_scores_gemma":[0.9996642,0.000011531338,0.000021701724,0.00019660681,0.000017462698,0.000088535424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000047498757,0.00021868324,0.00016047287,0.0000780697,0.00004993652,0.000023120758,0.0001287402,0.00006185825,0.000078672376],"category_scores_gemma":[0.00000737931,0.00021876175,0.00003577012,0.00015047762,0.000010313004,0.00009162596,0.00002903246,0.00011752708,0.000017671944],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058954218,0.0021704196,0.0019242197,0.000070997114,0.0002912565,0.00010980605,0.010455797,0.86626965,0.11542893,0.0004661726,0.0012894295,0.001464374],"study_design_scores_gemma":[0.000970966,0.00067435927,0.0008419868,0.000066272594,0.00003775536,0.000016964226,0.000999658,0.07598647,0.91461015,0.000029241548,0.005120693,0.00064547866],"about_ca_topic_score_codex":0.000053637043,"about_ca_topic_score_gemma":0.000004225846,"teacher_disagreement_score":0.7991812,"about_ca_system_score_codex":0.000085171174,"about_ca_system_score_gemma":0.0000073490687,"threshold_uncertainty_score":0.8920845},"labels":[],"label_agreement":null},{"id":"W1965444571","doi":"10.2118/02-01-05","title":"Borehole Stability in Oil Sands Under Drilling","year":2002,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada); University of Calgary","funders":"U.S. Department of Energy","keywords":"Borehole; Oil sands; Drilling; Geotechnical engineering; Drilling fluid; Geology; Petroleum engineering; Asphalt; Deformation (meteorology); Materials science; Composite material; Metallurgy","score_opus":0.010668285618351528,"score_gpt":0.16954041571922351,"score_spread":0.15887213010087198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965444571","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9752258,0.0046926844,0.002534204,0.0027980604,0.00079005375,0.000019647989,0.00000709597,0.00017845172,0.013753997],"genre_scores_gemma":[0.9982019,0.0008456141,0.00070508866,0.00003944891,0.00009240126,0.0000017218041,4.2506267e-7,0.000030934152,0.00008244385],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989125,0.000009358761,0.0004160713,0.00009746848,0.00012059798,0.00044400702],"domain_scores_gemma":[0.99947345,0.000026148766,0.000051246992,0.00019592399,0.00004482373,0.00020837654],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021422736,0.0001400344,0.0002850253,0.0028313075,0.000030825915,0.000019640966,0.00024424537,0.00022565752,0.00011670179],"category_scores_gemma":[0.00004864881,0.00014777944,0.00006778808,0.0008860934,0.0000442403,0.00010665691,0.000008633929,0.000657884,0.000014915233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036823847,0.000025909048,0.0068992414,0.000063885025,0.00007209362,0.00030305772,0.0001848928,0.95074356,0.00349022,0.0011399927,0.0019095567,0.035163924],"study_design_scores_gemma":[0.0019932224,0.00022929766,0.0026079488,0.00034693585,0.000044299548,0.0007821317,0.000738916,0.64929914,0.00796949,0.0021111944,0.33303052,0.0008468836],"about_ca_topic_score_codex":0.0009832404,"about_ca_topic_score_gemma":0.028234126,"teacher_disagreement_score":0.33112097,"about_ca_system_score_codex":0.00043012042,"about_ca_system_score_gemma":0.00004564452,"threshold_uncertainty_score":0.9894981},"labels":[],"label_agreement":null},{"id":"W1965955368","doi":"10.2118/170491-ms","title":"ECD Management Solves Lost Circulation Issues in Cementing Narrow Pressure Window: A Case Study","year":2014,"lang":"en","type":"article","venue":"IADC/SPE Asia Pacific Drilling Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Lost circulation; Drilling fluid; Casing; Petroleum engineering; Newtonian fluid; Mechanics; Fluid dynamics; Herschel–Bulkley fluid; Cement; Materials science; Pressure drop; Non-Newtonian fluid; Geotechnical engineering; Geology; Composite material; Physics","score_opus":0.010081254156649167,"score_gpt":0.22114923262073355,"score_spread":0.21106797846408437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1965955368","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.864963,0.0011601807,0.11431145,0.00031764715,0.00088624575,0.0010976389,0.000005569606,0.0026614764,0.014596803],"genre_scores_gemma":[0.995786,0.00008951361,0.003608675,0.000003909032,0.00008273561,0.00007708716,0.000007565791,0.00007534139,0.00026915572],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978391,0.000052310625,0.0005755223,0.0006127172,0.00025360374,0.0006667809],"domain_scores_gemma":[0.9989432,0.000056246965,0.00008853072,0.0007598846,0.000075601325,0.000076517186],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005077916,0.0004227011,0.00047052588,0.0008231455,0.00014407933,0.00012405757,0.00039117393,0.00029366274,0.000036691858],"category_scores_gemma":[0.000049358743,0.0004760831,0.00006015367,0.00071895117,0.00008885062,0.00019810999,0.00011194035,0.00054694427,0.000081872815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012279269,0.00027182803,0.053180628,0.00056631555,0.0004108191,0.0016030092,0.0045810426,0.88020724,0.0053414777,0.008305207,0.0001405039,0.045379676],"study_design_scores_gemma":[0.0013221011,0.00013693803,0.001323405,0.00042695267,0.00014741773,0.0003509617,0.0147996135,0.96648645,0.0034630967,0.0027245712,0.007812903,0.0010055875],"about_ca_topic_score_codex":0.000045243305,"about_ca_topic_score_gemma":0.00007681963,"teacher_disagreement_score":0.13082303,"about_ca_system_score_codex":0.00006620379,"about_ca_system_score_gemma":0.000011252383,"threshold_uncertainty_score":0.9997691},"labels":[],"label_agreement":null},{"id":"W1966003747","doi":"10.2118/132938-ms","title":"Successful Coiled-Tubing Drilling-Hole Enlargement Improves Production","year":2010,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Casing; Drilling; Completion (oil and gas wells); Geology; Petroleum engineering; BARGE; Natural gas field; Coiled tubing; Oil field; Paleontology; Marine engineering; Natural gas; Engineering; Mechanical engineering","score_opus":0.003174646273172684,"score_gpt":0.17676146987362545,"score_spread":0.17358682360045277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966003747","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.931804,0.00012587983,0.042219833,0.00009721221,0.005974197,0.00018110072,0.0000014986234,0.0019188274,0.01767745],"genre_scores_gemma":[0.99494493,0.000050883107,0.0032595345,0.000016324135,0.0006474052,0.000022520146,0.0000073548404,0.000053683467,0.0009973829],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911964,0.0000037444333,0.0002042072,0.00021366724,0.00014416486,0.00031454756],"domain_scores_gemma":[0.9995587,0.00001618371,0.000016864711,0.0002844323,0.00003734413,0.00008648857],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018998068,0.00017338253,0.0001365816,0.00009791859,0.00007085908,0.00006886203,0.000127396,0.0000831116,0.00012233731],"category_scores_gemma":[0.00003327016,0.00016636304,0.0000512958,0.00015524248,0.000017861974,0.00020220187,0.000022548711,0.0003060644,0.00011366161],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001971899,0.000022213248,0.0005179668,0.000109847475,0.000045391065,0.0000026774442,0.00019800663,0.42046845,0.5581498,0.00069790246,0.0015733044,0.018212447],"study_design_scores_gemma":[0.00019785346,0.000019115716,0.0004413895,0.000031467887,0.000020161697,0.000007671045,0.00009503351,0.5601942,0.39015734,0.000114555856,0.04829566,0.00042559262],"about_ca_topic_score_codex":0.000017793047,"about_ca_topic_score_gemma":0.000036957987,"teacher_disagreement_score":0.1679925,"about_ca_system_score_codex":0.000023304368,"about_ca_system_score_gemma":0.000006941971,"threshold_uncertainty_score":0.6784088},"labels":[],"label_agreement":null},{"id":"W1966013975","doi":"10.4271/2014-01-1508","title":"Zone Length Optimization to Improve PGM Utility","year":2014,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Chrysler (Canada)","funders":"","keywords":"Computer science","score_opus":0.006501312134896073,"score_gpt":0.20546338720932222,"score_spread":0.19896207507442615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966013975","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5081817,0.0012162919,0.013639092,0.0065610423,0.005162628,0.0052522267,0.00028911015,0.053195454,0.4065025],"genre_scores_gemma":[0.97958314,0.00019611734,0.018401593,0.00063654257,0.00032366102,0.00023858332,0.000044754695,0.00022142996,0.0003541737],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9962475,0.00007577328,0.00093581167,0.0010128899,0.0006688236,0.0010592532],"domain_scores_gemma":[0.99742275,0.0003299418,0.000079179794,0.0015016298,0.00009086592,0.00057562493],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00072902895,0.0008020004,0.00085648295,0.00024012297,0.00023384164,0.00012530516,0.000828274,0.0007438246,0.00030967724],"category_scores_gemma":[0.0006957137,0.0007688845,0.0003321916,0.00077971764,0.0002563994,0.00037808187,0.00024880256,0.0011413937,0.00022863325],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000073433774,0.00011075786,0.00002021438,0.000101269914,0.000039477072,0.000009091053,0.000022784272,0.1688661,0.8102568,0.0025732904,0.002006193,0.01592063],"study_design_scores_gemma":[0.0016473742,0.0020279442,0.7266646,0.0005690954,0.000179198,0.00006670999,0.00006933035,0.0012360628,0.0021396505,0.0008828462,0.26157978,0.0029373881],"about_ca_topic_score_codex":0.000023577704,"about_ca_topic_score_gemma":0.0053573376,"teacher_disagreement_score":0.8081171,"about_ca_system_score_codex":0.0002660227,"about_ca_system_score_gemma":0.00002873029,"threshold_uncertainty_score":0.9994762},"labels":[],"label_agreement":null},{"id":"W1966199890","doi":"10.1680/adcr.11.00015","title":"Artificial intelligence model for rheological properties of oil well cement slurries incorporating SCMs","year":2012,"lang":"en","type":"article","venue":"Advances in Cement Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Rheology; Slurry; Materials science; Rheometer; Metakaolin; Cementitious; Cement; Silica fume; Fly ash; Composite material","score_opus":0.16662732604101413,"score_gpt":0.36417802263538107,"score_spread":0.19755069659436694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966199890","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16795145,0.012285973,0.8128355,0.000084540065,0.00055817585,0.00047758408,0.0000081045955,0.00015595874,0.0056427065],"genre_scores_gemma":[0.98570186,0.0012847518,0.012501441,0.0000037662073,0.00011279079,0.00022263743,0.0000046747573,0.000022053568,0.00014602157],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99837774,0.00003183882,0.00043038648,0.00016424389,0.00039361502,0.00060220045],"domain_scores_gemma":[0.99950284,0.00013406544,0.000030171183,0.00017088481,0.00008962686,0.00007243368],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014432243,0.00013430328,0.00018707772,0.0001835606,0.00007683404,0.000020371659,0.00021137609,0.000058357404,0.00001665605],"category_scores_gemma":[0.00013699924,0.00011529315,0.000037001075,0.0002624731,0.00014188056,0.0003427859,0.00009321754,0.00024911825,0.000010401963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031067193,0.00006993218,0.00047113572,0.0005285538,0.000008374583,3.3514218e-7,0.0005500229,0.92568386,0.0076868837,0.01754769,0.000013019845,0.047409154],"study_design_scores_gemma":[0.000050200728,0.00006481626,0.000004739302,0.00017299427,0.0000024354745,3.2116202e-7,0.00042453443,0.9044651,0.08992949,0.003542651,0.0012067774,0.00013595546],"about_ca_topic_score_codex":0.000008940193,"about_ca_topic_score_gemma":0.00002487471,"teacher_disagreement_score":0.8177504,"about_ca_system_score_codex":0.00010741868,"about_ca_system_score_gemma":0.000022089105,"threshold_uncertainty_score":0.4701518},"labels":[],"label_agreement":null},{"id":"W1966357154","doi":"10.2118/157777-ms","title":"Paradigm Shift in Polycrystalline Diamond Bit Design for Canadian Heavy Oil Sands","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bit (key); Hammer; Diamond; Abrasive; Blade (archaeology); Mechanical engineering; Computer science; Engineering; Materials science; Composite material","score_opus":0.02143720387121548,"score_gpt":0.2048899308069406,"score_spread":0.18345272693572512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966357154","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5208874,0.024760008,0.3475037,0.018178057,0.02093328,0.0014730317,0.0023257614,0.002077151,0.061861668],"genre_scores_gemma":[0.99774754,0.00021838963,0.00092884345,0.00019736344,0.0002854419,0.00006953023,0.00005870529,0.00007667921,0.00041753252],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979786,0.000022286524,0.0003441854,0.00023305662,0.0002011044,0.0012207634],"domain_scores_gemma":[0.99872094,0.00013022048,0.000025930587,0.0002909133,0.000021950811,0.00081002875],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026062544,0.0003268157,0.00035481862,0.00020372815,0.00009659551,0.000063538704,0.0002318661,0.00014261027,0.000095649615],"category_scores_gemma":[0.000040355517,0.00036782405,0.000049148646,0.00026158747,0.00002765351,0.00017693947,0.000011362883,0.00027735822,0.00000938297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000120488236,0.00007259519,0.004891817,0.0013989295,0.00021637962,0.00015924542,0.0023290594,0.87068427,0.000563927,0.01708766,0.030673573,0.07180209],"study_design_scores_gemma":[0.002020635,0.00010428695,0.0038217786,0.0006101695,0.00006642252,0.00003314589,0.00023006913,0.46420935,0.0052207937,0.0013025573,0.51989514,0.0024856238],"about_ca_topic_score_codex":0.8835778,"about_ca_topic_score_gemma":0.9891551,"teacher_disagreement_score":0.48922157,"about_ca_system_score_codex":0.00075028033,"about_ca_system_score_gemma":0.0013744232,"threshold_uncertainty_score":0.9998774},"labels":[],"label_agreement":null},{"id":"W1966886912","doi":"10.2118/108159-pa","title":"Olefin-Based Synthetic-Drilling-Fluids Volumetric Behavior Under Downhole Conditions","year":2009,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Annulus (botany); Drilling fluid; Drilling; Brine; Lost circulation; Geology; Diesel fuel; Wellbore; Materials science; Chemistry; Engineering; Waste management; Mechanical engineering; Composite material","score_opus":0.013263983458618475,"score_gpt":0.2244799060357585,"score_spread":0.21121592257714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1966886912","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29410666,0.0006290351,0.6976385,0.000199544,0.0014036926,0.00035998182,0.00006878566,0.0021011976,0.0034926233],"genre_scores_gemma":[0.99353266,0.00008937358,0.005314265,0.00014745089,0.00039565034,0.000030462086,0.00027966412,0.0000865623,0.0001239337],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99808407,0.000030320152,0.0004902347,0.0004025907,0.00038550896,0.0006072793],"domain_scores_gemma":[0.9990134,0.00013748284,0.000057696336,0.00048860564,0.00010752466,0.00019525828],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022409992,0.00039105833,0.00038683848,0.0005451615,0.000248609,0.00013100292,0.00023903379,0.00018718379,0.00024784487],"category_scores_gemma":[0.000046669047,0.0004484469,0.00017929488,0.0007759203,0.00005741517,0.0001391475,0.00001255789,0.0003755318,0.00033929214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000046456234,0.00007643061,0.00023823186,0.000033304783,0.000021213666,0.000009548419,0.000035807916,0.96173006,0.03230209,0.001422402,0.00049329316,0.0036329995],"study_design_scores_gemma":[0.00061488076,0.00013939482,0.010878358,0.00019456443,0.00012576664,0.000017803814,0.000024643305,0.9652486,0.011351712,0.00067208277,0.009974493,0.00075772847],"about_ca_topic_score_codex":0.000020591446,"about_ca_topic_score_gemma":0.000005377153,"teacher_disagreement_score":0.699426,"about_ca_system_score_codex":0.00021703263,"about_ca_system_score_gemma":0.000024020927,"threshold_uncertainty_score":0.99979675},"labels":[],"label_agreement":null},{"id":"W1967209559","doi":"10.2118/2006-071","title":"Numerical Modelling of Cuttings Transport With Foam in Inclined Wells","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Cutting; Mechanics; Geology; Petroleum engineering; Physics","score_opus":0.00882312015422807,"score_gpt":0.17411075368655932,"score_spread":0.16528763353233125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967209559","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70235413,0.000050965482,0.25442827,0.00018801868,0.00021259529,0.000049613816,0.000031571206,0.0000789793,0.042605855],"genre_scores_gemma":[0.9980008,0.000016073565,0.0015092519,0.000020850024,0.00007015806,0.000008072096,0.00004015198,0.000024378232,0.00031029026],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920076,0.00000413038,0.00025750237,0.00014054644,0.00015688353,0.00024015109],"domain_scores_gemma":[0.99968255,0.000025285146,0.000025854843,0.000094733485,0.00006405196,0.0001075101],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006664165,0.00012769467,0.00015769288,0.00028496,0.0000145402355,0.000016053787,0.00019321639,0.00005616041,0.00006594636],"category_scores_gemma":[0.0000039359165,0.00013770413,0.00003190336,0.00012059728,0.000023742354,0.00009351691,0.0000027235749,0.00016310901,0.000008524106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050347962,0.0000061640817,0.009056579,0.00001536173,0.000012987222,0.000021057478,0.00004666684,0.98843217,0.00009524831,0.0021688042,0.000051717125,0.00008820049],"study_design_scores_gemma":[0.00026325998,0.000012548611,0.0031873516,0.00010094734,0.000004083844,0.0000057489765,0.000013768573,0.98907846,0.0007055508,0.00019146988,0.006279465,0.00015734609],"about_ca_topic_score_codex":0.058970597,"about_ca_topic_score_gemma":0.028721936,"teacher_disagreement_score":0.29564664,"about_ca_system_score_codex":0.00015756543,"about_ca_system_score_gemma":0.00011371697,"threshold_uncertainty_score":0.98900133},"labels":[],"label_agreement":null},{"id":"W1967267378","doi":"10.2118/142498-ms","title":"Analysis of Geomechanical Data for Horn River Basin Gas Shales, NE British Columbia, Canada","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Borehole; Anisotropy; Devonian; Oil shale; Offset (computer science); Geotechnical engineering; Compressive strength; Petrology; Materials science; Geochemistry; Paleontology","score_opus":0.020241691340308527,"score_gpt":0.182447217088237,"score_spread":0.16220552574792846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967267378","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49261245,0.00037506525,0.49806035,0.0000092299615,0.0006451777,0.00025104845,0.0020201174,0.00036926763,0.0056572957],"genre_scores_gemma":[0.99271464,0.000048413985,0.006304738,0.000020299216,0.000035832036,0.000006026869,0.00025177927,0.000027952787,0.00059028505],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992524,0.0000040681425,0.0002172545,0.00019102191,0.000112231544,0.00022301683],"domain_scores_gemma":[0.9993548,0.000043466473,0.000017281138,0.00046288414,0.000034766534,0.00008681746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012046766,0.00007468481,0.00026993628,0.000045870336,0.000024102874,0.000026284766,0.0002988529,0.00005200904,0.00041970494],"category_scores_gemma":[0.000028994422,0.00011894034,0.00006177602,0.00028671528,0.000012568554,0.000073976946,0.00005249076,0.00006198147,0.0000011633379],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027925948,0.00026789424,0.055108834,0.0011138432,0.013465205,0.0001736999,0.0003645619,0.46034655,0.0014686135,0.00074041093,0.32254133,0.14438114],"study_design_scores_gemma":[0.00017713677,0.000013805014,0.01010542,0.00002069264,0.00045494782,0.0000035839114,0.000022798205,0.97508216,0.00028534007,0.000033067507,0.013588649,0.00021241407],"about_ca_topic_score_codex":0.92035586,"about_ca_topic_score_gemma":0.9834415,"teacher_disagreement_score":0.5147356,"about_ca_system_score_codex":0.000041153096,"about_ca_system_score_gemma":0.00003763243,"threshold_uncertainty_score":0.48502463},"labels":[],"label_agreement":null},{"id":"W1967350463","doi":"10.2118/148947-ms","title":"An Innovative Approach for Pore Pressure Prediction and Drilling Optimization in an Abnormally Subpressured Basin","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Petroleum engineering; Rate of penetration; Geology; Structural basin; Drill; Drill bit; Computer science; Engineering; Mechanical engineering","score_opus":0.022731730019927898,"score_gpt":0.19534516854718598,"score_spread":0.17261343852725808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967350463","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32724345,0.00034032,0.6620704,0.000012226626,0.00025862342,0.00060932717,0.00035326494,0.0002607194,0.008851678],"genre_scores_gemma":[0.9846275,0.000020405867,0.014590887,0.000018471696,0.00007492457,0.0000618163,0.00051534094,0.000032850654,0.000057816378],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990833,0.000026744072,0.00023528001,0.00026053598,0.00010766164,0.00028651702],"domain_scores_gemma":[0.9993663,0.000017740407,0.000034087396,0.0001450058,0.00017884486,0.00025803404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022292696,0.00016199872,0.00015357992,0.0003416539,0.00008153523,0.00007531954,0.00014826351,0.0001360523,0.000050645776],"category_scores_gemma":[0.00002340994,0.000189971,0.00002100215,0.0002443589,0.000044717406,0.00040434496,0.000006470321,0.0001468571,3.5343314e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019293277,0.000017843573,0.008832611,0.00011749974,0.00003281208,0.0000037841198,0.0022655935,0.9849742,0.00009293076,0.0022069863,0.000016521084,0.0014199235],"study_design_scores_gemma":[0.00032281686,0.00006344224,0.014021116,0.000059381626,0.00001554317,0.000005703047,0.0002496143,0.98295707,0.00014077869,0.0001268209,0.001839219,0.0001985246],"about_ca_topic_score_codex":0.0028013429,"about_ca_topic_score_gemma":0.006040681,"teacher_disagreement_score":0.65738404,"about_ca_system_score_codex":0.00005187216,"about_ca_system_score_gemma":0.000091300295,"threshold_uncertainty_score":0.77467924},"labels":[],"label_agreement":null},{"id":"W1967384807","doi":"10.2118/170481-ms","title":"Successful Utilisation of Conventional Cement System to Mitigate Shallow Water Flow Risk in Deepwater Block M11, Myanmar","year":2014,"lang":"en","type":"article","venue":"IADC/SPE Asia Pacific Drilling Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Casing; Petroleum engineering; Cement; Drilling fluid; Geotechnical engineering; Deepwater drilling; Geology; Environmental science; Drilling; Water flow; Engineering; Materials science; Mechanical engineering","score_opus":0.005948709327730419,"score_gpt":0.18310790092863513,"score_spread":0.1771591916009047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967384807","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7723736,0.00009302981,0.22190596,0.00034836933,0.00087220833,0.00039953002,0.000025805042,0.0010980635,0.0028834054],"genre_scores_gemma":[0.9942188,0.000045234425,0.005414848,0.0000041869553,0.00006164196,0.000079009464,0.000037743113,0.00005852202,0.000080005535],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99782753,0.000055227287,0.00071651634,0.00048448794,0.00027575553,0.00064050115],"domain_scores_gemma":[0.9990215,0.00006734315,0.000081606704,0.0005699185,0.0001483845,0.0001112756],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005460025,0.00036315675,0.0005178887,0.0007461806,0.00007515121,0.000047398644,0.00043343328,0.0003612567,0.0000521755],"category_scores_gemma":[0.00006451496,0.00033606106,0.00009197867,0.00039812777,0.00010727779,0.000114034956,0.00009107807,0.00041585357,0.00015910873],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002614264,0.000059127062,0.024041865,0.00048334585,0.00013813605,0.000017446848,0.0008786477,0.92773104,0.028949464,0.00716353,0.000090224,0.010421062],"study_design_scores_gemma":[0.0006256858,0.000083726234,0.0005966362,0.0005382639,0.00003723707,0.000016848384,0.00066112267,0.8769519,0.115397155,0.0011362981,0.0034913446,0.00046383735],"about_ca_topic_score_codex":0.000028571572,"about_ca_topic_score_gemma":0.00005132206,"teacher_disagreement_score":0.22184518,"about_ca_system_score_codex":0.0001389235,"about_ca_system_score_gemma":0.000019042873,"threshold_uncertainty_score":0.99990916},"labels":[],"label_agreement":null},{"id":"W1967513894","doi":"10.2523/iptc-17684-ms","title":"Managing Risk in a Thermal Oil Sands Development Project Through Appropriate Technical and Well Operating Design","year":2014,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Casing; Lead (geology); Resource (disambiguation); Petroleum engineering; Environmental science; Asphalt; Engineering; Risk analysis (engineering); Computer science; Geology; Business","score_opus":0.011808986300691219,"score_gpt":0.22033565485222167,"score_spread":0.20852666855153046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1967513894","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3608345,0.0001400006,0.6192502,0.00022044592,0.0002512819,0.000060521033,0.0000012872197,0.0007299945,0.018511763],"genre_scores_gemma":[0.94729364,0.0001668967,0.05224977,0.000013505412,0.00003799221,0.0000764747,0.000003985591,0.000025819614,0.00013191633],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99900764,0.000023055067,0.00028851785,0.00027296765,0.00013797177,0.00026985837],"domain_scores_gemma":[0.9996885,0.000056065528,0.000041564002,0.00015522573,0.000036607922,0.000022014809],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003083776,0.00019047287,0.0001903309,0.0003299345,0.00005476468,0.000052754745,0.000306013,0.00016620722,0.000011562848],"category_scores_gemma":[0.000079229285,0.00018822232,0.000018685467,0.00015460559,0.00006512951,0.00012579634,0.000108219014,0.00047767512,0.00001745142],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023989083,0.000055246433,0.009701881,0.00009800405,0.00013296538,0.00002916962,0.0007019025,0.6838471,0.032609545,0.012405691,0.00005464388,0.26033983],"study_design_scores_gemma":[0.0005742006,0.00003188806,0.00094555796,0.00018591325,0.0000067785613,0.000029834458,0.000077930024,0.97974974,0.011723002,0.0012508471,0.005127051,0.00029724813],"about_ca_topic_score_codex":0.000023727836,"about_ca_topic_score_gemma":0.00002108929,"teacher_disagreement_score":0.58645916,"about_ca_system_score_codex":0.000081003906,"about_ca_system_score_gemma":0.000027346041,"threshold_uncertainty_score":0.7675483},"labels":[],"label_agreement":null},{"id":"W1968071832","doi":"10.2118/92347-ms","title":"Hibernia Record Well Breaks Extended Reach Drilling and Completion Envelope","year":2005,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ExxonMobil (Canada)","funders":"Hibernia Management and Development Company","keywords":"Completion (oil and gas wells); Drilling; Geology; Envelope (radar); Computer science; Petroleum engineering; Engineering; Telecommunications; Mechanical engineering","score_opus":0.009456079711302646,"score_gpt":0.1955218448926648,"score_spread":0.18606576518136217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968071832","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7833526,0.0033036526,0.124931835,0.00045736498,0.0014234378,0.00034998433,0.000020400903,0.0026738907,0.08348684],"genre_scores_gemma":[0.9885107,0.0007189915,0.009930132,0.00008243893,0.00032162698,0.0000074337604,0.000032472723,0.000056464884,0.00033968905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992019,0.0000097592565,0.00020508145,0.00019178292,0.000107742046,0.0002837682],"domain_scores_gemma":[0.99963605,0.000040771476,0.000018990757,0.00018673422,0.000016709791,0.00010075482],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013794511,0.00017234922,0.00017167788,0.00007473343,0.00004819743,0.000042151172,0.000090429145,0.00008365416,0.000058552],"category_scores_gemma":[0.00000856083,0.00018610325,0.000034164696,0.00007496061,0.000015629534,0.00012752348,0.00002424516,0.00018313511,0.00019943553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022842096,0.00006371045,0.0014951301,0.00026145874,0.00023295534,0.000026827362,0.0015067387,0.55195487,0.047645506,0.001595299,0.014673973,0.38052073],"study_design_scores_gemma":[0.0003394848,0.0000205611,0.0043159574,0.00005675296,0.000024149454,0.000027688555,0.000015425436,0.48747587,0.0020739639,0.00013674962,0.5051652,0.00034820742],"about_ca_topic_score_codex":0.000033303175,"about_ca_topic_score_gemma":0.00003205984,"teacher_disagreement_score":0.4904912,"about_ca_system_score_codex":0.000049872826,"about_ca_system_score_gemma":0.000003663421,"threshold_uncertainty_score":0.758907},"labels":[],"label_agreement":null},{"id":"W1968315106","doi":"10.2118/131719-ms","title":"Uncertainty Analysis in Unconfined Rock Compressive Strength Prediction","year":2010,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Compressive strength; Calibration; Drilling; Compaction; Geotechnical engineering; Geology; Engineering; Statistics; Mathematics; Materials science","score_opus":0.003291904472675496,"score_gpt":0.1809801312182988,"score_spread":0.17768822674562332,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968315106","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8683068,0.000033813034,0.11171301,0.000017579718,0.00071082107,0.000086542466,0.000022190341,0.0008310941,0.018278124],"genre_scores_gemma":[0.9991148,0.000011280961,0.00053976884,0.000005444184,0.00007311645,0.000008245416,0.000040975945,0.000013436228,0.00019293088],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994478,0.0000047768654,0.00016836401,0.00012139117,0.00008498498,0.00017268969],"domain_scores_gemma":[0.9997001,0.000039273047,0.000010524964,0.00017365639,0.000018162307,0.000058243713],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000063550746,0.00010825245,0.00015663025,0.0002372561,0.000017164188,0.000020665295,0.00008038878,0.00007812086,0.00022319399],"category_scores_gemma":[0.000014140993,0.00010286167,0.000058126632,0.0004947293,0.000005178866,0.00005804552,0.000009291308,0.00025010575,0.000018016532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012991943,0.00000812473,0.0042002653,0.000008862654,0.000092800095,0.0000017040684,0.000061729115,0.99065095,0.0037079416,0.00016346444,0.00015213137,0.0009507335],"study_design_scores_gemma":[0.00018498453,0.000005366221,0.009002921,0.000005594091,0.000044473272,6.156606e-7,0.000027487551,0.98663664,0.0023060695,0.00002686588,0.0016522862,0.00010669385],"about_ca_topic_score_codex":0.0001713446,"about_ca_topic_score_gemma":0.0011279369,"teacher_disagreement_score":0.13080797,"about_ca_system_score_codex":0.000021660333,"about_ca_system_score_gemma":0.0000050914564,"threshold_uncertainty_score":0.4194577},"labels":[],"label_agreement":null},{"id":"W1968334943","doi":"10.2118/84162-ms","title":"Extended Reach Stimulation with Coiled Tubing: A Case Study","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Completion (oil and gas wells); Buoyancy; Lubrication; Tray; Engineering; Mechanical engineering; Petroleum engineering; Geology; Mechanics; Physics","score_opus":0.016657745929702754,"score_gpt":0.2403162534024263,"score_spread":0.22365850747272353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968334943","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93098265,0.000059194175,0.06400811,0.000012332887,0.000049192695,0.00027725394,0.000005911268,0.0005644688,0.0040408806],"genre_scores_gemma":[0.9989122,0.000025794761,0.0009369946,0.000008172116,0.000027175327,0.000025849931,0.000009398531,0.000022087905,0.000032309003],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927855,0.000023748358,0.00017373411,0.00020447637,0.00012672882,0.00019275089],"domain_scores_gemma":[0.99964315,0.00003204378,0.000017137509,0.00015505054,0.00006728912,0.000085347514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016448995,0.0001555106,0.00016194466,0.00007357612,0.00007092152,0.00005141288,0.000034340104,0.000082315215,0.00002474528],"category_scores_gemma":[0.000024875986,0.0001373669,0.000019624822,0.0001575825,0.00003124693,0.00019451488,0.000009656914,0.00019537788,0.000006671474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00067151914,0.0039190724,0.021277959,0.0014960726,0.0008064939,0.01888138,0.026007261,0.55704296,0.1189525,0.07534344,0.004705186,0.17089617],"study_design_scores_gemma":[0.01873995,0.011186786,0.03006393,0.0018645267,0.0009995203,0.024008514,0.06567093,0.7780228,0.03929761,0.015922341,0.00694176,0.0072812852],"about_ca_topic_score_codex":0.00003125135,"about_ca_topic_score_gemma":0.000056775214,"teacher_disagreement_score":0.2209799,"about_ca_system_score_codex":0.00002611181,"about_ca_system_score_gemma":0.000012379574,"threshold_uncertainty_score":0.56016594},"labels":[],"label_agreement":null},{"id":"W1968474124","doi":"10.2118/95314-ms","title":"Managing Drilling Performance: Technical Analysis, Well Challenges, and Field Engagement","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Commodity; Excellence; Order (exchange); Service (business); Computer science; Oil drilling; Corporation; Engineering; Mechanical engineering; Business; Marketing","score_opus":0.017774388993018635,"score_gpt":0.23070684292174046,"score_spread":0.21293245392872182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968474124","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46767333,0.016032273,0.3953063,0.0043210806,0.0003091885,0.00070961786,0.000025620682,0.0036540616,0.11196853],"genre_scores_gemma":[0.97112936,0.026115179,0.0024618742,0.0000657964,0.00014420901,0.000015469755,0.000015961881,0.000017529415,0.000034592133],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902457,0.000011860256,0.00025099202,0.00027834528,0.00014824847,0.00028599796],"domain_scores_gemma":[0.9995989,0.000055082706,0.000021862266,0.00018099268,0.0000339058,0.00010924527],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002916757,0.00018946873,0.0002443967,0.00019406796,0.00008786692,0.000049407703,0.00008600268,0.00015800163,0.00004658884],"category_scores_gemma":[0.00001369232,0.00018875654,0.000054669563,0.00017344106,0.00004133062,0.00026278454,0.00006608009,0.00037788,0.000016013046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043683125,0.000091900954,0.00042215694,0.00064844766,0.0002714412,0.000019398036,0.0009364316,0.12779039,0.012913063,0.019746026,0.0015596005,0.83555746],"study_design_scores_gemma":[0.0008741636,0.00046994002,0.010326741,0.00059282954,0.00053793954,0.000051572035,0.00071599847,0.91642606,0.015861804,0.0024752212,0.05023284,0.0014348848],"about_ca_topic_score_codex":0.000004739617,"about_ca_topic_score_gemma":0.000033453423,"teacher_disagreement_score":0.8341226,"about_ca_system_score_codex":0.00003249848,"about_ca_system_score_gemma":0.0000050604162,"threshold_uncertainty_score":0.7697268},"labels":[],"label_agreement":null},{"id":"W1968511898","doi":"10.4043/18839-ms","title":"Reverse-Circulation Cementing To Seal a Tight Liner Lap","year":2007,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Devon Energy (Canada)","funders":"","keywords":"Annulus (botany); Casing; Lost circulation; Petroleum engineering; Drilling; Drill; Drilling fluid; Drill pipe; Geology; Wellbore; Engineering; Geotechnical engineering; Environmental science; Mechanical engineering; Materials science","score_opus":0.009853388921640699,"score_gpt":0.21562712147446814,"score_spread":0.20577373255282744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968511898","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52589977,0.00010548395,0.4546038,0.0005712964,0.00052579615,0.00018455053,0.0000029969356,0.0023486689,0.015757643],"genre_scores_gemma":[0.99135107,0.000013555263,0.008225893,0.000039961404,0.000082613784,0.000010284858,0.0000070521633,0.000030355486,0.00023924603],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990487,0.0000031521324,0.00022402371,0.00020924103,0.00011397755,0.0004009199],"domain_scores_gemma":[0.9995377,0.000022258524,0.00002094547,0.00027489246,0.00006604795,0.0000781316],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020438754,0.00016127221,0.00016082765,0.00036292346,0.00004977498,0.0000216963,0.00020256372,0.0002179713,0.000053869182],"category_scores_gemma":[0.00004833156,0.00017535812,0.000030026495,0.0004895865,0.0000309626,0.00006486502,0.000047520785,0.00027364845,0.00013407491],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025909128,0.000069738475,0.03852801,0.0003070829,0.00022353168,0.00015925651,0.0010738261,0.2342775,0.4268746,0.08520954,0.0075177704,0.20573322],"study_design_scores_gemma":[0.0008972528,0.00012736765,0.014716205,0.00051082973,0.00007485549,0.000073331714,0.0005174922,0.5180302,0.19661199,0.0014130729,0.2653931,0.001634277],"about_ca_topic_score_codex":0.0000044450135,"about_ca_topic_score_gemma":0.000042330503,"teacher_disagreement_score":0.46545124,"about_ca_system_score_codex":0.000060517123,"about_ca_system_score_gemma":0.000012827237,"threshold_uncertainty_score":0.7150897},"labels":[],"label_agreement":null},{"id":"W1968637635","doi":"10.2118/103068-ms","title":"New Technology Improves Economics in Canada's Extensive Alberta Oil-Sands Region","year":2006,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steam-assisted gravity drainage; Abrasive; Drilling; Asphalt; Oil sands; Geology; Directional drilling; Petroleum engineering; Completion (oil and gas wells); Engineering; Geotechnical engineering; Mining engineering; Mechanical engineering; Materials science; Composite material","score_opus":0.0031190512735707505,"score_gpt":0.14479267819727837,"score_spread":0.1416736269237076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968637635","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97012216,0.0013468318,0.004454373,0.000769309,0.0010087229,0.0000734335,0.0000037332818,0.00031452358,0.021906903],"genre_scores_gemma":[0.9980205,0.00020667394,0.00068736257,0.00004635904,0.00010837744,0.0000054598136,0.000011462854,0.000035752793,0.0008780487],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993895,0.0000017491337,0.00016619847,0.00014054419,0.00002920647,0.00027277248],"domain_scores_gemma":[0.99971133,0.000027802786,0.000016096767,0.00019145859,0.000008597551,0.00004471219],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000017239714,0.00012718503,0.00014837494,0.00010686945,0.0000115571065,0.000011266154,0.000113359965,0.00008153111,0.000004115222],"category_scores_gemma":[0.000008674868,0.00014524558,0.000019900679,0.00010760588,0.000006436908,0.000049525817,0.000017599476,0.00013313032,0.00000915763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002898514,0.000004488356,0.0015594447,0.000033795794,0.000028903736,0.000043146745,0.000062657135,0.9320106,0.0017578129,0.0023306313,0.011077285,0.051088337],"study_design_scores_gemma":[0.0012417053,0.000037266484,0.0058574053,0.00012675054,0.000034502747,0.00009385539,0.00016235738,0.59076315,0.015773768,0.0028176801,0.38196346,0.0011280959],"about_ca_topic_score_codex":0.7302465,"about_ca_topic_score_gemma":0.88422143,"teacher_disagreement_score":0.37088618,"about_ca_system_score_codex":0.0002413742,"about_ca_system_score_gemma":0.0000902591,"threshold_uncertainty_score":0.5922943},"labels":[],"label_agreement":null},{"id":"W1968835005","doi":"10.2118/115002-ms","title":"Optimizing Gas Recovery With Solid Expandable Technology","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Completion (oil and gas wells); Natural gas; Fossil fuel; Sour gas; Engineering; Waste management; Energy source; Petroleum engineering; Civil engineering","score_opus":0.0058766080937078585,"score_gpt":0.16887617198030094,"score_spread":0.1629995638865931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968835005","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27889743,0.0007261311,0.6424354,0.000078833415,0.00032342898,0.00009462394,0.0000012582707,0.0035409143,0.07390202],"genre_scores_gemma":[0.9589662,0.00041061555,0.039131407,0.00001570985,0.000055319782,0.000013057364,0.0000019994204,0.00004868152,0.001356991],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99944896,0.0000014527716,0.00010293164,0.000113881535,0.00006746869,0.00026529073],"domain_scores_gemma":[0.9997381,0.000012763963,0.000007444734,0.00017514064,0.000021637174,0.00004490282],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000029113218,0.00012016613,0.00013857074,0.00014425661,0.000056020166,0.000010286273,0.00008232022,0.00007378376,0.000049051676],"category_scores_gemma":[0.0000061795267,0.000103002974,0.000019459223,0.00029159698,0.000024679084,0.00009980554,0.000012619429,0.0001344862,0.000062486644],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002708842,0.000004540954,0.00009807841,0.000015347045,0.000025592119,0.000030253761,0.000060080787,0.9946503,0.0026128,0.00008411813,0.0007757151,0.0016404453],"study_design_scores_gemma":[0.00070804544,0.00016201806,0.000039588947,0.00012823429,0.000016808997,0.0005506765,0.00015347573,0.7547112,0.22007553,0.00017752485,0.02257238,0.0007045072],"about_ca_topic_score_codex":0.0000048563356,"about_ca_topic_score_gemma":0.0000031195316,"teacher_disagreement_score":0.6800688,"about_ca_system_score_codex":0.00002806193,"about_ca_system_score_gemma":0.000010876009,"threshold_uncertainty_score":0.42003393},"labels":[],"label_agreement":null},{"id":"W1968863858","doi":"10.2118/135719-ms","title":"New Aspects of Torque-and-Drag Modeling in Extended-Reach Wells","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drag; Torque; Marine engineering; Offshore drilling; Drilling; Borehole; Casing; Engineering; Tripping; Petroleum engineering; Drilling fluid; Mechanical engineering; Geology; Geotechnical engineering; Aerospace engineering; Physics","score_opus":0.01256542154444064,"score_gpt":0.22368213056236402,"score_spread":0.21111670901792337,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968863858","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8494462,0.00026885897,0.13560833,0.00015681019,0.00018788125,0.00014811516,0.000012431657,0.00033716898,0.0138342],"genre_scores_gemma":[0.9972281,0.00026701568,0.0023774276,0.000011367294,0.00007086863,0.00000336699,0.0000069433327,0.000014925752,0.000019991612],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999354,0.0000050609115,0.00020948338,0.00016116665,0.000095001065,0.00017529177],"domain_scores_gemma":[0.9997164,0.000022288232,0.000014674259,0.00012347575,0.000031900243,0.000091259884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012377398,0.00012055122,0.00017675363,0.00009645268,0.000016735044,0.00002163262,0.00006054591,0.00014978556,0.000028910263],"category_scores_gemma":[0.00002558049,0.00012166328,0.000024003773,0.00010275455,0.000030410334,0.00016785946,0.000027630535,0.0003310154,0.00000377537],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004322923,0.000090816044,0.00046526536,0.0004166353,0.000027079315,0.000028889723,0.0010534035,0.06704556,0.6151985,0.17785497,0.00081646885,0.13695918],"study_design_scores_gemma":[0.00092067977,0.00019514633,0.0037472944,0.0005162887,0.000029413955,0.000058810536,0.00028241533,0.88637024,0.0445535,0.061658464,0.0009611833,0.0007065366],"about_ca_topic_score_codex":0.0001240664,"about_ca_topic_score_gemma":0.00013387171,"teacher_disagreement_score":0.81932473,"about_ca_system_score_codex":0.00000981252,"about_ca_system_score_gemma":0.000017996643,"threshold_uncertainty_score":0.49612847},"labels":[],"label_agreement":null},{"id":"W1968874418","doi":"10.2118/117709-pa","title":"An Innovative Methodology for Designing Cement-Sheath Integrity Exposed to Steam Stimulation","year":2010,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Total (Canada)","funders":"","keywords":"Casing; Steam injection; Petroleum engineering; Workover; Cement; Viscosity; Oil well; Thermal; Fossil fuel; Mechanical engineering; Environmental science; Engineering; Geotechnical engineering; Materials science; Waste management; Composite material","score_opus":0.09322510151155337,"score_gpt":0.3233569818390063,"score_spread":0.2301318803274529,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1968874418","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40557593,0.000009077197,0.5926103,0.000022299098,0.0009614575,0.00029069107,0.000009857572,0.00038473654,0.0001356328],"genre_scores_gemma":[0.7101272,0.0000027324506,0.28924865,0.00003378985,0.00035999852,0.00003955052,0.00013261095,0.000046928908,0.00000856811],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879926,0.000052413998,0.00034924477,0.00029877754,0.00014454502,0.0003557579],"domain_scores_gemma":[0.9990095,0.0003379381,0.000046070512,0.00026860548,0.00022555626,0.00011231358],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009205316,0.00022201719,0.00027787487,0.00026107725,0.0001307103,0.000057679754,0.00015760037,0.00014613938,0.000027730177],"category_scores_gemma":[0.00024156402,0.00024569445,0.000049862916,0.0003683175,0.00001906081,0.00017445617,0.00001546708,0.0004080405,0.000017519054],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001888122,0.000012850282,0.00021407154,0.000028878729,0.000016080594,3.226577e-7,0.0005643173,0.48958066,0.50040865,0.0010812023,0.00004061297,0.008033486],"study_design_scores_gemma":[0.0004320443,0.00019056271,0.001473593,0.000045373017,0.000016878961,0.0000027402357,0.000105181156,0.84973377,0.14301753,0.0009124377,0.0037372576,0.00033260076],"about_ca_topic_score_codex":0.00002223091,"about_ca_topic_score_gemma":0.00002936286,"teacher_disagreement_score":0.3601531,"about_ca_system_score_codex":0.00008177283,"about_ca_system_score_gemma":0.000015765821,"threshold_uncertainty_score":0.9999995},"labels":[],"label_agreement":null},{"id":"W1969321603","doi":"10.2118/112626-ms","title":"Optimized Deepwater Cement Design for Record-Length Expandable Liner","year":2008,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Casing; Cement; Slurry; Geotechnical engineering; Oil well; Petroleum engineering; Drilling; Canyon; Geology; Materials science; Engineering; Composite material; Mechanical engineering","score_opus":0.03958821000052872,"score_gpt":0.2147178530018,"score_spread":0.17512964300127126,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969321603","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0118248435,0.00030429408,0.98448074,0.000030620107,0.00069556944,0.00028269348,0.000006300138,0.00054315134,0.0018318077],"genre_scores_gemma":[0.57410157,0.0011016453,0.42072436,0.00014443375,0.00048095427,0.00029094898,0.000063004845,0.00017308113,0.0029200185],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991984,0.000008335231,0.00019518974,0.00015755062,0.0000883537,0.00035220763],"domain_scores_gemma":[0.99960303,0.00007736362,0.000013543218,0.00019769734,0.000025568419,0.000082773935],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013779213,0.00016538445,0.00018884994,0.00005657722,0.00005905837,0.000017694898,0.00011213311,0.00006815426,0.000068729474],"category_scores_gemma":[0.000015162081,0.0001532701,0.000070543254,0.00005371933,0.000010054348,0.000086361906,0.000014571026,0.00008639089,0.000073123396],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016856093,0.000013615034,0.00001108504,0.00003177822,0.000066664,0.0000060521743,0.00023215226,0.9811434,0.0015884095,0.000021512114,0.01539149,0.0014769809],"study_design_scores_gemma":[0.0009569672,0.000055471628,0.000010408259,0.000022411054,0.000024941442,0.000007882329,0.000009623968,0.849169,0.019697841,0.00006369043,0.12970433,0.0002774279],"about_ca_topic_score_codex":0.0000108287,"about_ca_topic_score_gemma":7.897951e-7,"teacher_disagreement_score":0.56375635,"about_ca_system_score_codex":0.000040817336,"about_ca_system_score_gemma":0.000008276094,"threshold_uncertainty_score":0.6250173},"labels":[],"label_agreement":null},{"id":"W1969768554","doi":"10.2118/2001-069","title":"Environmentally Friendlier Drilling Mud Base Fluids","year":2001,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Petroleum engineering; Drilling; Base (topology); Computer science; Process engineering; Geology; Engineering; Mechanical engineering; Mathematics","score_opus":0.009284853044878862,"score_gpt":0.18226129166863592,"score_spread":0.17297643862375706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1969768554","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68881273,0.0002137853,0.07409456,0.00052598905,0.0025960514,0.00007367384,0.000107447246,0.00032665703,0.23324908],"genre_scores_gemma":[0.99635935,0.00019759046,0.00060307805,0.00013253039,0.00025945858,0.000014292991,0.00006800536,0.00003744384,0.0023282727],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990504,0.0000060677926,0.00018684288,0.00019891375,0.00019127724,0.0003665049],"domain_scores_gemma":[0.99938774,0.000020750624,0.000014285994,0.00017902718,0.000029971901,0.00036824378],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000069640795,0.00017401876,0.00011507185,0.0002417241,0.00006315824,0.00009930311,0.0003085531,0.00007351299,0.0018844166],"category_scores_gemma":[0.000018030974,0.00020925152,0.000052670384,0.00007142882,0.000032174354,0.00016752456,0.000016240496,0.00019022166,0.0003829003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004208248,0.000008909521,0.0058219577,0.000010840924,0.00008771213,0.00016081521,0.00014508997,0.9789494,0.004335294,0.0053826086,0.0021750964,0.00291803],"study_design_scores_gemma":[0.00018866148,0.000009166232,0.0018103919,0.000036832702,0.000006247619,0.000036193167,0.00004535968,0.71572363,0.00062280166,0.00012676632,0.28113243,0.00026153066],"about_ca_topic_score_codex":0.002857775,"about_ca_topic_score_gemma":0.008040547,"teacher_disagreement_score":0.3075466,"about_ca_system_score_codex":0.00039720934,"about_ca_system_score_gemma":0.000067968474,"threshold_uncertainty_score":0.99902797},"labels":[],"label_agreement":null},{"id":"W1970013199","doi":"10.2118/107050-ms","title":"Abrasive Perforating via Coiled Tubing Revisited","year":2007,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Abrasive; Coiled tubing; Tortuosity; Hydraulic fracturing; Petroleum engineering; Wellbore; Geology; Geotechnical engineering; Mechanical engineering; Engineering; Porosity","score_opus":0.00905055940055492,"score_gpt":0.22202307381176026,"score_spread":0.21297251441120535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970013199","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7225931,0.0010572413,0.2695673,0.000041134517,0.0004245228,0.00018600965,0.0000063231755,0.0004288738,0.0056954687],"genre_scores_gemma":[0.99814117,0.0006441049,0.0005668163,0.000032911877,0.00023135306,0.0000113904,0.00010404838,0.00004612544,0.00022206275],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984029,0.00003876274,0.0005697529,0.000375018,0.0001804507,0.00043313115],"domain_scores_gemma":[0.99933267,0.000098717144,0.00009889708,0.00017770956,0.00011890467,0.00017312547],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000670838,0.00031402797,0.0003330893,0.00024498152,0.0002183691,0.00024756422,0.00008218055,0.0001702587,0.00016215554],"category_scores_gemma":[0.00004360633,0.00033810915,0.0001151444,0.0002098732,0.00006354369,0.00042387962,0.000047197937,0.00036202394,0.000042433014],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029737415,0.00028817228,0.01237352,0.0053653405,0.0006169052,0.00017880397,0.0072945473,0.03458188,0.25621557,0.010269156,0.0016764224,0.6708423],"study_design_scores_gemma":[0.0022699183,0.0003176915,0.0038500119,0.0047363145,0.00014971677,0.00014719015,0.0020403808,0.93195844,0.0500015,0.0017412475,0.0016393993,0.0011482108],"about_ca_topic_score_codex":0.000066988876,"about_ca_topic_score_gemma":0.00003438781,"teacher_disagreement_score":0.89737654,"about_ca_system_score_codex":0.000057649875,"about_ca_system_score_gemma":0.000007579836,"threshold_uncertainty_score":0.9999071},"labels":[],"label_agreement":null},{"id":"W1970039628","doi":"10.2118/08-04-21","title":"Compaction Resistant Wellbore for Sand-Producing Wells","year":2008,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Compaction; Deformation (meteorology); Casing; Geotechnical engineering; Petroleum engineering; Wellbore; Oil sands; Geology; Materials science; Asphalt; Composite material","score_opus":0.010234400344293525,"score_gpt":0.18414771437924793,"score_spread":0.1739133140349544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970039628","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9469493,0.004920997,0.032311916,0.004317888,0.0031408393,0.00018536104,0.00004222435,0.0004917282,0.00763977],"genre_scores_gemma":[0.9950825,0.0004263424,0.0040418645,0.000032528827,0.0002190438,0.0000030041747,0.000001783726,0.000040358507,0.0001525748],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99906725,0.000004820194,0.00034961355,0.00009716952,0.000105262385,0.0003758999],"domain_scores_gemma":[0.99942034,0.000027094133,0.000079586025,0.0001782662,0.0000942063,0.00020047538],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001701893,0.00013394213,0.00027905975,0.0023057542,0.00010535919,0.00001195599,0.00019290794,0.0001709271,0.0000117906575],"category_scores_gemma":[0.000057889556,0.00013760135,0.00009391937,0.00047810964,0.000043038504,0.00009077682,0.000004447855,0.00035926516,0.0000073813853],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052811323,0.000019899237,0.0018990712,0.00016121219,0.00027932614,0.00041081788,0.00025097153,0.84667474,0.04499649,0.0013281261,0.099282354,0.0046441904],"study_design_scores_gemma":[0.0010906546,0.00034126663,0.0015057735,0.00016993722,0.00005608425,0.0017127404,0.00015295614,0.04756376,0.04054231,0.0005896854,0.90586615,0.00040866085],"about_ca_topic_score_codex":0.0009793532,"about_ca_topic_score_gemma":0.003358992,"teacher_disagreement_score":0.8065838,"about_ca_system_score_codex":0.0003002148,"about_ca_system_score_gemma":0.0001330802,"threshold_uncertainty_score":0.561122},"labels":[],"label_agreement":null},{"id":"W1970049463","doi":"10.2118/163456-ms","title":"White Rose Project Drilling and Completion Performance Evolution: A Case Study","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Drilling; Completion (oil and gas wells); Torque; Petroleum engineering; Engineering; Marine engineering; Vibration; Well control; Trajectory; Mechanical engineering","score_opus":0.011378041898629657,"score_gpt":0.19679791642770927,"score_spread":0.18541987452907963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970049463","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96099687,0.00012320656,0.03587761,0.000006104901,0.00015922956,0.00034904978,5.6323586e-7,0.0005483539,0.0019390135],"genre_scores_gemma":[0.9982684,0.000019777528,0.0013601338,0.000004389345,0.000074164505,0.000049470695,0.0000013491207,0.000023328726,0.00019898982],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99946076,0.000007488512,0.00014273472,0.00012610636,0.00008006703,0.00018285801],"domain_scores_gemma":[0.9997745,0.00001406216,0.000008878739,0.00012642419,0.000029551953,0.000046575056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008933993,0.00012137297,0.000113375856,0.000085508145,0.00008239711,0.00006129761,0.000035280227,0.00003109449,0.000028692277],"category_scores_gemma":[0.0000033492108,0.000111096044,0.00001517327,0.00013734732,0.000010312606,0.0002222467,0.000017615917,0.00010099845,0.00003830841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002399486,0.00006261773,0.09000626,0.0002513703,0.0000650721,0.00011049571,0.003322573,0.89619625,0.0005373724,0.00006110633,0.00081865327,0.008565836],"study_design_scores_gemma":[0.00022847802,0.000058201993,0.011404359,0.000019959783,0.0000090835165,0.00044279377,0.0013370325,0.98607934,0.00004244696,0.000003956183,0.00020864762,0.00016571821],"about_ca_topic_score_codex":0.00028771863,"about_ca_topic_score_gemma":0.000029063334,"teacher_disagreement_score":0.08988308,"about_ca_system_score_codex":0.000037201135,"about_ca_system_score_gemma":0.0000040614227,"threshold_uncertainty_score":0.45303652},"labels":[],"label_agreement":null},{"id":"W1970331139","doi":"10.2118/163904-ms","title":"First Field Application of 2-7/8\" Scale Removal Tool for Offshore Well Abandonment","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wireline; Scale (ratio); Submarine pipeline; Marine engineering; Petroleum engineering; Engineering; Geology; Computer science; Geotechnical engineering; Telecommunications; Physics","score_opus":0.0034088751677178782,"score_gpt":0.17256647503543107,"score_spread":0.1691575998677132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970331139","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10315263,0.000057478894,0.88555163,0.000095447824,0.0001441233,0.00038723738,0.0000028881634,0.00020437538,0.0104041705],"genre_scores_gemma":[0.9849776,0.000035528155,0.014212084,0.000021915252,0.00007057656,0.000116234245,0.000006780053,0.000019071142,0.0005402002],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995858,9.392522e-7,0.00014979694,0.00008182985,0.0000586516,0.00012297911],"domain_scores_gemma":[0.99973917,0.000052553412,0.000011532453,0.00015114581,0.000018383527,0.000027214965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000043022927,0.00007507568,0.00009854916,0.00002699808,0.000016451755,0.0000093255485,0.00006692605,0.000048121696,0.000080808386],"category_scores_gemma":[0.000005093702,0.00007031597,0.000046500874,0.000043338372,0.0000049443643,0.000051474326,0.0000081546605,0.000036554826,0.000041907635],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008663541,0.000038878872,0.0012330116,0.00065329846,0.000054220192,2.8532105e-7,0.0002330967,0.8883832,0.015853265,0.0012299077,0.02063215,0.071679994],"study_design_scores_gemma":[0.00019266865,0.000022617229,0.0007825825,0.00001846823,0.0000074354557,0.0000015725241,0.000011068445,0.8830459,0.06832701,0.00014721064,0.047326796,0.00011666747],"about_ca_topic_score_codex":0.00004200727,"about_ca_topic_score_gemma":0.000009265494,"teacher_disagreement_score":0.881825,"about_ca_system_score_codex":0.000014635839,"about_ca_system_score_gemma":0.0000014742125,"threshold_uncertainty_score":0.28674018},"labels":[],"label_agreement":null},{"id":"W1970487256","doi":"10.2118/1108-0080-jpt","title":"Technology Focus: Drilling and Completion Fluids (November 2008)","year":2008,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Drilling fluid; Completion (oil and gas wells); Drilling; Petroleum engineering; Productivity; Mindset; Computer science; Emerging technologies; Quality (philosophy); Risk analysis (engineering); Work (physics); Sorting; Drill; Engineering; Mechanical engineering; Business; Economics; Artificial intelligence","score_opus":0.006449763750794747,"score_gpt":0.18639423933971985,"score_spread":0.1799444755889251,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970487256","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8372274,0.0084613785,0.15130511,0.0009305886,0.0005728613,0.000040478,0.0000022159143,0.0006303687,0.0008295644],"genre_scores_gemma":[0.9896258,0.0019207525,0.008179916,0.000011630433,0.00015529705,0.0000029089397,5.563132e-7,0.000043168377,0.00005993004],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890065,0.0000072255675,0.0004741002,0.00012910126,0.00015639413,0.00033255486],"domain_scores_gemma":[0.9994997,0.000031220057,0.00010195271,0.00019631328,0.00010152389,0.000069313755],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015561891,0.00019218735,0.00042226363,0.0013149182,0.00008315373,0.000010695865,0.00022421849,0.0003493841,0.00001586099],"category_scores_gemma":[0.00005906927,0.00018615217,0.00006975819,0.00048916566,0.00016824059,0.000121478806,0.00004459371,0.0006840749,0.0000147154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059013633,0.00017335927,0.0470906,0.0002560857,0.00077141187,0.0013479822,0.00034679647,0.44538316,0.40704522,0.011259357,0.008852797,0.07741422],"study_design_scores_gemma":[0.0058897804,0.001708154,0.005401278,0.0007945167,0.0002442793,0.03843181,0.0007328845,0.4899999,0.17409024,0.016335025,0.26455694,0.0018151811],"about_ca_topic_score_codex":0.0000016601105,"about_ca_topic_score_gemma":0.0000019852748,"teacher_disagreement_score":0.25570416,"about_ca_system_score_codex":0.00007880154,"about_ca_system_score_gemma":0.000019164425,"threshold_uncertainty_score":0.7591065},"labels":[],"label_agreement":null},{"id":"W1970620660","doi":"10.2118/156902-ms","title":"Simulator and the First Field Test Results of an Automated Early Kick Detection System That Uses Standpipe Pressure and Annular Discharge Pressure","year":2012,"lang":"en","type":"article","venue":"SPE/IADC Managed Pressure Drilling and Underbalanced Operations Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Underbalanced drilling; Casing; Well control; Drilling; Petroleum engineering; Drilling fluid; Rate of penetration; Pressure control; Natural gas field; Pressure measurement; Marine engineering; Volume (thermodynamics); Volumetric flow rate; Metre; Flow measurement; Geology; Engineering; Mechanical engineering; Mechanics; Natural gas","score_opus":0.009124980428978833,"score_gpt":0.20687336190847613,"score_spread":0.1977483814794973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970620660","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84430164,0.023920758,0.12597126,0.00042452427,0.00060400565,0.0016142793,0.00055133336,0.0015701673,0.0010420174],"genre_scores_gemma":[0.9979191,0.0014178699,0.00032913624,0.000017970931,0.00011848189,0.000031385203,0.00004202578,0.000029195133,0.00009487083],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886674,0.00007234416,0.00031179836,0.00030285344,0.0001639128,0.0002823833],"domain_scores_gemma":[0.99924105,0.00023260665,0.000062906634,0.00025949435,0.00007942791,0.00012448205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038069888,0.00026646786,0.000338797,0.000092971495,0.0004408183,0.00024646916,0.00007454278,0.00018439288,0.0000027581245],"category_scores_gemma":[0.00006545855,0.00021337191,0.000028976456,0.00011254773,0.00011119864,0.0007472496,0.000041714808,0.0002447762,4.7384174e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039872757,0.000089128145,0.009004648,0.0043487474,0.00072865514,0.0000038010267,0.011272697,0.9533986,0.009219685,0.006888108,0.00015768154,0.0044895383],"study_design_scores_gemma":[0.0015156872,0.0000864346,0.00666365,0.00041650786,0.0003479969,0.000014775758,0.0006377775,0.982457,0.0058843065,0.0000677621,0.0016158392,0.00029230717],"about_ca_topic_score_codex":0.00018774532,"about_ca_topic_score_gemma":0.0001361873,"teacher_disagreement_score":0.15361741,"about_ca_system_score_codex":0.000005930214,"about_ca_system_score_gemma":0.0000066329103,"threshold_uncertainty_score":0.8701054},"labels":[],"label_agreement":null},{"id":"W1970723362","doi":"10.4043/19159-ms","title":"Steering Response for Directional Wells in Soft Formations in Deepwater Developments","year":2008,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Overburden; Geology; Submarine pipeline; Directional drilling; Drilling; Measurement while drilling; Drill; Geotechnical engineering; Petroleum engineering; Engineering; Mechanical engineering","score_opus":0.01616532901158191,"score_gpt":0.20801065818670827,"score_spread":0.19184532917512637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970723362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8748798,0.00012690185,0.1231477,0.0001963656,0.00020179963,0.00020276627,0.0000052060486,0.0005974872,0.00064197124],"genre_scores_gemma":[0.99024916,0.00006475535,0.009410777,0.000010298203,0.00000836251,0.00010483914,0.000008668928,0.000020580297,0.00012254965],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925387,0.0000063929942,0.00022577673,0.00014702932,0.00006425123,0.00030265958],"domain_scores_gemma":[0.99973536,0.000060033253,0.000014314964,0.00013225779,0.00003187011,0.000026153328],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015197467,0.0001292732,0.00016300414,0.00047464078,0.000050664483,0.000008436138,0.00015957656,0.00017497798,0.00001967715],"category_scores_gemma":[0.000060101283,0.00014924681,0.00002040105,0.00028734436,0.000047635032,0.00010525923,0.000029071067,0.00021483397,0.00003040482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025194735,0.0001531271,0.15295997,0.00030001308,0.000107670174,0.00013827527,0.0060104504,0.7206135,0.033677716,0.0030895767,0.0015032438,0.081194505],"study_design_scores_gemma":[0.001905205,0.00007286345,0.11448994,0.00038441666,0.000007403244,0.00013994117,0.0003557755,0.806822,0.037901755,0.002437257,0.034581196,0.00090226147],"about_ca_topic_score_codex":0.0000071254426,"about_ca_topic_score_gemma":0.000092604976,"teacher_disagreement_score":0.11536937,"about_ca_system_score_codex":0.00009441796,"about_ca_system_score_gemma":0.00004224793,"threshold_uncertainty_score":0.6086108},"labels":[],"label_agreement":null},{"id":"W1970857384","doi":"10.2118/84582-ms","title":"MacKay River SAGD Project Benefits From New Slant Rig Design","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Drilling; Oil sands; Steam-assisted gravity drainage; Petroleum engineering; Drilling rig; Schedule; Engineering; Directional drilling; Completion (oil and gas wells); Winch; Marine engineering; Asphalt; Mechanical engineering; Computer science","score_opus":0.030352492103979924,"score_gpt":0.22547092687474485,"score_spread":0.19511843477076493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1970857384","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11211809,0.0014081466,0.87292844,0.00009054645,0.00035802994,0.00046079193,0.00012615098,0.0013729553,0.011136825],"genre_scores_gemma":[0.9873774,0.00070930866,0.011574768,0.000034463446,0.0001105058,0.000011211764,0.0000359485,0.000026819827,0.000119559285],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991641,0.000021330661,0.0001863727,0.0002355636,0.00012946749,0.00026314496],"domain_scores_gemma":[0.9996274,0.00005128326,0.000017915614,0.00015748489,0.00003582627,0.00011005027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011213842,0.00018570597,0.00018617514,0.000069906,0.000045447956,0.00005219056,0.00007665869,0.00016140597,0.00008064921],"category_scores_gemma":[0.000035215508,0.00017607295,0.000040711016,0.00013137495,0.000036938396,0.00018289484,0.000016796317,0.00021967068,0.00005687881],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024469564,0.00034441325,0.001183671,0.00046431815,0.00037206017,0.00021430082,0.0057023843,0.21616887,0.16431506,0.15302819,0.14230892,0.31565312],"study_design_scores_gemma":[0.007002026,0.0018096445,0.01664508,0.003310641,0.00048610853,0.0003057094,0.0011392083,0.24614783,0.36933342,0.20277005,0.14431311,0.0067371563],"about_ca_topic_score_codex":0.00014969762,"about_ca_topic_score_gemma":0.000022737964,"teacher_disagreement_score":0.87525934,"about_ca_system_score_codex":0.00002851497,"about_ca_system_score_gemma":0.00003340189,"threshold_uncertainty_score":0.71800464},"labels":[],"label_agreement":null},{"id":"W1971306654","doi":"10.2118/122205-ms","title":"Real-Time Monitoring of Downhole ECDs for Parasite Aeration Using a Simple Spreadsheet Calculation","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Aeration; Casing; Drill string; Annulus (botany); Drilling; Underbalanced drilling; Petroleum engineering; Pressure control; Drill; Pressure measurement; Pressure sensor; Geology; Environmental science; Engineering; Mechanical engineering; Materials science; Drilling fluid; Waste management","score_opus":0.013318554834625613,"score_gpt":0.2574277549422013,"score_spread":0.24410920010757572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971306654","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6731424,0.000022987553,0.3250502,0.000004171437,0.00011344071,0.00012803146,0.0000045586503,0.00028247738,0.0012517524],"genre_scores_gemma":[0.970391,0.000012788435,0.02931338,0.0000018186421,0.00017223936,0.0000039853194,0.000022331678,0.000020854968,0.00006163467],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942845,0.0000042658808,0.00021181344,0.00009992567,0.000084395346,0.0001711351],"domain_scores_gemma":[0.9997422,0.000031786498,0.000023141069,0.0001258209,0.000037554408,0.000039460585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009482898,0.00010795238,0.0001445186,0.000076310615,0.000035285437,0.000021348464,0.0000425667,0.00006305219,0.000007630674],"category_scores_gemma":[0.00001148776,0.0001145332,0.000045009212,0.00010894271,0.000003820914,0.00014920454,0.0000031664476,0.000038119564,0.0000037722252],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028551128,0.0000046195687,0.0003638436,0.000023599643,0.000007780885,1.8271066e-7,0.000054308715,0.7170483,0.28086665,0.00006586882,0.00003881521,0.001523161],"study_design_scores_gemma":[0.00015880508,0.000029270728,0.0020217851,0.000032428004,0.000014562949,7.9029616e-7,0.000009024995,0.85822177,0.13922472,0.0001029111,0.000068621994,0.00011530392],"about_ca_topic_score_codex":0.000024511939,"about_ca_topic_score_gemma":7.7985044e-7,"teacher_disagreement_score":0.2972486,"about_ca_system_score_codex":0.000049313217,"about_ca_system_score_gemma":0.000005486349,"threshold_uncertainty_score":0.46705282},"labels":[],"label_agreement":null},{"id":"W1971521096","doi":"10.2118/90752-ms","title":"Drilling Optimization Using Bit Selection Expert System and ROP Prediction Algorithm Improves Drilling Performance and Enhances Operational Decision Making by Reducing Performance Uncertainties","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Computer science; Expert system; Rate of penetration; Algorithm; Drill bit; Artificial intelligence; Engineering; Mechanical engineering","score_opus":0.00820592756237705,"score_gpt":0.21787890149503145,"score_spread":0.20967297393265438,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971521096","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48207787,0.0005377075,0.51679564,0.000010806646,0.00012604194,0.000116513496,0.000010599681,0.00026761726,0.000057212324],"genre_scores_gemma":[0.94866776,0.004026882,0.047013637,0.000012290805,0.00018842831,0.000019528803,0.000036878424,0.000029925632,0.0000046481855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876946,0.000013394206,0.00037168275,0.00036296554,0.00021104646,0.0002714621],"domain_scores_gemma":[0.99962187,0.00003268213,0.000059018494,0.00008328038,0.00012637652,0.00007680247],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023137039,0.0002438009,0.0002270989,0.00015489553,0.0003913479,0.00020334747,0.00005004517,0.00018467913,0.0000029944204],"category_scores_gemma":[0.000016927348,0.00024491394,0.00002259848,0.00017902888,0.000077388395,0.0010898247,0.000036365676,0.00023105557,6.437568e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001776435,0.000008631537,0.00009265656,0.00018700825,0.000012308591,6.1144345e-7,0.00036146818,0.8928105,0.05033262,0.00013264663,0.00001620191,0.05602754],"study_design_scores_gemma":[0.00028097013,0.0001412503,0.00023685589,0.0015624813,0.000019472322,0.00008313416,0.00034208898,0.9776841,0.019278215,0.000048649243,0.00004765673,0.00027512692],"about_ca_topic_score_codex":0.000038211234,"about_ca_topic_score_gemma":0.0000026993882,"teacher_disagreement_score":0.469782,"about_ca_system_score_codex":0.00015764312,"about_ca_system_score_gemma":0.000025944053,"threshold_uncertainty_score":0.9987301},"labels":[],"label_agreement":null},{"id":"W1971783824","doi":"10.2118/01-10-ge","title":"The First Five Years of the Bachelor of Applied Petroleum Engineering Technology Degree Program at the Southern Alberta Institute of Technology","year":2001,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"SAIT Polytechnic","funders":"","keywords":"Bachelor; Engineering; Degree program; Engineering management; Petroleum; Bachelor degree; Medical education; Mathematics education; Mathematics; Geography; Medicine; Geology; Archaeology","score_opus":0.004630036031700818,"score_gpt":0.16723464858198897,"score_spread":0.16260461255028816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1971783824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98723084,0.0027921842,0.00043757466,0.0060955784,0.00079122,0.00028389037,0.000024105146,0.00016585605,0.002178763],"genre_scores_gemma":[0.99853396,0.000405872,0.0006673271,0.000010745147,0.00005563128,0.00003469279,9.217738e-7,0.00006368528,0.0002271715],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9980206,0.000008108571,0.00087925326,0.00017461934,0.00026963427,0.0006477738],"domain_scores_gemma":[0.99831766,0.000108958135,0.00045082715,0.0008410596,0.00018264317,0.00009884307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031574527,0.00028231376,0.0005969259,0.002343375,0.00013822381,0.000012598074,0.0016258713,0.0005680065,0.000009718098],"category_scores_gemma":[0.00026943334,0.00019291478,0.00019833898,0.0026737684,0.0007363656,0.000053378943,0.00015810372,0.0010171608,0.0000065313357],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012261508,0.00010038174,0.0107873,0.00026978145,0.001458035,0.000103803715,0.0007096538,0.78289527,0.017152747,0.016061371,0.0011611452,0.1691779],"study_design_scores_gemma":[0.002005159,0.00059787306,0.003927907,0.0006304516,0.00032961246,0.0014293459,0.0025560735,0.032973845,0.038724843,0.0011983187,0.914905,0.00072154833],"about_ca_topic_score_codex":0.001704521,"about_ca_topic_score_gemma":0.062226016,"teacher_disagreement_score":0.91374385,"about_ca_system_score_codex":0.0002701275,"about_ca_system_score_gemma":0.00020256166,"threshold_uncertainty_score":0.9548859},"labels":[],"label_agreement":null},{"id":"W1972015106","doi":"10.5539/mas.v5n3p15","title":"Theory and Application of Buoyancy in Wells","year":2011,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Buoyancy; Drill string; Drag; Wellhead; Mechanics; Piston (optics); Torque; Drill pipe; Hamilton's principle; Drill; Engineering; Physics; Classical mechanics; Mechanical engineering; Thermodynamics","score_opus":0.006854738470453159,"score_gpt":0.18013970694545617,"score_spread":0.17328496847500302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972015106","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18349797,0.000105537336,0.79184926,7.450549e-7,0.000030972828,0.00007070943,4.6626403e-7,0.00006993805,0.02437439],"genre_scores_gemma":[0.9976159,0.000016570568,0.0023298692,0.000004632081,0.0000053925914,0.000012090983,1.6499325e-7,0.000007750834,0.0000076635615],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995644,0.0000019241395,0.000094745024,0.00012397928,0.000083192055,0.00013173114],"domain_scores_gemma":[0.99980074,0.00001449484,0.000010483773,0.00013425067,0.000006980527,0.000033034372],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037111162,0.000054750737,0.00006879436,0.0000946986,0.00001814969,0.000005408632,0.00012670775,0.000021135296,0.0000026259847],"category_scores_gemma":[0.0000041958433,0.00005484519,0.0000057340912,0.00021499996,0.00010301083,0.00005491073,0.00002052501,0.000051654813,0.000005239564],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000067480055,0.000015931219,0.0006513285,0.00005975881,0.0000022235724,3.6834956e-7,0.0031732633,0.093369834,0.783103,0.058886927,0.0000018740217,0.060728744],"study_design_scores_gemma":[0.000082916216,0.000003563219,0.004818559,0.000008893664,0.0000015172205,6.498362e-7,0.000033530843,0.8832797,0.09215821,0.019497659,0.00002901527,0.000085799256],"about_ca_topic_score_codex":0.000007624557,"about_ca_topic_score_gemma":0.0000015236584,"teacher_disagreement_score":0.8141179,"about_ca_system_score_codex":0.000013142004,"about_ca_system_score_gemma":0.0000058790547,"threshold_uncertainty_score":0.22365218},"labels":[],"label_agreement":null},{"id":"W1972574991","doi":"10.2118/08-06-02","title":"Effect of Oxidation On Explosion Potential And Barite Sag Reduction In Oil- And Synthetic-Based Drilling Fluids","year":2008,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling fluid; Drilling; Petroleum engineering; Rheology; Shear (geology); Viscosity; Geology; Materials science; Composite material; Metallurgy; Petrology","score_opus":0.00313501648039852,"score_gpt":0.1655762189222357,"score_spread":0.16244120244183718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972574991","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9970364,0.0007462577,0.0015023765,0.00031501727,0.0002356461,0.000017318986,0.0000015471732,0.000034213215,0.00011121542],"genre_scores_gemma":[0.99826986,0.0010574779,0.0005945158,0.0000037598625,0.000043833825,0.0000017271616,8.6696946e-7,0.000018611892,0.000009329775],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936086,0.00001979336,0.00026343932,0.000085588115,0.00009490678,0.00017538494],"domain_scores_gemma":[0.9997017,0.000031601954,0.000053492375,0.00008839486,0.000027030179,0.00009779174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022994347,0.00010822287,0.00023576949,0.0024900066,0.00003675054,0.0000066073535,0.000060325838,0.00016427852,0.0000027587444],"category_scores_gemma":[0.00005549032,0.000107334316,0.000030612802,0.000288799,0.00005472263,0.00007271368,0.000004420925,0.00028545098,4.938977e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000761148,0.000011815234,0.0014193722,0.0001783626,0.00003524419,0.00015931792,0.000076944925,0.59661233,0.3231674,0.00008780761,0.00004943811,0.07812585],"study_design_scores_gemma":[0.0024319533,0.0016705623,0.0014925575,0.0010356216,0.00007244303,0.0017919324,0.00007945261,0.497827,0.49016556,0.000081544196,0.002978041,0.0003733326],"about_ca_topic_score_codex":0.00036582473,"about_ca_topic_score_gemma":0.00035383517,"teacher_disagreement_score":0.16699815,"about_ca_system_score_codex":0.000106031905,"about_ca_system_score_gemma":0.000033455064,"threshold_uncertainty_score":0.43769664},"labels":[],"label_agreement":null},{"id":"W1972666626","doi":"10.1190/1.2737102","title":"The role of geomechanics in integrated reservoir modeling","year":2007,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Geology; Petroleum engineering; Geotechnical engineering","score_opus":0.011018240288841429,"score_gpt":0.212106253727554,"score_spread":0.20108801343871258,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1972666626","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7080177,0.0031654204,0.27776113,0.00005394714,0.0006671121,0.00013301427,0.000001720439,0.0003183515,0.009881586],"genre_scores_gemma":[0.99946886,0.0001226786,0.00017887983,0.000004889337,0.0000694272,0.0000028569125,0.0000011472052,0.000028717517,0.00012252889],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993331,0.000010870398,0.0002151965,0.00006889846,0.000091803384,0.00028013057],"domain_scores_gemma":[0.99954337,0.0001659605,0.000015411473,0.00022795709,0.000022183149,0.000025133713],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009594642,0.00009239497,0.000107578904,0.0000715195,0.00005659589,0.000017421542,0.00025804804,0.00005344105,0.0000013550911],"category_scores_gemma":[0.000054847125,0.00005906105,0.00003405517,0.0002885516,0.0000123347645,0.00003967899,0.000024563291,0.0002912657,0.000017975553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000051761062,0.0000026441767,0.00003314471,0.000011099763,0.000009600443,8.840386e-7,0.0005533529,0.980536,0.008344948,0.0023503788,0.000038637078,0.008114163],"study_design_scores_gemma":[0.000064329484,0.0000054160037,0.000008335966,0.000063352716,0.0000034717918,0.0000016658576,0.00037029875,0.97973746,0.012768861,0.002087107,0.0048174537,0.00007221723],"about_ca_topic_score_codex":0.000041632666,"about_ca_topic_score_gemma":0.00009953641,"teacher_disagreement_score":0.29145116,"about_ca_system_score_codex":0.000055663906,"about_ca_system_score_gemma":0.000006592638,"threshold_uncertainty_score":0.24084397},"labels":[],"label_agreement":null},{"id":"W1973164706","doi":"10.2118/112608-ms","title":"Installing 56 Surface Casing Strings in 40 Well Slots Successfully in Bohai Bay, China","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Wellhead; Casing; Drilling; Completion (oil and gas wells); Geology; Submarine pipeline; Workover; Installation; Marine engineering; Drill; Underwater; Petroleum engineering; Engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.006889834703181924,"score_gpt":0.1791967084792441,"score_spread":0.17230687377606219,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973164706","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9600873,0.00052309566,0.015281475,0.00003101364,0.00031920872,0.00012085364,0.000001625819,0.0005510763,0.023084339],"genre_scores_gemma":[0.99640065,0.00041724884,0.0025836742,0.000013935067,0.00006941572,0.0000037119576,0.000005038249,0.00007377026,0.00043256962],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99858224,0.000015034049,0.00040684087,0.00026275124,0.00017742037,0.0005556812],"domain_scores_gemma":[0.99959785,0.000054595945,0.000020972426,0.00021357277,0.000013066057,0.00009993785],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021164693,0.0002634732,0.00029918097,0.00024482564,0.000053372278,0.00003827156,0.00019027507,0.00012899886,0.000051461466],"category_scores_gemma":[0.000020341236,0.0002932011,0.000065469874,0.000580682,0.000021788606,0.00030359993,0.000041475956,0.00044579778,0.000046183337],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000051575516,0.000019118339,0.026105199,0.00007129128,0.000008934253,0.00014121932,0.000584126,0.97105646,0.0014251737,0.00007382066,0.00005832831,0.0004511968],"study_design_scores_gemma":[0.0008249963,0.000011930174,0.030009467,0.00021584808,0.0000039932956,0.000041958156,0.00009936034,0.9612011,0.0052728853,0.00004025786,0.0017609929,0.0005172526],"about_ca_topic_score_codex":0.000760244,"about_ca_topic_score_gemma":0.00045880335,"teacher_disagreement_score":0.036313325,"about_ca_system_score_codex":0.00016773769,"about_ca_system_score_gemma":0.000022992735,"threshold_uncertainty_score":0.999952},"labels":[],"label_agreement":null},{"id":"W1973179031","doi":"10.2118/167477-ms","title":"Innovative Applications of Downhole Temperature Data","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"University of Oklahoma","keywords":"Petroleum engineering; Geology; Computer science","score_opus":0.00800552230717931,"score_gpt":0.1995992318844087,"score_spread":0.19159370957722938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973179031","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.086918235,0.0009936224,0.7211908,0.0002038749,0.00037206357,0.0008999537,0.00014297866,0.0017543156,0.18752414],"genre_scores_gemma":[0.99336046,0.0000181745,0.005998815,0.000014730975,0.00004615449,0.000031391424,0.00006934583,0.000013167615,0.0004477721],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996959,0.0000013349509,0.000102777645,0.000075864664,0.000045365367,0.000078773875],"domain_scores_gemma":[0.9995312,0.000013876725,0.0000071299914,0.00037405055,0.000052760985,0.000021001773],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003220346,0.000056095745,0.00006761309,0.000042116626,0.0000104566725,0.00001228788,0.00018485248,0.000033875614,0.00012881502],"category_scores_gemma":[0.0000051323414,0.00004864944,0.0000051867833,0.000313443,0.000009514488,0.00012715871,0.000033098775,0.00007475197,0.00009729973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.4505834e-7,0.00005163443,0.0004917429,0.00035639995,0.00016895916,4.975311e-7,0.00030990248,0.38338092,0.4220975,0.0128495535,0.12149201,0.058800127],"study_design_scores_gemma":[0.00031471974,0.000020250116,0.0021315238,0.000057620393,0.000013236857,0.000004241666,0.00023814778,0.7451334,0.12896864,0.00071772037,0.12189548,0.00050501386],"about_ca_topic_score_codex":0.000018618603,"about_ca_topic_score_gemma":0.0000011114216,"teacher_disagreement_score":0.9064422,"about_ca_system_score_codex":0.0000050601916,"about_ca_system_score_gemma":0.0000040400523,"threshold_uncertainty_score":0.19838665},"labels":[],"label_agreement":null},{"id":"W1973253852","doi":"10.2118/87166-ms","title":"The First Use of Gravity MWD in Offshore Drilling Delivers Reliable Azimuth Measurements in Close Proximity to Sources of Magnetic Interference","year":2004,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Azimuth; Measurement while drilling; Casing; Accelerometer; Interference (communication); Logging while drilling; Drilling; Magnetometer; Directional drilling; Geology; Submarine pipeline; Marine engineering; Acoustics; Computer science; Geodesy; Engineering; Petroleum engineering; Mechanical engineering; Electrical engineering; Magnetic field; Physics; Optics; Geotechnical engineering","score_opus":0.021963556819055628,"score_gpt":0.20037514358735944,"score_spread":0.17841158676830382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973253852","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99231803,0.00021881745,0.0067471946,0.000027353923,0.00011875272,0.0002277707,0.000002540519,0.000058818987,0.00028072917],"genre_scores_gemma":[0.99779695,0.00010457063,0.002020968,0.0000073869114,0.000007532463,0.0000109178745,7.252562e-7,0.000018791674,0.000032155844],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99900246,0.000009330498,0.0003822518,0.00015445914,0.00018369633,0.00026781997],"domain_scores_gemma":[0.99957275,0.00005599404,0.000029206643,0.00024024233,0.00005088311,0.000050905608],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003019655,0.00014370427,0.00021292132,0.00015218808,0.000025135696,0.000020675701,0.00020094104,0.00005699082,0.0000036754418],"category_scores_gemma":[0.00007933907,0.00011946688,0.000039862694,0.0003726177,0.000030590527,0.00012005042,0.000043849777,0.00015763335,0.0000030750443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017617851,0.000029516574,0.047945727,0.000112666734,0.000008554023,0.0000012864078,0.0008389085,0.9486082,0.0013633827,0.00011627276,0.000009862014,0.0009479971],"study_design_scores_gemma":[0.0035467667,0.0006257611,0.15033711,0.004796973,0.0000630414,0.0000065977665,0.0012978364,0.5063738,0.3279792,0.0014705772,0.002084121,0.0014181715],"about_ca_topic_score_codex":0.0011622056,"about_ca_topic_score_gemma":0.0034575912,"teacher_disagreement_score":0.44223437,"about_ca_system_score_codex":0.00011283527,"about_ca_system_score_gemma":0.000015882215,"threshold_uncertainty_score":0.4871718},"labels":[],"label_agreement":null},{"id":"W1973259544","doi":"10.2118/119964-pa","title":"Managed-Pressure Drilling Using a Parasite Aerating String","year":2010,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Annulus (botany); Drilling; Petroleum engineering; Underbalanced drilling; Drilling fluid; Geology; Lost circulation; Casing; Structural basin; Engineering; Mechanical engineering; Materials science; Paleontology","score_opus":0.011828929277484612,"score_gpt":0.21948243924100877,"score_spread":0.20765350996352416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973259544","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61457455,0.0003122822,0.3799131,0.000017067323,0.0021665548,0.00017847585,0.000010098244,0.0011853402,0.0016425464],"genre_scores_gemma":[0.96855634,0.000059913193,0.03000618,0.000020178386,0.0011142833,0.000008499359,0.000041799114,0.00013425981,0.00005856669],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980671,0.00002601842,0.00049451704,0.0004152507,0.00033708807,0.0006600456],"domain_scores_gemma":[0.9990942,0.00011900504,0.000080385114,0.0004647651,0.00007806634,0.0001635944],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041507775,0.00039504343,0.00038092554,0.00026038103,0.00035573367,0.00023137654,0.00026340617,0.00020133234,0.00007640308],"category_scores_gemma":[0.00007015091,0.0004580607,0.0001447695,0.000371943,0.000041775336,0.00029909064,0.000053172032,0.0008721259,0.00006316294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029476298,0.000007576674,0.0012166522,0.00011855987,0.000051912244,0.000008485577,0.00017369723,0.8128408,0.18227191,0.0010066398,0.000027677177,0.0022731011],"study_design_scores_gemma":[0.00026750963,0.000011661996,0.0008165869,0.00018708607,0.00006161631,0.000035965342,0.000044281787,0.9744129,0.012476019,0.0002888805,0.01086596,0.00053154194],"about_ca_topic_score_codex":0.00006546467,"about_ca_topic_score_gemma":0.000039615017,"teacher_disagreement_score":0.35398176,"about_ca_system_score_codex":0.000057439825,"about_ca_system_score_gemma":0.000013049565,"threshold_uncertainty_score":0.9997871},"labels":[],"label_agreement":null},{"id":"W1973477647","doi":"10.2118/151227-ms","title":"Size Degradation of Granular Lost Circulation Materials","year":2012,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Lost circulation; Circulation (fluid dynamics); Degradation (telecommunications); Particle size; Drilling fluid; Environmental science; Drilling; Forensic engineering; Process engineering; Computer science; Engineering; Mechanical engineering; Aerospace engineering; Telecommunications; Chemical engineering","score_opus":0.016276026671060925,"score_gpt":0.20905701059033382,"score_spread":0.1927809839192729,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973477647","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8746576,0.00035497916,0.123426,0.000019401914,0.00047464858,0.00010216059,0.00001594021,0.00013946753,0.0008098091],"genre_scores_gemma":[0.99828017,0.00038554828,0.0010105429,0.000009589856,0.00018504978,0.0000055436485,0.00007372584,0.0000245987,0.000025207362],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992366,0.000017625489,0.00027004155,0.00011530489,0.00012955072,0.00023089153],"domain_scores_gemma":[0.99964726,0.00005049646,0.000050323888,0.00012146336,0.000058297508,0.00007215132],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020893941,0.00014621965,0.00019117344,0.00007799557,0.000044454337,0.00004025934,0.000040320447,0.00010254198,0.00009015526],"category_scores_gemma":[0.000030338513,0.0001554263,0.00003150171,0.00010134455,0.000026650318,0.0003537717,0.00000917163,0.000071967705,0.000029132649],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011237699,0.000028255461,0.00260865,0.00041314555,0.000030871764,9.658687e-7,0.0008351865,0.045688547,0.9395665,0.0044013727,0.00006724602,0.0063480088],"study_design_scores_gemma":[0.0006483087,0.000045109457,0.016513946,0.00054301723,0.000097245786,0.000023625937,0.00022421141,0.1095494,0.86837584,0.0026344238,0.00068476575,0.0006600796],"about_ca_topic_score_codex":0.000020790416,"about_ca_topic_score_gemma":0.0000020578004,"teacher_disagreement_score":0.123622596,"about_ca_system_score_codex":0.000024413768,"about_ca_system_score_gemma":0.0000063905813,"threshold_uncertainty_score":0.63381004},"labels":[],"label_agreement":null},{"id":"W1973516387","doi":"10.2118/106874-ms","title":"Ultradeep Extended-Reach Stimulations","year":2007,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Coiled tubing; Drilling; Well stimulation; Petroleum engineering; Drill pipe; Completion (oil and gas wells); Drill; Directional drilling; Geology; Wellbore; Geotechnical engineering; Engineering; Mechanical engineering; Reservoir engineering; Petroleum","score_opus":0.011921529985366748,"score_gpt":0.23365938995939978,"score_spread":0.22173785997403303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973516387","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61019737,0.00074278016,0.37831065,0.000056727193,0.00043973204,0.00012760592,0.0000072031826,0.00041997276,0.00969797],"genre_scores_gemma":[0.99850386,0.0004542783,0.00045964256,0.00001663799,0.00013630372,0.0000069803186,0.00007385518,0.000026815464,0.00032165245],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99899596,0.000017654598,0.00034362305,0.0002391035,0.00012134531,0.00028231516],"domain_scores_gemma":[0.9995828,0.00006338617,0.00004061283,0.0001289156,0.000054825163,0.00012943106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032954843,0.00019555393,0.00018162346,0.00017461213,0.00012608182,0.0001348996,0.000052380976,0.0001142036,0.00011879625],"category_scores_gemma":[0.000018444274,0.00020995311,0.00007354419,0.00012509855,0.00005041352,0.00026131954,0.000019614672,0.00021356615,0.000030304127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001421765,0.000418523,0.0061087497,0.0019944913,0.00039702177,0.00008484774,0.0042464472,0.11384725,0.066440634,0.042022787,0.0019061056,0.762391],"study_design_scores_gemma":[0.0020858883,0.00025244665,0.017387632,0.0016339824,0.00012849853,0.00013353584,0.0013297743,0.9448446,0.02038037,0.0057156906,0.005131316,0.00097626704],"about_ca_topic_score_codex":0.00004890636,"about_ca_topic_score_gemma":0.000034295623,"teacher_disagreement_score":0.83099735,"about_ca_system_score_codex":0.000030861156,"about_ca_system_score_gemma":0.000004497285,"threshold_uncertainty_score":0.856164},"labels":[],"label_agreement":null},{"id":"W1973546657","doi":"10.2118/162686-ms","title":"Innovative Nanoparticle Drilling Fluid and Its Benefits to Horizontal or Extended Reach Drilling","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Drag; Drilling; Drilling fluid; Torque; Petroleum engineering; Drag coefficient; Directional drilling; Mechanical engineering; Finite element method; Engineering; Buoyancy; Marine engineering; Geology; Mechanics; Structural engineering; Aerospace engineering; Physics","score_opus":0.0247503071003355,"score_gpt":0.21844231153260246,"score_spread":0.19369200443226697,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973546657","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9906594,0.0014377863,0.0019603395,0.00013533342,0.000580638,0.00020080431,0.00007135998,0.00017599306,0.004778324],"genre_scores_gemma":[0.9984487,0.000072377894,0.0006387939,0.00008392213,0.00030795916,0.000024429064,0.000026689573,0.000048402377,0.00034870976],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984455,0.000018418405,0.00029444927,0.0002557478,0.00023654838,0.0007493042],"domain_scores_gemma":[0.99870557,0.00007984303,0.000028755887,0.00015210579,0.00016286636,0.00087087986],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002506112,0.00025047606,0.00022192694,0.00030327972,0.00016147028,0.000099319775,0.00016510535,0.00010167967,0.00025499513],"category_scores_gemma":[0.00015292318,0.00025581516,0.00003318448,0.0005270996,0.000030790412,0.00025611348,0.000034925488,0.00019697152,0.000109058084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025628065,0.00016970653,0.017615145,0.00077893137,0.00090430054,0.00021992586,0.01846031,0.36803633,0.18675849,0.2639111,0.0029264032,0.13996308],"study_design_scores_gemma":[0.0024591957,0.0006712059,0.052808765,0.0024990232,0.00014636785,0.0003749421,0.00317259,0.57244325,0.115583144,0.0010571372,0.24442546,0.0043588947],"about_ca_topic_score_codex":0.0014520977,"about_ca_topic_score_gemma":0.007352717,"teacher_disagreement_score":0.26285395,"about_ca_system_score_codex":0.0002087499,"about_ca_system_score_gemma":0.000115426636,"threshold_uncertainty_score":0.9999894},"labels":[],"label_agreement":null},{"id":"W1973995224","doi":"10.2118/136006-ms","title":"Real-Time Bit Wear Optimization Using the Intelligent Drilling Advisory System","year":2010,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Drill bit; Bit (key); Software; Rate of penetration; Drilling engineering; Offset (computer science); Computer science; Simulation; Engineering; Mechanical engineering","score_opus":0.01028370327776181,"score_gpt":0.1977145551278364,"score_spread":0.18743085185007458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1973995224","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7788804,0.00043961164,0.190705,0.000414075,0.0010035571,0.00012634182,0.000014865058,0.0007545459,0.027661568],"genre_scores_gemma":[0.9931483,0.002944832,0.00352878,0.000008336459,0.00020595803,0.0000051546886,0.00001602375,0.000026943997,0.00011561794],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993608,0.000014005454,0.00017658366,0.0001643971,0.00008854506,0.0001956732],"domain_scores_gemma":[0.9997112,0.000022806968,0.000029433892,0.00013161932,0.000020294763,0.000084612715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014610997,0.00015436595,0.00014327526,0.0000726302,0.00015519073,0.00013312981,0.000050157498,0.00009911788,0.00003157019],"category_scores_gemma":[0.000005139036,0.00012229526,0.00002766983,0.000087108,0.00004846196,0.00014178171,0.000017797114,0.00019239639,0.0000109942675],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014704838,0.000013794476,0.0001283853,0.0006214282,0.000050358776,0.000010879369,0.0015960642,0.8270995,0.07212948,0.014097623,0.000034647972,0.08420313],"study_design_scores_gemma":[0.000105814666,0.000013016991,0.000040614745,0.00027532518,0.000024778557,0.000039163857,0.00027324207,0.9952151,0.0033716308,0.00015639821,0.00031111686,0.0001738015],"about_ca_topic_score_codex":0.000048140282,"about_ca_topic_score_gemma":0.000008344682,"teacher_disagreement_score":0.21426791,"about_ca_system_score_codex":0.00001834273,"about_ca_system_score_gemma":0.000012108773,"threshold_uncertainty_score":0.49870557},"labels":[],"label_agreement":null},{"id":"W1974042296","doi":"10.2118/148438-ms","title":"Study on Pressure Measuring and Formation Evaluation Methods while Underbalanced Drilling","year":2011,"lang":"en","type":"article","venue":"SPE/IADC Middle East Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"PetroChina Company Limited","keywords":"Underbalanced drilling; Petroleum engineering; Drilling; Wellbore; Drilling fluid; Permeability (electromagnetism); Pressure control; Well control; Geology; Engineering; Mechanical engineering","score_opus":0.13341488134041246,"score_gpt":0.2700066527153773,"score_spread":0.13659177137496487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974042296","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68578255,0.0010945746,0.308065,0.00004274195,0.00035198304,0.00061315886,0.000005250478,0.0010514609,0.0029932489],"genre_scores_gemma":[0.9906294,0.00025194546,0.008869763,0.000009121472,0.0000702523,0.000094458046,0.000016971831,0.00004436647,0.000013751603],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99849975,0.000077686636,0.00038181664,0.00042438298,0.00024138931,0.0003749553],"domain_scores_gemma":[0.9993088,0.000037174595,0.00008764136,0.00032571124,0.0001570376,0.00008360585],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00078343507,0.00031848488,0.00033410924,0.0004680573,0.00020714445,0.000073020536,0.00012985765,0.00028541856,0.000020765412],"category_scores_gemma":[0.00007088634,0.00033262218,0.000036526722,0.00031138494,0.00007945001,0.0003736983,0.000052219275,0.0003975818,0.000012320152],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020725792,0.00055271096,0.012705109,0.0014757236,0.000900663,0.000042201707,0.043476906,0.28749138,0.09282128,0.028387316,0.00006068629,0.53187877],"study_design_scores_gemma":[0.0012671303,0.00034078176,0.0017466401,0.00074567285,0.00022410387,0.000048244823,0.0065732514,0.9227482,0.050178684,0.0153161865,0.00014318262,0.00066789857],"about_ca_topic_score_codex":0.000009794534,"about_ca_topic_score_gemma":0.00001901643,"teacher_disagreement_score":0.6352568,"about_ca_system_score_codex":0.000055849374,"about_ca_system_score_gemma":0.00001593997,"threshold_uncertainty_score":0.99991256},"labels":[],"label_agreement":null},{"id":"W1974158601","doi":"10.2118/139785-ms","title":"Fatigue-Based Tubular Connection Performance for a CSS Operation","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Casing; Overburden; Shear (geology); Slip (aerodynamics); Geology; Structural engineering; Slippage; Dowel; Geotechnical engineering; Engineering; Petroleum engineering","score_opus":0.03373720201214746,"score_gpt":0.19572116784029883,"score_spread":0.1619839658281514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974158601","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1701706,0.000029798948,0.82347816,0.000004651767,0.00034043612,0.00012233332,0.000001126955,0.0004975106,0.0053553623],"genre_scores_gemma":[0.98876745,0.000008661007,0.010960856,0.000018078343,0.000055323246,0.000047805424,0.000010691933,0.000022655133,0.00010848024],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996733,0.000001914074,0.00009286288,0.00007286325,0.00003902802,0.00012001506],"domain_scores_gemma":[0.9998499,0.000011256551,0.000005253808,0.000084857646,0.000020280373,0.000028416338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006737247,0.00007492126,0.00006263193,0.00004493847,0.000036825535,0.000012426155,0.000038512677,0.00003954486,0.00006184902],"category_scores_gemma":[0.0000055659784,0.000072614566,0.000025704185,0.000045813074,0.0000042691645,0.000099012905,0.000001888188,0.00003850335,0.000019616891],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006269169,0.0000075896,0.00023547081,0.00010251681,0.000011144692,1.9022703e-7,0.00011968443,0.99079263,0.004514789,0.00048448157,0.00019668954,0.003528546],"study_design_scores_gemma":[0.00019602163,0.000037631424,0.00024749507,0.000013285946,0.0000048346465,6.007471e-7,0.000008748332,0.82652026,0.17166899,0.000011281094,0.0011973861,0.00009346825],"about_ca_topic_score_codex":0.0000079241845,"about_ca_topic_score_gemma":0.000002866612,"teacher_disagreement_score":0.81859684,"about_ca_system_score_codex":0.000020444757,"about_ca_system_score_gemma":0.00000455339,"threshold_uncertainty_score":0.2961136},"labels":[],"label_agreement":null},{"id":"W1974470340","doi":"10.1177/1056789504044283","title":"The Fluid-filled Spherical Cavity in a Damage-susceptible Poroelastic Medium","year":2004,"lang":"en","type":"article","venue":"International Journal of Damage Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts","keywords":"Poromechanics; Fluid pressure; Elasticity (physics); Mechanics; Materials science; Fluid dynamics; Porous medium; Physics; Composite material; Porosity","score_opus":0.005892752335075559,"score_gpt":0.21417329617766956,"score_spread":0.208280543842594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974470340","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31256586,0.00047966855,0.6776727,0.0009337608,0.007293524,0.000102899096,0.000009697793,0.000107841246,0.00083405647],"genre_scores_gemma":[0.9959555,0.00041547552,0.003092004,0.000040148487,0.0004217846,0.0000021957107,0.0000024744713,0.000031945754,0.000038451737],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986972,0.00002071663,0.0004755656,0.00008546357,0.00049462693,0.00022638141],"domain_scores_gemma":[0.9993674,0.00013097483,0.0000905906,0.00013284665,0.00018054046,0.000097620265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004656103,0.00014493562,0.00018238969,0.0001338242,0.000038526097,0.00008688975,0.0005779209,0.00006984115,0.00003022401],"category_scores_gemma":[0.00024234859,0.000114500755,0.000103288745,0.00017194227,0.00001603388,0.00018945108,0.000053327833,0.00045068172,0.000018129062],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027601398,0.000042426007,0.000049038506,0.0000103553875,0.0000976383,0.0002450957,0.00022151276,0.975175,0.02014306,0.0023920464,0.00022567515,0.001370501],"study_design_scores_gemma":[0.004948285,0.00037217658,0.0012510702,0.00068732415,0.00006686531,0.0005826846,0.0006816898,0.9239027,0.038114488,0.015723256,0.013016584,0.00065290724],"about_ca_topic_score_codex":0.000015326897,"about_ca_topic_score_gemma":0.00006514935,"teacher_disagreement_score":0.68338966,"about_ca_system_score_codex":0.00031672206,"about_ca_system_score_gemma":0.000074119496,"threshold_uncertainty_score":0.46692052},"labels":[],"label_agreement":null},{"id":"W1974536892","doi":"10.2118/91692-ms","title":"Benefits and Challenges Associated with CRA Injection Tubing in Corrosive Gas Wells","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hendrix Genetics (Canada)","funders":"","keywords":"Welding; Metallurgy; Corrosion; Drilling; Cracking; Petroleum engineering; Materials science; Geology; Composite material","score_opus":0.019132581866341137,"score_gpt":0.20134490873353844,"score_spread":0.1822123268671973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974536892","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99127895,0.0016614391,0.0045186095,0.00030816416,0.00005968503,0.00015162241,0.000014558239,0.00039623646,0.0016107364],"genre_scores_gemma":[0.9944219,0.005339316,0.00014619422,0.000016378679,0.00002855286,0.0000121007,0.000014535353,0.000016940054,0.000004066585],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99938273,0.000008465731,0.00013710136,0.00018347503,0.00009212657,0.00019609458],"domain_scores_gemma":[0.9997815,0.000030919397,0.000018465907,0.00006721402,0.000042191314,0.000059700484],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011121544,0.00013555872,0.0001570262,0.00009662192,0.000038277714,0.00003401474,0.000032014777,0.00013516044,0.000003369832],"category_scores_gemma":[0.000027229527,0.00012988602,0.000013344195,0.00012405259,0.000042157026,0.00022408983,0.000016811166,0.00021502953,0.0000028410436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001254191,0.00025627043,0.0025734634,0.00057238113,0.000074933785,0.00008574999,0.004920877,0.7746267,0.022483498,0.04612275,0.000118055534,0.14803997],"study_design_scores_gemma":[0.022209948,0.010021114,0.5324247,0.032924764,0.00042478973,0.0011514669,0.015914377,0.16315712,0.12018776,0.09049931,0.002167255,0.008917396],"about_ca_topic_score_codex":0.000039279614,"about_ca_topic_score_gemma":0.0003259119,"teacher_disagreement_score":0.6114695,"about_ca_system_score_codex":0.00005484712,"about_ca_system_score_gemma":0.00001017691,"threshold_uncertainty_score":0.5296598},"labels":[],"label_agreement":null},{"id":"W1974614909","doi":"10.2118/170949-ms","title":"Environmental Risk and Well Integrity of Plugged and Abandoned Wells","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Abandonment (legal); Risk analysis (engineering); Isolation (microbiology); Forensic engineering; Variety (cybernetics); Engineering; Computer science; Business; Political science","score_opus":0.006040361836402448,"score_gpt":0.18947395315905188,"score_spread":0.18343359132264944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974614909","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.966316,0.00026842885,0.030957343,0.00003358543,0.00003745106,0.000085445594,0.000038162416,0.00013169098,0.0021319333],"genre_scores_gemma":[0.99737966,0.0019370539,0.0005982392,0.000011222802,0.00003282228,0.0000033438234,0.000010352225,0.000010721206,0.00001656989],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99947244,0.000017458959,0.0001572576,0.00015216364,0.00007378192,0.00012687332],"domain_scores_gemma":[0.99974865,0.0000552177,0.000023388857,0.00008883947,0.000009079607,0.00007481245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017229811,0.00011689192,0.00017292083,0.000045188357,0.000036141366,0.000018874432,0.000033529486,0.00011078805,0.000020264208],"category_scores_gemma":[0.000021078984,0.000109736655,0.000019760095,0.000033136275,0.00011188705,0.000110886496,0.000033227116,0.00022922721,0.0000045712104],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026847693,0.00029223884,0.040992573,0.0014303243,0.0001612206,0.000014077326,0.0030197517,0.0044556716,0.53552157,0.0230603,0.003173975,0.38760987],"study_design_scores_gemma":[0.0060883826,0.0019043981,0.33023608,0.0012274275,0.00033707076,0.00016167284,0.0015847307,0.40829027,0.18454593,0.034319,0.028705752,0.0025992806],"about_ca_topic_score_codex":0.00002662381,"about_ca_topic_score_gemma":0.0000073508495,"teacher_disagreement_score":0.4038346,"about_ca_system_score_codex":0.000007729456,"about_ca_system_score_gemma":0.000002071413,"threshold_uncertainty_score":0.44749308},"labels":[],"label_agreement":null},{"id":"W1974901245","doi":"10.2118/143157-ms","title":"Real-Time Wellbore Friction Analysis to Detect Onset of Drillstring Sticking during Extended Reach Well Drilling: Case Study","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Drill string; Drilling; Tripping; Drill pipe; Borehole; Wellbore; Drill; Petroleum engineering; Torque; Measurement while drilling; Drilling fluid; Dynamical friction; Drag; Friction coefficient; Engineering; Geology; Geotechnical engineering; Mechanical engineering; Materials science; Aerospace engineering; Physics","score_opus":0.012526243816508492,"score_gpt":0.2151307457269429,"score_spread":0.20260450191043441,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974901245","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9349145,0.000031421994,0.057877768,9.76524e-7,0.00019852935,0.00032045072,0.0000071540344,0.0009809125,0.0056682844],"genre_scores_gemma":[0.9919946,0.000037826834,0.0075629447,0.0000014406216,0.00006956165,0.000022807624,0.0000061176893,0.00009035871,0.0002143519],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980759,0.00004256405,0.00065970886,0.00043821728,0.00028323848,0.0005003702],"domain_scores_gemma":[0.99889326,0.0000860116,0.00007283265,0.00063060614,0.00008742582,0.00022983871],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037708625,0.00036181082,0.0005683781,0.0009830316,0.00012939812,0.000035130106,0.00020155466,0.00011366553,0.00018080395],"category_scores_gemma":[0.00003796136,0.00037666527,0.00020649383,0.0015395985,0.000014402949,0.00015189084,0.000071507864,0.00021716072,0.00005143554],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003157571,0.000102472775,0.008580404,0.00011007602,0.001437748,0.0010987618,0.005159274,0.961881,0.020217441,0.000007583097,0.000023526358,0.0013501284],"study_design_scores_gemma":[0.0011555708,0.00039552306,0.03785328,0.00014819783,0.0023370658,0.0006003214,0.0064711333,0.75827575,0.19117942,0.000030973897,0.000047311307,0.0015054723],"about_ca_topic_score_codex":0.0017697385,"about_ca_topic_score_gemma":0.00025318065,"teacher_disagreement_score":0.20360528,"about_ca_system_score_codex":0.00012785163,"about_ca_system_score_gemma":0.000010159647,"threshold_uncertainty_score":0.9998685},"labels":[],"label_agreement":null},{"id":"W1974979222","doi":"10.2118/128913-ms","title":"Particle Size Distribution Improves Casing-While-Drilling Wellbore- Strengthening Results","year":2010,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Drilling; Petroleum engineering; Drilling fluid; Workover; Geology; Wellbore; Geotechnical engineering; Well drilling; Lost circulation; Engineering; Mechanical engineering","score_opus":0.00992265053828551,"score_gpt":0.20243673055060818,"score_spread":0.19251408001232267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1974979222","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9290253,0.00021128937,0.067138925,0.00015971818,0.0011215365,0.00017043372,0.00010302895,0.0008436844,0.0012260627],"genre_scores_gemma":[0.9973056,0.00042406155,0.0013746809,0.000020340523,0.0005284202,0.000016168924,0.00021364445,0.00005557642,0.000061515224],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99822545,0.000021984048,0.0005149124,0.00043783497,0.00022911558,0.0005706927],"domain_scores_gemma":[0.9990362,0.00021833957,0.000083877974,0.00032332083,0.00012147209,0.00021679125],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003708665,0.00034065015,0.00029409645,0.00004726453,0.0002689636,0.00027870105,0.0001249664,0.00023434065,0.000028488066],"category_scores_gemma":[0.00020203715,0.0003555325,0.000081240134,0.00021440246,0.00009142596,0.0003921911,0.000034528202,0.00057079847,0.000030144825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010294304,0.00007094891,0.0006941263,0.00030728045,0.00010152718,0.000037149664,0.0026981,0.15405238,0.7500631,0.005978889,0.0004041442,0.085489385],"study_design_scores_gemma":[0.000750167,0.000061997715,0.00087349257,0.00025893352,0.000047197977,0.000029784676,0.00025024993,0.8637595,0.12837853,0.0008853989,0.0041240603,0.0005806555],"about_ca_topic_score_codex":0.000062741485,"about_ca_topic_score_gemma":0.00007004733,"teacher_disagreement_score":0.70970714,"about_ca_system_score_codex":0.000042818127,"about_ca_system_score_gemma":0.000025453557,"threshold_uncertainty_score":0.9998897},"labels":[],"label_agreement":null},{"id":"W1975369753","doi":"10.2118/150197-ms","title":"Permanent Distributed Temperature Sensing (DTS) Technology Applied In Mature Fields: A Forties Field Case Study","year":2012,"lang":"en","type":"article","venue":"SPE Intelligent Energy International","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Workflow; Software deployment; Gas lift; Petroleum engineering; Computer science; Optical fiber; Lift (data mining); Process engineering; Engineering; Real-time computing; Telecommunications; Data mining","score_opus":0.006716164259742816,"score_gpt":0.21867682924553603,"score_spread":0.21196066498579322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975369753","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9164232,0.0006846826,0.076204956,0.0002581881,0.0029344193,0.00016448165,0.000030816984,0.00050577294,0.0027934732],"genre_scores_gemma":[0.9989267,0.0000751014,0.00034241195,0.00005985193,0.00034666582,0.000018583365,0.000047601203,0.000029145785,0.00015392221],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906486,0.00000793694,0.00028791607,0.00016244347,0.00016530746,0.0003115094],"domain_scores_gemma":[0.99964863,0.000045210418,0.000026018595,0.00018168183,0.000036333837,0.00006211613],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008547169,0.00020081433,0.00016742139,0.0002953991,0.00003444078,0.000033206474,0.00015684628,0.0001962228,0.000072604395],"category_scores_gemma":[0.0000227601,0.00019898686,0.000049327326,0.0002104704,0.000013295463,0.00008659431,0.00005874095,0.00036388452,0.000013165536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003713073,0.0003079078,0.0062271818,0.00005223981,0.00038832214,0.001370072,0.003221276,0.9470889,0.0024922446,0.0070411414,0.002433651,0.029339958],"study_design_scores_gemma":[0.0022070897,0.0002921286,0.0008584378,0.00051871967,0.00014841721,0.007583297,0.035168365,0.5628412,0.26404956,0.0028264816,0.120471455,0.0030348534],"about_ca_topic_score_codex":0.00012799079,"about_ca_topic_score_gemma":0.0002684961,"teacher_disagreement_score":0.3842477,"about_ca_system_score_codex":0.00012596163,"about_ca_system_score_gemma":0.0000064806245,"threshold_uncertainty_score":0.8114449},"labels":[],"label_agreement":null},{"id":"W1975637982","doi":"10.2118/2006-161","title":"An Investigation of Grid Design Characteristics in Numerical Modelling of Horizontal Well Pressure Transient Tests","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Transient (computer programming); Grid; Transient analysis; Computer science; Geology; Mechanics; Transient response; Engineering; Electrical engineering; Physics; Geodesy","score_opus":0.015418347030589183,"score_gpt":0.18914412099900968,"score_spread":0.17372577396842048,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975637982","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69908845,0.00004319519,0.29914424,0.000027738644,0.00035854214,0.000051853076,0.00011250683,0.00003162564,0.0011418681],"genre_scores_gemma":[0.99781996,0.000013295441,0.0019236236,0.0000044824715,0.0000970403,0.000007297137,0.000094863346,0.000018183737,0.000021229502],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992087,0.000016072416,0.0003226824,0.00012696735,0.00015306327,0.00017249939],"domain_scores_gemma":[0.9996142,0.000029568278,0.00004526564,0.00010420668,0.000088565816,0.00011822743],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009910795,0.00011391255,0.000166468,0.00025703546,0.000011208473,0.00001948136,0.00019044368,0.00006745722,0.000035955236],"category_scores_gemma":[0.0000066068624,0.00013821348,0.00002824065,0.0000889597,0.000029207147,0.00012489954,0.0000032294288,0.00012882137,0.000002562065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050673143,0.000008290298,0.0073592984,0.00003200892,0.000012885332,0.000004813608,0.00011460509,0.9872037,0.004010132,0.001108302,0.00003957295,0.00010130133],"study_design_scores_gemma":[0.0001437955,0.000031127787,0.016749429,0.0000854253,0.000007738633,0.0000026170726,0.000013998531,0.9786048,0.0037507685,0.0001314612,0.00035674832,0.00012208441],"about_ca_topic_score_codex":0.015013638,"about_ca_topic_score_gemma":0.004278102,"teacher_disagreement_score":0.29873154,"about_ca_system_score_codex":0.000094668976,"about_ca_system_score_gemma":0.00012090099,"threshold_uncertainty_score":0.9915455},"labels":[],"label_agreement":null},{"id":"W1975718820","doi":"10.1115/ipc2014-33289","title":"Strain Based Design Versus Preheat for Hotbit Pipelines","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pipeline transport; Trench; Stress (linguistics); Limiting; Geotechnical engineering; Internal pressure; Asphalt; Ultimate tensile strength; Environmental science; Engineering; Geology; Materials science; Metallurgy; Mechanical engineering; Composite material","score_opus":0.02654848594676595,"score_gpt":0.213518609333919,"score_spread":0.18697012338715305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975718820","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0010720224,0.00004547817,0.9928005,0.00003344573,0.0006535395,0.00014253713,0.000006341284,0.0007781586,0.0044680247],"genre_scores_gemma":[0.8978457,0.0000048803877,0.10137947,0.000033143493,0.00028546294,0.000043350094,0.0000142328245,0.000056568784,0.0003372206],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994993,0.0000069753796,0.00011238938,0.00010570497,0.000061838524,0.00021377282],"domain_scores_gemma":[0.99949026,0.0002817496,0.000005620249,0.00014309185,0.00001894386,0.00006033964],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016237363,0.00011923944,0.0001072408,0.00004780265,0.00002531055,0.000024288945,0.00008037202,0.000043623964,0.000036511075],"category_scores_gemma":[0.000052748725,0.00011298867,0.00004985106,0.000057249144,0.0000065173253,0.00004209501,0.000003327934,0.000048846476,0.000025533895],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014915772,0.0000037926027,0.0000022909787,0.000067302804,0.000010733092,1.74789e-7,0.00001022139,0.98638874,0.0032272537,0.00036312075,0.002323739,0.007587702],"study_design_scores_gemma":[0.0007541723,0.000059929225,0.000010293853,0.00001586907,0.000010313795,2.6106906e-7,0.0000048042507,0.9616596,0.017372843,0.00008482399,0.019874051,0.00015305447],"about_ca_topic_score_codex":0.0000022306842,"about_ca_topic_score_gemma":0.0000024677665,"teacher_disagreement_score":0.89677364,"about_ca_system_score_codex":0.000017383287,"about_ca_system_score_gemma":0.0000057955613,"threshold_uncertainty_score":0.46075442},"labels":[],"label_agreement":null},{"id":"W1975792274","doi":"10.2118/146640-ms","title":"Effect of Dynamic Loading on Wellbore Leakage for the Wabamun Area CO2 Sequestration Project","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Petroleum engineering; Wellbore; Leakage (economics); Cement; Injection well; Environmental science; Geotechnical engineering; Geology; Materials science; Metallurgy","score_opus":0.02718547464109082,"score_gpt":0.2250019403879056,"score_spread":0.19781646574681477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975792274","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9491522,0.00039562714,0.02604806,0.00004775967,0.00074275996,0.0009333203,0.00019948695,0.00018464832,0.022296164],"genre_scores_gemma":[0.9992833,0.00002295922,0.00010750602,0.000012004425,0.000050414055,0.00007126056,0.000043883556,0.000026107153,0.00038254773],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927473,0.00001915633,0.00018251553,0.00014705147,0.00012288676,0.0002536337],"domain_scores_gemma":[0.99939734,0.00023730134,0.000037387577,0.00017313531,0.000053459946,0.00010136558],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026459823,0.00015753903,0.00014787217,0.00015575402,0.000104599094,0.000030111134,0.00020022599,0.00007438901,0.00006682545],"category_scores_gemma":[0.000058121015,0.00012732383,0.00009306065,0.00011535899,0.000055717734,0.000053692904,0.0000057759385,0.00013760013,0.000009933222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009081851,0.00013313112,0.007974249,0.006842228,0.0021586753,0.00017455351,0.016412955,0.5604522,0.021931587,0.15650403,0.006305925,0.22020227],"study_design_scores_gemma":[0.0006874185,0.0005728396,0.002716593,0.0005672846,0.00009596654,0.000012398332,0.00021352283,0.9659037,0.014111225,0.00082876947,0.013851941,0.00043836742],"about_ca_topic_score_codex":0.0033647418,"about_ca_topic_score_gemma":0.007993528,"teacher_disagreement_score":0.40545148,"about_ca_system_score_codex":0.00012353832,"about_ca_system_score_gemma":0.000088477595,"threshold_uncertainty_score":0.51921153},"labels":[],"label_agreement":null},{"id":"W1975802426","doi":"10.2118/112679-ms","title":"Modeling of Three-Phase Flow in the Annuli During Directional UBD Operations","year":2008,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Underbalanced drilling; Wellbore; Petroleum engineering; Drilling; Flow (mathematics); Empirical modelling; Process (computing); Computer science; Drilling fluid; Engineering; Simulation; Mechanics; Mechanical engineering","score_opus":0.02207720665724043,"score_gpt":0.219922591580026,"score_spread":0.19784538492278558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975802426","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8602286,0.00032730892,0.13753869,0.00002846013,0.00017190397,0.00006900353,0.000009417783,0.000118709344,0.0015079452],"genre_scores_gemma":[0.9976985,0.000107360436,0.0020348213,0.000010456416,0.00008959603,0.000014624916,0.000012179743,0.00001705556,0.000015405123],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950194,0.0000069280627,0.00016302968,0.000080869555,0.00010741705,0.00013983356],"domain_scores_gemma":[0.99979895,0.000020574918,0.0000042094575,0.0001369861,0.000016454644,0.000022828339],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008564845,0.00008217886,0.0000910041,0.000067754256,0.000059305836,0.000008875098,0.000100179444,0.000033806587,0.000012581991],"category_scores_gemma":[0.000013275351,0.00007129617,0.000035809666,0.00013153983,0.000011039669,0.000098174576,0.000009416225,0.00012753384,0.000007957302],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016307077,0.000021552461,0.00010608079,0.000015046198,0.000014095189,0.000007306876,0.000742082,0.9956657,0.0031619116,0.00006591343,0.0000355253,0.00016312355],"study_design_scores_gemma":[0.00026825882,0.000007429118,0.00048520422,0.00001948845,0.000004930079,0.000021600543,0.00002387221,0.9977933,0.0011400547,0.000024154719,0.00013040019,0.000081269194],"about_ca_topic_score_codex":0.0000725288,"about_ca_topic_score_gemma":0.000103658036,"teacher_disagreement_score":0.13746993,"about_ca_system_score_codex":0.000019793446,"about_ca_system_score_gemma":0.0000073756046,"threshold_uncertainty_score":0.29073733},"labels":[],"label_agreement":null},{"id":"W1975903433","doi":"10.2118/74447-ms","title":"Coupled Modeling of Borehole Instability and Multiphase Flow for Underbalanced Drilling","year":2002,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Borehole; Underbalanced drilling; Lost circulation; Drilling; Geology; Instability; Drill pipe; Hydraulics; Petroleum engineering; Drilling fluid; Geotechnical engineering; Pore water pressure; Mechanics; Engineering; Mechanical engineering","score_opus":0.020865187036411412,"score_gpt":0.20199046557182826,"score_spread":0.18112527853541685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1975903433","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20635068,0.0007718846,0.79168653,0.000009796884,0.00011140094,0.00013630497,0.000008496952,0.0002532674,0.00067163253],"genre_scores_gemma":[0.9419583,0.00018846171,0.057739522,0.0000063775374,0.00003533213,0.000012276512,0.000004510489,0.000027453183,0.000027765751],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938947,0.0000027256228,0.0002195534,0.00013447294,0.00006606734,0.00018770099],"domain_scores_gemma":[0.9996819,0.00006870006,0.000011710509,0.00014307332,0.000034125183,0.00006049536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010200423,0.00011845425,0.00018716836,0.000046700883,0.00003234482,0.000012813941,0.000048602724,0.000056240795,0.000016529979],"category_scores_gemma":[0.000034137418,0.00011758357,0.000045030756,0.000074016025,0.000015068673,0.00007886516,0.000009280989,0.00006527587,0.0000011360617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032152739,0.000012568769,0.000064594795,0.00016993476,0.000016331242,1.9238539e-7,0.00017848867,0.99350506,0.0039255386,0.00009779515,0.000015864443,0.0020104032],"study_design_scores_gemma":[0.0006306987,0.000015927564,0.000008212785,0.00003035781,0.000009290584,8.077927e-7,0.00004163856,0.9969507,0.0019389704,0.00013700825,0.00009846255,0.00013792347],"about_ca_topic_score_codex":0.000012345574,"about_ca_topic_score_gemma":0.0000070415344,"teacher_disagreement_score":0.7356076,"about_ca_system_score_codex":0.000023497056,"about_ca_system_score_gemma":0.00000190485,"threshold_uncertainty_score":0.4794919},"labels":[],"label_agreement":null},{"id":"W1976145299","doi":"10.1260/0958-305x.22.5.579","title":"The Future of the Canadian Oil Stands: Engineering and Project Management Advances","year":2011,"lang":"en","type":"article","venue":"Energy & Environment","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Engineering; Schedule; Project management; Procurement; Context (archaeology); Quality assurance; Systems engineering; Construction engineering; Engineering management; Operations management; Computer science; Business","score_opus":0.0031686980442878375,"score_gpt":0.13292268625052547,"score_spread":0.12975398820623762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976145299","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29812995,0.40579587,0.033175096,0.00060708064,0.012324584,0.0010315963,0.00011850496,0.0011581663,0.24765918],"genre_scores_gemma":[0.9819995,0.016336644,0.0010691163,0.000011046064,0.0000782388,0.00002387977,0.0000013040542,0.000025490388,0.00045478294],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994243,0.0000064271157,0.00011666454,0.00010041159,0.000116970914,0.00023525063],"domain_scores_gemma":[0.9996811,0.000009430487,0.000015524342,0.00023452913,0.0000017967214,0.0000576072],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000076318756,0.00012074686,0.000075923585,0.000036925,0.000096205906,0.000011556744,0.00014555677,0.000035769957,0.000009765108],"category_scores_gemma":[8.4411994e-7,0.00007875341,0.000031642972,0.000054905722,0.000030809697,0.000037627306,0.000026638141,0.00007646135,0.0000011136276],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029719363,0.00000656093,0.00026767942,0.00008689172,0.00011087353,0.0000058794258,0.0004482383,0.8219156,0.00013366638,0.0061755544,0.00011172371,0.17073436],"study_design_scores_gemma":[0.00013296862,0.000014386559,0.003937872,0.000047310914,0.00002441192,0.000003508553,0.00018089898,0.0413857,0.0040957816,0.000057832996,0.94992435,0.00019496326],"about_ca_topic_score_codex":0.0012715204,"about_ca_topic_score_gemma":0.006307466,"teacher_disagreement_score":0.94981265,"about_ca_system_score_codex":0.000077091325,"about_ca_system_score_gemma":0.000006167849,"threshold_uncertainty_score":0.35197142},"labels":[],"label_agreement":null},{"id":"W1976514379","doi":"10.2118/0605-0073-jpt","title":"Inexpensive Directional Wells Drilled Underbalanced With Coiled Tubing","year":2005,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Directional drilling; Underbalanced drilling; Drilling; Drill; Petroleum engineering; Engineering; Completion (oil and gas wells); Borehole; Measurement while drilling; Geology; Drilling fluid; Mechanical engineering; Geotechnical engineering","score_opus":0.002001919008102628,"score_gpt":0.16305335821200628,"score_spread":0.16105143920390366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976514379","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88512075,0.0014374685,0.10810785,0.00095545425,0.00060101424,0.000049293885,0.0000017685084,0.0005833165,0.0031430556],"genre_scores_gemma":[0.99249643,0.00028184842,0.0067333495,0.00003135674,0.00028732966,0.0000021822127,7.305583e-7,0.00004084575,0.00012591542],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909455,0.000009448482,0.00035161237,0.0000862109,0.00018595772,0.0002722091],"domain_scores_gemma":[0.99950546,0.000056680205,0.000112816655,0.00014234695,0.00011493205,0.0000677443],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013326791,0.00017056403,0.00033571434,0.0005496712,0.000041390897,0.000013578445,0.00018286526,0.00015230488,0.000030289744],"category_scores_gemma":[0.00003102944,0.0001438808,0.00005922299,0.00029313308,0.000050156254,0.00014371822,0.000017250048,0.0005111394,0.000020858179],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041087966,0.000022264834,0.0010084718,0.000017943788,0.000161067,0.000035789308,0.000057746125,0.9621921,0.032040503,0.00019782568,0.00086605543,0.0033591068],"study_design_scores_gemma":[0.008277178,0.0014171997,0.0026315537,0.0008272578,0.00028573402,0.006295921,0.0011746286,0.5385026,0.26302195,0.00064819003,0.17551406,0.0014037415],"about_ca_topic_score_codex":0.000001515367,"about_ca_topic_score_gemma":0.000009965953,"teacher_disagreement_score":0.42368954,"about_ca_system_score_codex":0.0001594704,"about_ca_system_score_gemma":0.00002731031,"threshold_uncertainty_score":0.5867289},"labels":[],"label_agreement":null},{"id":"W1976523575","doi":"10.2523/iptc-10672-abstract","title":"Monitoring and Production of a Heavy-Oil Extraction Process at Peace River, Canada","year":2005,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Extraction (chemistry); Petroleum engineering; Microseism; Drilling; Process (computing); Asset (computer security); Geology; Environmental science; Mining engineering; Engineering; Civil engineering; Computer science; Mechanical engineering","score_opus":0.006508103094626729,"score_gpt":0.2165956681529658,"score_spread":0.21008756505833906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1976523575","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9940273,0.00058413646,0.0018299827,0.00092696503,0.0009945707,0.000020833377,0.0000041445255,0.00025964703,0.0013523834],"genre_scores_gemma":[0.99802625,0.00049331476,0.00069388986,0.0000021185294,0.00012452304,0.000015767664,0.0000025777717,0.000012858815,0.00062869344],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993925,0.0000026203943,0.0001639891,0.00015581878,0.00015434994,0.00013068377],"domain_scores_gemma":[0.99970907,0.000013256118,0.000042572778,0.00010405449,0.0001043621,0.000026680184],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000043036165,0.00010399034,0.00010570783,0.00016204765,0.000032114865,0.00000851497,0.0001390235,0.000076042124,0.000010624165],"category_scores_gemma":[0.000041337316,0.00011788291,0.000011891818,0.00008549917,0.000051717827,0.00013116667,0.000027757502,0.00017428538,0.0000027688561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000418446,0.000047501064,0.02356373,0.00021123291,0.0001689417,0.000015571728,0.0003017305,0.68795985,0.122508496,0.0010217401,0.0004193017,0.16374004],"study_design_scores_gemma":[0.00038683167,0.000028243125,0.004980625,0.00029782925,0.000018780547,0.00020825396,0.00021499868,0.30709743,0.6674482,0.00021922785,0.01876072,0.0003388661],"about_ca_topic_score_codex":0.0016088415,"about_ca_topic_score_gemma":0.0057719406,"teacher_disagreement_score":0.5449397,"about_ca_system_score_codex":0.00022139151,"about_ca_system_score_gemma":0.000039894698,"threshold_uncertainty_score":0.48071256},"labels":[],"label_agreement":null},{"id":"W1977649992","doi":"10.1520/gtj11341j","title":"Extracting Piezometric Level and Hydraulic Conductivity from Tests in Driven Flush-Joint Casings","year":2001,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Casing; Geotechnical engineering; Borehole; Hydraulic conductivity; Permeability (electromagnetism); Hydraulic head; Geology; Head (geology); Clogging; Drilling; Engineering; Soil science; Petroleum engineering; Soil water; Mechanical engineering","score_opus":0.0837084400626064,"score_gpt":0.24789622630308136,"score_spread":0.16418778624047498,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977649992","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92043215,0.0008215526,0.07723075,0.00009532729,0.00029033705,0.00007738128,0.0000034787065,0.0004744591,0.00057455915],"genre_scores_gemma":[0.9794947,0.00014056418,0.019915247,0.000025296276,0.0003503394,0.000003631363,0.0000014894675,0.000055845536,0.000012914017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99839497,0.00003444937,0.00052089745,0.00026044314,0.00024645936,0.00054275955],"domain_scores_gemma":[0.99867177,0.0007670161,0.00009531849,0.00017905488,0.000053198368,0.00023364165],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00068021246,0.0002507775,0.00035539712,0.00043928603,0.00014425222,0.0001506195,0.00016290133,0.0001846786,0.000015689817],"category_scores_gemma":[0.0023031607,0.00025862193,0.00006106733,0.0009588133,0.000057087713,0.00030430514,0.00007087978,0.0014890898,0.00001082266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000041863946,0.0000429828,0.017809134,0.000029109186,0.000026680236,0.0005000709,0.00010508025,0.81059486,0.049360145,0.0000069421462,0.00006737059,0.12145341],"study_design_scores_gemma":[0.00064801506,0.00005790748,0.12557384,0.0005807869,0.00002477567,0.00277001,0.000039236667,0.8673933,0.00086616183,0.00089349557,0.00067400147,0.0004784506],"about_ca_topic_score_codex":0.0001455346,"about_ca_topic_score_gemma":0.000010961867,"teacher_disagreement_score":0.12097496,"about_ca_system_score_codex":0.00017327767,"about_ca_system_score_gemma":0.000025721132,"threshold_uncertainty_score":0.9999866},"labels":[],"label_agreement":null},{"id":"W1977779326","doi":"10.2118/170263-ms","title":"Wellbore Strengthening in Sandstones by Means of Nanoparticle-Based Drilling Fluids","year":2014,"lang":"en","type":"article","venue":"SPE Deepwater Drilling and Completions Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Chevron (Canada); University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Wellbore; Drilling; Filter cake; Overburden; Fracture (geology); Geology; Drilling fluid; Pore water pressure; Overburden pressure; Scanning electron microscope; Materials science; Geotechnical engineering; Composite material; Environmental science; Metallurgy","score_opus":0.008991335108273579,"score_gpt":0.18392216724385999,"score_spread":0.1749308321355864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977779326","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62898386,0.00033789058,0.36948797,0.00007380907,0.00015758166,0.00007278905,0.00001666462,0.00020072075,0.000668682],"genre_scores_gemma":[0.9953006,0.00014641267,0.004376627,0.00001426459,0.000041779458,0.000012825719,0.000039616545,0.000036115303,0.000031788313],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99877167,0.00003819534,0.00042086045,0.00025161114,0.00015444796,0.00036324657],"domain_scores_gemma":[0.99944776,0.000120191,0.000036991245,0.0002361096,0.00005926449,0.00009965973],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023790762,0.00023162072,0.0003307005,0.00017891708,0.000087593464,0.000059149268,0.00015072979,0.00008170943,0.000043802127],"category_scores_gemma":[0.00002199215,0.00023231143,0.000050598475,0.0002087069,0.00008516077,0.00008215068,0.000023166944,0.0001900827,0.000009019238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009083062,0.00003307834,0.0031298522,0.00020654684,0.000025106989,0.0000016112618,0.0007356996,0.8923553,0.094449155,0.0015717078,0.000052323092,0.0074304948],"study_design_scores_gemma":[0.00046267902,0.00003809469,0.00023712072,0.00026173968,0.000016771137,0.0000024709293,0.00008414068,0.9309589,0.06456494,0.0004342774,0.0026594587,0.00027934965],"about_ca_topic_score_codex":0.00005971473,"about_ca_topic_score_gemma":0.000039468297,"teacher_disagreement_score":0.3663167,"about_ca_system_score_codex":0.000021887841,"about_ca_system_score_gemma":0.000011109097,"threshold_uncertainty_score":0.9473385},"labels":[],"label_agreement":null},{"id":"W1977821824","doi":"10.2118/115534-ms","title":"Avoid Downhole Explosions, Buckled Pipe and Parted Tubing During Snubbing Operations","year":2008,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Wellhead; Well control; Petroleum engineering; Mechanical engineering; Engineering; Drilling","score_opus":0.016167169023687096,"score_gpt":0.209008260547217,"score_spread":0.1928410915235299,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977821824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96438944,0.000354243,0.03301449,0.00013657747,0.000078945544,0.00013790706,0.000019252824,0.0007248291,0.0011443095],"genre_scores_gemma":[0.99708396,0.0018060802,0.00084910414,0.000023915733,0.00009023447,0.000028232596,0.000028634011,0.00002413972,0.000065678905],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991403,0.0000146362145,0.00023315761,0.00023169878,0.00011870617,0.00026146337],"domain_scores_gemma":[0.99963504,0.000028345825,0.000012316338,0.00014033198,0.000055055687,0.00012889865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008851983,0.00017368613,0.00018811236,0.00010081794,0.00028026543,0.000058308062,0.000057517518,0.00012456595,0.000027929804],"category_scores_gemma":[0.00003865091,0.00017512191,0.000027071384,0.00013913303,0.00007430636,0.00040507643,0.000046099933,0.00027429097,0.000015633534],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029485147,0.000075893106,0.0010497374,0.00029637915,0.000042012307,0.000087754546,0.0019597404,0.042831622,0.94464266,0.0034365095,0.00088275736,0.0046654474],"study_design_scores_gemma":[0.004488232,0.00062654447,0.04430303,0.0027124232,0.00017091808,0.0015011122,0.0029601348,0.64568084,0.28733787,0.0025100673,0.0040533445,0.0036554527],"about_ca_topic_score_codex":0.000016275391,"about_ca_topic_score_gemma":0.000018611147,"teacher_disagreement_score":0.65730476,"about_ca_system_score_codex":0.000024835306,"about_ca_system_score_gemma":0.000011953643,"threshold_uncertainty_score":0.7141264},"labels":[],"label_agreement":null},{"id":"W1977836699","doi":"10.2118/166166-ms","title":"Casing While Drilling Utilizing Rotary Steerable Technology in the Stag Field-Offshore Australia","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drilling; Casing; Infill; Geology; Drill; Directional drilling; Submarine pipeline; Petroleum engineering; Completion (oil and gas wells); Oil field; Measurement while drilling; Mining engineering; Rate of penetration; Mud logging; Marine engineering; Geotechnical engineering; Drilling fluid; Engineering; Mechanical engineering","score_opus":0.025167137503311187,"score_gpt":0.24423370815483966,"score_spread":0.21906657065152849,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977836699","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9695424,0.00036985782,0.0212066,0.0015517384,0.00017129668,0.00043361823,0.000010901964,0.0006477298,0.0060658935],"genre_scores_gemma":[0.9986674,0.00018396277,0.00090404495,0.00006643268,0.00006839359,0.00004537981,0.000011933474,0.000015616448,0.00003681094],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990836,0.00001683091,0.00024040163,0.00019912458,0.000119999066,0.0003400946],"domain_scores_gemma":[0.99962974,0.00006560504,0.000018658966,0.00019105799,0.000047594414,0.000047357822],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017727053,0.00016278525,0.00017413782,0.00014785232,0.0000762268,0.000093448834,0.00014638963,0.00021655316,0.00008475586],"category_scores_gemma":[0.0000312788,0.00013586783,0.00003151713,0.00028347215,0.000047321406,0.0003022109,0.00003482816,0.00049734715,0.000031223393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008118951,0.00042590508,0.02342582,0.0018415137,0.00017263496,0.00041783898,0.009354561,0.15566717,0.3370492,0.14455993,0.045278754,0.2817255],"study_design_scores_gemma":[0.0028491751,0.0015598326,0.031148514,0.004431887,0.00015775103,0.00069800706,0.031504527,0.62737066,0.1248351,0.14322573,0.027786117,0.0044326913],"about_ca_topic_score_codex":0.0001492168,"about_ca_topic_score_gemma":0.00006640889,"teacher_disagreement_score":0.4717035,"about_ca_system_score_codex":0.00002854883,"about_ca_system_score_gemma":0.000007953936,"threshold_uncertainty_score":0.5540529},"labels":[],"label_agreement":null},{"id":"W1977912641","doi":"10.2118/133801-ms","title":"Operator/Service Company Research Collaboration Leads to Reduced Downhole Vibration Levels and Improved Drilling Performance","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Devon Energy Corporation","keywords":"Directional drilling; Drilling; Petroleum engineering; Engineering; Workover; Drilling fluid; Oil shale; Drilling engineering; Mechanical engineering; Drill bit","score_opus":0.029254536948114775,"score_gpt":0.29347867275818423,"score_spread":0.2642241358100695,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977912641","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98848855,0.000034144367,0.009175686,0.00070836174,0.00015572106,0.00028347914,0.000020664133,0.0003052044,0.000828201],"genre_scores_gemma":[0.997152,0.00007780094,0.0024010765,0.00008861549,0.00016312674,0.000038268765,0.000029745637,0.000022620343,0.000026763693],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99902135,0.00002009825,0.00022482971,0.00026849937,0.00017731976,0.0002879132],"domain_scores_gemma":[0.9992561,0.000040846684,0.000015929256,0.00017736047,0.0003538285,0.00015595087],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042398061,0.00015095451,0.00016148748,0.00014647281,0.00018515284,0.00019861032,0.00009140389,0.00018132315,0.000017188228],"category_scores_gemma":[0.00005340665,0.00015314996,0.000010842973,0.0004387921,0.000052115272,0.0005145566,0.00004915919,0.00049018447,0.000022850669],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016430506,0.0000092108585,0.00006896355,0.00007020181,0.0000029434595,5.7748304e-7,0.00042078656,0.0033645993,0.9908658,0.00093845074,0.00021980802,0.004022228],"study_design_scores_gemma":[0.00060849776,0.0004276153,0.011062182,0.00032003794,0.000016234259,0.00002333659,0.00065650913,0.43147853,0.55115557,0.00058883015,0.0029850362,0.0006776007],"about_ca_topic_score_codex":0.000019076124,"about_ca_topic_score_gemma":0.00019550721,"teacher_disagreement_score":0.4397102,"about_ca_system_score_codex":0.000028105387,"about_ca_system_score_gemma":0.00003498942,"threshold_uncertainty_score":0.6245274},"labels":[],"label_agreement":null},{"id":"W1977918872","doi":"10.2118/84442-ms","title":"Management of the Well Construction Process Using an Intranet-Based Learnings System","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Standardization; Process management; Business; Process (computing); Intranet; Workforce; Operations management; Control (management); Knowledge management; Engineering management; Engineering; Computer science","score_opus":0.011238385003048369,"score_gpt":0.2171260208101096,"score_spread":0.20588763580706124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977918872","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80753434,0.00005316723,0.18488558,0.000014698369,0.00016436104,0.00020486895,0.000010319195,0.00035197745,0.00678069],"genre_scores_gemma":[0.99795854,0.000017845905,0.001978941,0.0000041725693,0.000014760517,0.000005338847,0.0000042172096,0.000012217232,0.0000039942743],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994487,0.000019589732,0.00016444013,0.000124907,0.000112844544,0.00012950087],"domain_scores_gemma":[0.9997557,0.00000730508,0.00003082713,0.000119995755,0.00004670988,0.000039482315],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012299245,0.000099341894,0.00011148621,0.00003920818,0.000054000542,0.000019976065,0.000061033425,0.000075894844,0.00001096446],"category_scores_gemma":[0.000004016429,0.000083375235,0.000026034519,0.00014110342,0.00006466776,0.000114539034,0.0000069541843,0.00013463767,0.0000034152658],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023734918,0.00006757224,0.0010304324,0.0026384317,0.00004022785,0.000009311373,0.00022339108,0.89688593,0.024964012,0.06757126,0.000036344143,0.0065093497],"study_design_scores_gemma":[0.0010223745,0.00018252913,0.0018867212,0.0023622056,0.00014525387,0.000107231754,0.0043848148,0.8614026,0.12429564,0.0027359943,0.0008327402,0.0006419189],"about_ca_topic_score_codex":0.000004459959,"about_ca_topic_score_gemma":0.0000013406786,"teacher_disagreement_score":0.19042416,"about_ca_system_score_codex":0.00002594442,"about_ca_system_score_gemma":0.00001046048,"threshold_uncertainty_score":0.33999434},"labels":[],"label_agreement":null},{"id":"W1977929691","doi":"10.2118/60709-ms","title":"Integration of Conventional Fracturing, Coiled Tubing, and Retrievable Tool Technology","year":2000,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Roundtable","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Petroleum engineering; Natural gas field; Geology; Hydraulic fracturing; Tight gas; Engineering; Natural gas; Waste management","score_opus":0.005775773255328326,"score_gpt":0.1961911643361109,"score_spread":0.19041539108078256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1977929691","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9597224,0.0019993335,0.026730709,0.00007009582,0.0005640054,0.0002471186,0.000017691607,0.0007983537,0.00985027],"genre_scores_gemma":[0.98765904,0.000671044,0.003342771,0.000017350992,0.00012856329,0.000024844363,0.000041845116,0.00007676516,0.00803778],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99835455,0.000017824563,0.00053059903,0.00034409575,0.00025886972,0.00049404916],"domain_scores_gemma":[0.9993003,0.00008620872,0.000071321134,0.0003754908,0.000081722035,0.00008495961],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028546018,0.0003128475,0.0004432302,0.00030594243,0.00013226793,0.00017868039,0.00020465055,0.00026306254,0.00065526355],"category_scores_gemma":[0.000075896634,0.00033980995,0.00008480412,0.0005338415,0.000070252696,0.0007351669,0.000037773476,0.000428174,0.00006072761],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018040059,0.00025560494,0.0062882127,0.0010750463,0.00060186954,0.000052285897,0.00082609453,0.69456846,0.2139338,0.016165867,0.003317624,0.06273472],"study_design_scores_gemma":[0.0037905925,0.00031468022,0.0021553028,0.0015583006,0.00019975926,0.00018609193,0.0002992734,0.6369604,0.25624454,0.0059626843,0.090629436,0.0016989378],"about_ca_topic_score_codex":0.000093242634,"about_ca_topic_score_gemma":0.00001602776,"teacher_disagreement_score":0.08731181,"about_ca_system_score_codex":0.00018761697,"about_ca_system_score_gemma":0.000033777094,"threshold_uncertainty_score":0.9999054},"labels":[],"label_agreement":null},{"id":"W1978619292","doi":"10.4043/24021-ms","title":"Wellbore Thermal Performance and Its Impact on Flow Assurance Design of a Subsea Production System","year":2013,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Subsea; Wellhead; Heat transfer; Petroleum engineering; Mechanics; Thermal; Flow (mathematics); Engineering; Geology; Environmental science; Geotechnical engineering; Thermodynamics","score_opus":0.009327996036595131,"score_gpt":0.19163585788741916,"score_spread":0.18230786185082404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978619292","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98419404,0.0004236571,0.013240331,0.00008374328,0.00018154354,0.00032334495,0.0000035607527,0.0008239839,0.00072578335],"genre_scores_gemma":[0.99858975,0.00018971431,0.0010555168,0.0000015343214,0.000029451863,0.00006373824,0.0000019097138,0.000026684873,0.000041694875],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925095,0.000011483221,0.00018244391,0.00020081294,0.00009647245,0.00025781727],"domain_scores_gemma":[0.99953437,0.00002682961,0.00003750272,0.00026241055,0.00009792765,0.000040971394],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000104661114,0.00019652535,0.00024249907,0.00019108348,0.000037118127,0.000015210729,0.00017296677,0.00018202429,0.0000152978],"category_scores_gemma":[0.00002828026,0.0001641217,0.000023203309,0.000239844,0.00006012081,0.00013223842,0.000019212559,0.00024311793,0.000041359268],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016202703,0.000016685219,0.0031278187,0.0005548126,0.000068875255,0.0000029834853,0.000115242314,0.8758275,0.0839791,0.00091627147,0.00024064297,0.03513386],"study_design_scores_gemma":[0.00010558837,0.000111708854,0.00645017,0.00031462754,0.000009349551,0.000021830343,0.000036485766,0.8720808,0.12066844,0.000021928372,0.000017096849,0.00016194432],"about_ca_topic_score_codex":0.0000035185992,"about_ca_topic_score_gemma":6.0956256e-7,"teacher_disagreement_score":0.03668934,"about_ca_system_score_codex":0.000041882664,"about_ca_system_score_gemma":0.00002357163,"threshold_uncertainty_score":0.66926885},"labels":[],"label_agreement":null},{"id":"W1978945131","doi":"10.1007/s10666-008-9162-6","title":"Modeling the dispersion of drilling muds using the bblt model: the effects of settling velocity","year":2008,"lang":"en","type":"article","venue":"Environmental Modeling & Assessment","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bedford Institute of Oceanography; Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Settling; Dispersion (optics); Drilling; Geology; Submarine pipeline; Drilling fluid; Benthic zone; Mechanics; Marine engineering; Petroleum engineering; Geotechnical engineering; Environmental science; Engineering; Oceanography; Environmental engineering; Mechanical engineering; Physics; Optics","score_opus":0.01130744610334833,"score_gpt":0.20903479300192887,"score_spread":0.19772734689858054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1978945131","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5234282,0.00083000644,0.47522596,0.000022317654,0.00019776975,0.00020498956,0.000005046487,0.000049207032,0.000036498994],"genre_scores_gemma":[0.9913345,0.0011976531,0.007220919,0.000025845218,0.00009914097,0.000022232072,0.000008140723,0.00008250225,0.000009091541],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981116,0.00006628508,0.0005671187,0.00026275447,0.0005938546,0.0003983832],"domain_scores_gemma":[0.9990677,0.00018338278,0.00008680131,0.00058902975,0.000013752618,0.000059317023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048568944,0.00032624847,0.00032622207,0.000057144523,0.00049378525,0.00002114405,0.00045716114,0.00009774995,0.0000038996736],"category_scores_gemma":[0.000013797364,0.00019766302,0.00022016648,0.00013664826,0.00013885305,0.00014690061,0.00016379562,0.0005102441,0.0000012533113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004397106,0.00003428948,0.00016452686,0.00009165363,0.00008150469,0.0000015912985,0.0014202357,0.96340215,0.034214552,0.00005168318,0.000003111356,0.000530315],"study_design_scores_gemma":[0.0002462321,0.000024167959,0.000039363676,0.00017500173,0.00009848116,0.000011041183,0.00048866455,0.99261636,0.005955646,0.00011758586,0.000006619515,0.00022084785],"about_ca_topic_score_codex":0.00006892685,"about_ca_topic_score_gemma":0.0000015508887,"teacher_disagreement_score":0.46800503,"about_ca_system_score_codex":0.0002340956,"about_ca_system_score_gemma":0.000028366872,"threshold_uncertainty_score":0.80604637},"labels":[],"label_agreement":null},{"id":"W1979257694","doi":"10.2118/128314-ms","title":"Multilateral Wells Reduce CAPEX of Offshore, subsea Development in Australia’s Northwest Shelf","year":2010,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Subsea; Submarine pipeline; Marine engineering; Investment (military); Completion (oil and gas wells); Capital cost; Engineering; Petroleum engineering; Geology; Oceanography; Electrical engineering","score_opus":0.019587082136427823,"score_gpt":0.23298131181432957,"score_spread":0.21339422967790175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979257694","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99569696,0.00005086703,0.0028677373,0.000019869753,0.00050715933,0.00012879657,0.0000113647675,0.0001246745,0.00059258204],"genre_scores_gemma":[0.99682266,0.00012403935,0.002754878,0.0000062507656,0.00009617929,0.000012179487,0.000076692406,0.000027558292,0.000079547935],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988176,0.000009361358,0.00040878128,0.00024094357,0.000149853,0.00037343806],"domain_scores_gemma":[0.9995731,0.000029081615,0.000043374566,0.00016685265,0.000068388516,0.00011918208],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019982517,0.00022136851,0.00026125248,0.0001860368,0.000040433846,0.00004831347,0.00009760957,0.0001654538,0.000070308066],"category_scores_gemma":[0.000014713024,0.00023550684,0.00003801534,0.00014582969,0.00005237214,0.00017952386,0.000018600764,0.00034705256,0.000024228546],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057588066,0.00016702882,0.08408139,0.0010356739,0.00009926963,0.00006105015,0.009146595,0.19801015,0.66892076,0.0017236411,0.00015569951,0.036541168],"study_design_scores_gemma":[0.0012707334,0.00006286673,0.1228656,0.00094429206,0.0000332892,0.000036307174,0.00024196735,0.25046518,0.6182143,0.00048507686,0.00426912,0.0011112541],"about_ca_topic_score_codex":0.00027526,"about_ca_topic_score_gemma":0.001023917,"teacher_disagreement_score":0.05245503,"about_ca_system_score_codex":0.00003233642,"about_ca_system_score_gemma":0.00003298886,"threshold_uncertainty_score":0.96036905},"labels":[],"label_agreement":null},{"id":"W1979325347","doi":"10.2118/04-06-02","title":"New Cementing Technology Eliminates Remediation, Reduces Risk, and Lowers Well Costs in the Deep Foothills of Western Alberta","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada); Suncor Energy (Canada)","funders":"Suncor Energy Incorporated; University of Kansas","keywords":"Casing; Petroleum engineering; Cement; Drilling; Seal (emblem); Foothills; Mining engineering; Engineering; Geology; Geotechnical engineering; Environmental science; Civil engineering; Mechanical engineering; Materials science; Metallurgy","score_opus":0.0026827483839116347,"score_gpt":0.17164457042257716,"score_spread":0.16896182203866553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979325347","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98770684,0.0028710575,0.004000313,0.004185218,0.00029878385,0.00007186118,0.0000023569626,0.000045178596,0.00081836205],"genre_scores_gemma":[0.9973928,0.00091587764,0.0015606136,0.000024619862,0.000058173635,0.000002301369,7.5863795e-7,0.000023440685,0.000021441241],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.998938,0.000011894709,0.0004700151,0.0001053611,0.00012656662,0.00034815975],"domain_scores_gemma":[0.9994058,0.0000722571,0.00018197205,0.00017558927,0.00005701639,0.00010738017],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029483563,0.00014607825,0.00027799187,0.0031288825,0.000042675245,0.00001798289,0.00036589795,0.00024872232,0.0000048104657],"category_scores_gemma":[0.00017591893,0.00012906287,0.00004018256,0.00095152826,0.00007411962,0.00009636184,0.000013130461,0.00059441116,0.0000025192192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003267658,0.000062690975,0.122877754,0.00017524672,0.00043992323,0.00038480698,0.0035115853,0.66776794,0.015072134,0.007758528,0.0009490297,0.18096769],"study_design_scores_gemma":[0.025543123,0.0065738987,0.0653913,0.006131109,0.0013564174,0.009359234,0.04189998,0.058153603,0.35388675,0.049693234,0.37673464,0.0052767247],"about_ca_topic_score_codex":0.011344429,"about_ca_topic_score_gemma":0.16867644,"teacher_disagreement_score":0.6096143,"about_ca_system_score_codex":0.00020297845,"about_ca_system_score_gemma":0.00011932274,"threshold_uncertainty_score":0.99523914},"labels":[],"label_agreement":null},{"id":"W1979576614","doi":"10.2118/127707-ms","title":"Lessons Learned from Drilling Horizontal Wells on Didon Field; Offshore Tunisia","year":2010,"lang":"en","type":"article","venue":"North Africa Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nutrasource","funders":"","keywords":"Drilling; Petroleum engineering; Submarine pipeline; Geology; Wellbore; Completion (oil and gas wells); Measurement while drilling; Oil field; Offshore drilling; Directional drilling; Well drilling; Oil production; Engineering; Mining engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.03593570110764971,"score_gpt":0.23306763895614782,"score_spread":0.1971319378484981,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979576614","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9496128,0.00007656761,0.034196816,0.00055111543,0.00042956657,0.00014634065,0.00004508145,0.00094279746,0.013998907],"genre_scores_gemma":[0.9985146,0.0002516004,0.0008340708,0.000035665667,0.00021647448,0.000018537563,0.00007209098,0.000029215507,0.000027737397],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901354,0.0000100522875,0.00021128275,0.00030162575,0.00017004515,0.00029345992],"domain_scores_gemma":[0.99939895,0.00012670882,0.000025216128,0.00026439986,0.000032845346,0.00015188444],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000079711295,0.00021194012,0.00021486492,0.00008389244,0.000097726785,0.0000816311,0.00013045665,0.00024662507,0.00008898945],"category_scores_gemma":[0.00004860174,0.00020630915,0.00006203538,0.00013177918,0.00004075375,0.00011581553,0.00003216473,0.00074508804,0.00004287163],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014822025,0.00021017536,0.0039934902,0.00016948946,0.000099238714,0.0000819376,0.0010456876,0.013808446,0.49643925,0.022140725,0.0047588632,0.4571045],"study_design_scores_gemma":[0.0032203866,0.0019324671,0.047568716,0.0012858073,0.0002986849,0.000056657667,0.0004889921,0.5786975,0.16951445,0.030438423,0.16188848,0.0046094405],"about_ca_topic_score_codex":0.00003793795,"about_ca_topic_score_gemma":0.00021691344,"teacher_disagreement_score":0.5648891,"about_ca_system_score_codex":0.000017540764,"about_ca_system_score_gemma":0.0000125092565,"threshold_uncertainty_score":0.8413043},"labels":[],"label_agreement":null},{"id":"W1979829785","doi":"10.2118/152716-ms","title":"A New, Low Corrosive Fluid to Stimulate Deep Wells Completed With Cr-based Alloys","year":2012,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Corrosion; Carbonate; Formic acid; Dolomite; Dissolution; Carbonation; Hydrochloric acid; Acetic acid; Chelation; Metallurgy; Chemistry; Calcite; Citric acid; Inorganic chemistry; Materials science; Mineralogy; Chromatography; Organic chemistry","score_opus":0.006190344317628955,"score_gpt":0.18203942428478453,"score_spread":0.17584907996715557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1979829785","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.044054646,0.00012716318,0.94929177,0.000043339456,0.0004206825,0.00021184902,0.000004224998,0.0009452781,0.0049010655],"genre_scores_gemma":[0.97401136,0.0000030941128,0.024964502,0.00024842704,0.00016947064,0.000010597204,0.000013035881,0.00008121393,0.00049828045],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99899495,0.0000069354146,0.00016366631,0.00014540328,0.00016226865,0.000526757],"domain_scores_gemma":[0.9992239,0.000061547325,0.000011338122,0.0002547091,0.00003153785,0.00041697492],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006590657,0.00023538942,0.0002109342,0.00010610095,0.000035850477,0.00003664001,0.00012784601,0.00006125205,0.00029917673],"category_scores_gemma":[0.000009230494,0.00020492142,0.000044470038,0.00023906498,0.000008758635,0.0001087799,0.00001576062,0.00011847209,0.0005265649],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015387093,0.000013729761,0.00037817095,0.000036141144,0.000026303476,0.0000034592497,0.0001726966,0.98762435,0.008426106,0.00010503837,0.001974882,0.0012237127],"study_design_scores_gemma":[0.00059213175,0.00006707183,0.0009832353,0.00006688207,0.000020959049,0.000004412619,0.000019555011,0.96861494,0.017752683,0.0000034130273,0.0114967385,0.00037796478],"about_ca_topic_score_codex":0.00006214177,"about_ca_topic_score_gemma":0.000017010261,"teacher_disagreement_score":0.92995673,"about_ca_system_score_codex":0.000057306945,"about_ca_system_score_gemma":0.000013085525,"threshold_uncertainty_score":0.8356453},"labels":[],"label_agreement":null},{"id":"W1980188112","doi":"10.2118/89660-ms","title":"High Rate Stimulation Using 2 7/8\" Coiled Tubing Zonal Isolation Straddle Packer","year":2004,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Straddle; Coiled tubing; Petroleum engineering; Well stimulation; Geology; Stimulation; Isolation (microbiology); Operator (biology); Engineering; Marine engineering; Neuroscience; Reservoir engineering; Chemistry; Petroleum; Paleontology; Business; Biology; Bioinformatics","score_opus":0.017584298031385302,"score_gpt":0.21167564659269122,"score_spread":0.19409134856130592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980188112","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76715595,0.00013047233,0.2311304,0.000051625262,0.00050881197,0.00013813088,0.000015413802,0.0004193274,0.0004498339],"genre_scores_gemma":[0.99539346,0.00017170876,0.0037936426,0.00002941305,0.0003110129,0.000010741599,0.00019352986,0.00006284911,0.000033671018],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985176,0.00003370853,0.00042028175,0.0003639881,0.00022549058,0.00043897016],"domain_scores_gemma":[0.99941254,0.00006047275,0.00007622328,0.0002033479,0.00010959227,0.0001378189],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023726464,0.00033823066,0.00031665992,0.00020172706,0.00021975492,0.00025034853,0.00008106093,0.00018766303,0.00009234288],"category_scores_gemma":[0.000031324988,0.00038068535,0.00006872753,0.00025303682,0.000050180424,0.00070399913,0.000027725744,0.00029316006,0.0000334732],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019749234,0.000019928277,0.00027813573,0.000106627725,0.00003572916,0.00000875204,0.00044817978,0.85929483,0.13263574,0.003018367,0.000015762304,0.00411817],"study_design_scores_gemma":[0.0016407672,0.00007413057,0.003189996,0.00076982647,0.00007326093,0.000026763755,0.00017491904,0.967657,0.02106649,0.0046268413,0.0000852589,0.00061470707],"about_ca_topic_score_codex":0.00013004847,"about_ca_topic_score_gemma":0.000028780432,"teacher_disagreement_score":0.22823745,"about_ca_system_score_codex":0.00018065442,"about_ca_system_score_gemma":0.000052866835,"threshold_uncertainty_score":0.9998645},"labels":[],"label_agreement":null},{"id":"W1980400475","doi":"10.2118/0809-0058-jpt","title":"Technology Focus: Drilling Management (August 2009)","year":2009,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Plan (archaeology); Engineering; Risk management; Engineering management; Quality (philosophy); Drilling; Dissemination; Operations management; Risk analysis (engineering); Business; Mechanical engineering","score_opus":0.003203809249997988,"score_gpt":0.1873616935586513,"score_spread":0.1841578843086533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980400475","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3879797,0.02091106,0.5512414,0.006063425,0.0026255874,0.00020025486,0.0000057152142,0.0037191736,0.027253676],"genre_scores_gemma":[0.984319,0.0012284819,0.014010694,0.000027721868,0.00017998638,0.000002889776,4.3346984e-7,0.00003891322,0.00019189654],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985881,0.0000059874815,0.0005856269,0.00014889387,0.00019837405,0.00047304193],"domain_scores_gemma":[0.9993737,0.000014612557,0.00013722561,0.0003218372,0.000076025695,0.00007664441],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020778965,0.00023496972,0.00042314522,0.0021658821,0.000050003124,0.000023798046,0.0005243814,0.00034533784,0.000021934087],"category_scores_gemma":[0.00002636231,0.00022722782,0.00012177077,0.0008351614,0.00005401438,0.00012805333,0.000036016165,0.0007619964,0.000034446897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026854372,0.00012407236,0.00069775543,0.00009843411,0.00043238956,0.0009659526,0.00004072801,0.53412825,0.027917638,0.024313299,0.0062324214,0.40502223],"study_design_scores_gemma":[0.006048974,0.0027480219,0.001350288,0.001536068,0.0005557035,0.0058697932,0.0014704786,0.1539613,0.16761,0.11118097,0.5452353,0.0024331342],"about_ca_topic_score_codex":3.4385295e-7,"about_ca_topic_score_gemma":5.835028e-7,"teacher_disagreement_score":0.5963393,"about_ca_system_score_codex":0.00012477087,"about_ca_system_score_gemma":0.0000104656265,"threshold_uncertainty_score":0.9266082},"labels":[],"label_agreement":null},{"id":"W1980554136","doi":"10.2118/105730-ms","title":"Lubricants Enabled Completion of ERD Well","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Computer science","score_opus":0.0068896514296684945,"score_gpt":0.1890187339041857,"score_spread":0.1821290824745172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980554136","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24130866,0.00009009796,0.586905,0.0000063545276,0.0003084457,0.000046617428,9.872887e-7,0.00041566647,0.17091817],"genre_scores_gemma":[0.99703145,0.000018770435,0.0025092445,0.0000076064835,0.000039471983,5.058664e-7,0.0000025125842,0.00001510726,0.0003753139],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995749,0.000001573738,0.0001417634,0.000051782106,0.00007527712,0.00015467848],"domain_scores_gemma":[0.99981594,0.000029329598,0.000008952291,0.00009079144,0.000015235404,0.000039743773],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013597755,0.00006172558,0.00009644358,0.00006526661,0.000009489858,0.0000035943117,0.000049512393,0.0000301413,0.00010431195],"category_scores_gemma":[0.000003643598,0.000060474915,0.000025653584,0.00011578681,0.000007512829,0.000028791708,0.0000061352953,0.000049873044,0.000055715172],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008847503,0.000027846989,0.0018649515,0.00018559095,0.000053021995,0.000008252689,0.0001528206,0.8937039,0.08356793,0.0031497274,0.004521194,0.012755935],"study_design_scores_gemma":[0.0004793784,0.00003136585,0.009464659,0.00005689242,0.000013164337,0.000011899229,0.00007317591,0.6487036,0.29601994,0.00014391378,0.044682592,0.00031944786],"about_ca_topic_score_codex":0.000020671963,"about_ca_topic_score_gemma":0.0000061451738,"teacher_disagreement_score":0.7557228,"about_ca_system_score_codex":0.000018058052,"about_ca_system_score_gemma":0.000001626327,"threshold_uncertainty_score":0.24660954},"labels":[],"label_agreement":null},{"id":"W1980880956","doi":"10.2118/128648-ms","title":"Drilling a Challenging HPHT Well Utilizing an Advanced ECD Management System with Decision Support and Real Time Simulations","year":2010,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"Norges Forskningsråd; ConocoPhillips","keywords":"Drilling; Measurement while drilling; Wellbore; Process (computing); Visualization; Window (computing); Petroleum engineering; Computer science; Engineering; Mechanical engineering; Data mining","score_opus":0.00887320582847233,"score_gpt":0.21532129684810866,"score_spread":0.20644809101963632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1980880956","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7906951,0.00008792791,0.20029679,0.000021003678,0.00033895086,0.00030545457,0.000014359519,0.0008767827,0.007363648],"genre_scores_gemma":[0.98254883,0.00068958785,0.016372971,0.00000742897,0.00015529238,0.000016515365,0.00009074183,0.00007351662,0.00004512333],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984826,0.000015143824,0.00035610763,0.0004728284,0.00023991338,0.00043340237],"domain_scores_gemma":[0.99924475,0.00008530785,0.00006066404,0.0003093798,0.00008543472,0.0002144927],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023944904,0.00033801582,0.00031701403,0.0002480122,0.00029035998,0.0002067326,0.00009959534,0.00015690243,0.000030665746],"category_scores_gemma":[0.000006500265,0.00033491166,0.000036634487,0.00016610278,0.000049880044,0.0005199496,0.00003644369,0.00032613036,0.000025813077],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006183205,0.00003566334,0.00039759395,0.0006619464,0.00009253175,0.000068512,0.0014637122,0.85826164,0.05525295,0.011618315,0.000012327761,0.072072975],"study_design_scores_gemma":[0.0006693287,0.00008902219,0.00043072723,0.0007551367,0.000059713315,0.00005543743,0.00076203136,0.9935317,0.0022252486,0.00026850236,0.0006721375,0.00048099412],"about_ca_topic_score_codex":0.000021851958,"about_ca_topic_score_gemma":0.00006585317,"teacher_disagreement_score":0.19185373,"about_ca_system_score_codex":0.000043068078,"about_ca_system_score_gemma":0.000015464151,"threshold_uncertainty_score":0.9999103},"labels":[],"label_agreement":null},{"id":"W1981062682","doi":"10.2118/156992-ms","title":"Novel Nanoparticle-Based Drilling Fluid with Improved Characteristics","year":2012,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":172,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling fluid; Filter cake; Drilling; Filtration (mathematics); Petroleum engineering; Rheology; Lost circulation; Underbalanced drilling; Nanoparticle; Materials science; Viscosity; Chemical engineering; Composite material; Geology; Nanotechnology; Metallurgy; Engineering","score_opus":0.007830527808680172,"score_gpt":0.17209794881008914,"score_spread":0.16426742100140895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981062682","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40621126,0.00008696138,0.5910347,0.000014473834,0.00041823546,0.00007587426,0.0000044576204,0.0008196734,0.0013343516],"genre_scores_gemma":[0.9849012,0.0000055418895,0.014637792,0.000049595026,0.0002261274,0.000013564014,0.000008433854,0.000064668806,0.000093081195],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991773,0.0000027420028,0.0001657579,0.000097921096,0.00009848892,0.00045781664],"domain_scores_gemma":[0.99956614,0.000033971635,0.000014281446,0.0001950839,0.000024708987,0.00016578713],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010788291,0.00017219338,0.00014982665,0.000052391257,0.000040235285,0.00003386925,0.000074793985,0.000053235493,0.000038705282],"category_scores_gemma":[0.000010242898,0.00014387234,0.00003146351,0.00013371812,0.000014896693,0.00014829231,0.0000081677,0.00010532716,0.000052048374],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011224546,0.00005157423,0.0022916785,0.00009272453,0.000042057505,0.0000011492561,0.00012932067,0.20581058,0.78795075,0.00027686596,0.000057020163,0.0032850758],"study_design_scores_gemma":[0.00033073314,0.000022140774,0.0013268507,0.00002924964,0.00001732503,0.000005930667,0.000011127155,0.7796579,0.21583523,5.7991326e-7,0.0025160857,0.00024686288],"about_ca_topic_score_codex":0.0000063538673,"about_ca_topic_score_gemma":0.0000014164739,"teacher_disagreement_score":0.57868993,"about_ca_system_score_codex":0.000036394784,"about_ca_system_score_gemma":0.000008605664,"threshold_uncertainty_score":0.5866944},"labels":[],"label_agreement":null},{"id":"W1981177795","doi":"10.2118/141596-ms","title":"Domain Decomposition Methods Applied to Coupled Flow-Geomechanics Reservoir Simulation","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Domain decomposition methods; Geomechanics; Mortar methods; Computer science; Computational science; Finite element method; Polygon mesh; Geology; Engineering; Structural engineering; Geotechnical engineering; Computer graphics (images)","score_opus":0.025049497849593875,"score_gpt":0.2831642238204133,"score_spread":0.2581147259708194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981177795","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023100836,0.000019937328,0.96257824,0.000006239335,0.0002639483,0.0001733474,0.000001381846,0.00086752465,0.012988542],"genre_scores_gemma":[0.5571097,0.000003101332,0.44272348,0.000024772835,0.00004506809,0.000017500928,0.000007664408,0.000032233726,0.00003646714],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993186,0.000012624645,0.00019389688,0.0001511075,0.00009541245,0.00022837563],"domain_scores_gemma":[0.99956703,0.000064559405,0.000010641491,0.00022203171,0.000025080244,0.00011067023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031958977,0.00014121992,0.00014545897,0.00012305441,0.000041027386,0.000019180534,0.00010556955,0.00008323477,0.0001457218],"category_scores_gemma":[0.0000084888225,0.00014643047,0.00003886648,0.00022395907,0.0000026091689,0.00006690003,0.000024447163,0.00009593926,0.00012616573],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010434234,0.0000073866986,0.0000012417987,0.000021706228,0.00001726624,8.2498565e-7,0.00038227485,0.9657082,0.027967762,0.0027728023,0.00006478766,0.0030453233],"study_design_scores_gemma":[0.00015838382,0.000017991055,0.00003274308,0.000011880174,0.0000079911515,7.734195e-7,0.000034054778,0.97393966,0.020556068,0.002441135,0.0026050177,0.00019430474],"about_ca_topic_score_codex":0.000009378706,"about_ca_topic_score_gemma":0.000005183435,"teacher_disagreement_score":0.53400886,"about_ca_system_score_codex":0.00005665501,"about_ca_system_score_gemma":0.000003366373,"threshold_uncertainty_score":0.5971261},"labels":[],"label_agreement":null},{"id":"W1981505181","doi":"10.1177/0734242x07073652","title":"Assessment of two thermally treated drill mud wastes for landfill containment applications","year":2007,"lang":"en","type":"article","venue":"Waste Management & Research The Journal for a Sustainable Circular Economy","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Waste management; Drill; Environmental science; Clay minerals; Hydraulic conductivity; Environmental remediation; Drilling; Leaching (pedology); Drilling fluid; Contamination; Geology; Materials science; Mineralogy; Metallurgy; Soil science; Soil water; Engineering","score_opus":0.018640974165018673,"score_gpt":0.3135069329018096,"score_spread":0.2948659587367909,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981505181","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021715406,0.00092547917,0.9362106,0.000119433986,0.00009274422,0.00405411,0.000010117633,0.00008073118,0.03679139],"genre_scores_gemma":[0.9935832,0.00025526123,0.0019282842,0.000019756206,0.00024531042,0.00069412944,0.00002083467,0.00007754973,0.0031756626],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979067,0.00006142628,0.00053614285,0.00019372595,0.00028020734,0.0010218032],"domain_scores_gemma":[0.9983883,0.000434239,0.000096036594,0.00042569404,0.00049385166,0.00016186033],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0064281803,0.00020486616,0.00027649177,0.00048868416,0.00052326155,0.00016899961,0.0005309999,0.00005066793,0.000016796628],"category_scores_gemma":[0.000023357814,0.00016769205,0.00019048042,0.00033779032,0.00006455516,0.00020938352,0.000102072845,0.00031173762,0.000002381621],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006296605,0.00011286037,0.00033757812,0.0028756117,0.0010781826,0.000031036863,0.000237342,0.9013329,0.0008839094,0.08461544,0.0016000866,0.0068320865],"study_design_scores_gemma":[0.004339015,0.000404343,0.00027888658,0.00015507144,0.00026425358,0.000032382177,0.023522995,0.4364913,0.004574566,0.01971555,0.5097001,0.00052152993],"about_ca_topic_score_codex":0.000018563216,"about_ca_topic_score_gemma":0.0000034951584,"teacher_disagreement_score":0.9718678,"about_ca_system_score_codex":0.0006641324,"about_ca_system_score_gemma":0.00004576363,"threshold_uncertainty_score":0.68382835},"labels":[],"label_agreement":null},{"id":"W1981526462","doi":"10.2118/170758-ms","title":"Effective Practices in the Abandonment of Canada's Deep Sour Gas Wells","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"Shell Canada","keywords":"Abandonment (legal); Wellhead; Foothills; Casing; Natural gas field; Fossil fuel; Sour gas; Environmental science; Petroleum engineering; Petroleum; Completion (oil and gas wells); Geology; Natural gas; Engineering; Waste management; Geography","score_opus":0.007144843314609392,"score_gpt":0.21085735204003908,"score_spread":0.20371250872542968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981526462","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9401859,0.00025072895,0.042517994,0.0007330237,0.00012978542,0.000373783,0.000014409863,0.000120218705,0.015674137],"genre_scores_gemma":[0.99964255,0.00011399659,0.00012227228,0.00004433009,0.00004307825,0.000017341044,0.0000039454726,0.0000066076104,0.000005896612],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99945396,0.000032261978,0.00013826019,0.000101280944,0.00012945698,0.00014475764],"domain_scores_gemma":[0.9996401,0.00016445271,0.000039302096,0.00010177717,0.000023006603,0.00003137894],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031079975,0.00008631577,0.00012212333,0.000031838947,0.000023532146,0.00001596831,0.00007359065,0.00005261887,0.00000801248],"category_scores_gemma":[0.00008711856,0.000066123095,0.000017111888,0.000078094046,0.000025845433,0.00008186675,0.000013232853,0.00016759458,0.0000014709576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043991164,0.0005740172,0.008356963,0.0025686251,0.00021834482,0.0001088699,0.012880405,0.39732102,0.13852109,0.09349179,0.016029695,0.32948926],"study_design_scores_gemma":[0.0033376215,0.0014273956,0.21895695,0.0015465436,0.00016940088,0.0001371845,0.0043452955,0.6026074,0.086757764,0.02526859,0.053493153,0.001952681],"about_ca_topic_score_codex":0.0054130983,"about_ca_topic_score_gemma":0.023028994,"teacher_disagreement_score":0.32753658,"about_ca_system_score_codex":0.00002558673,"about_ca_system_score_gemma":0.000013166799,"threshold_uncertainty_score":0.9947982},"labels":[],"label_agreement":null},{"id":"W1981901051","doi":"10.2118/113724-ms","title":"Improved System for Accessing Multilateral Wells in Canada","year":2008,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellbore; Computer science; Completion (oil and gas wells); Petroleum engineering; Key (lock); Position (finance); Function (biology); Engineering; Systems engineering; Computer security","score_opus":0.013550586530172055,"score_gpt":0.20583452147043563,"score_spread":0.19228393494026358,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1981901051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96146,0.00039751217,0.036696654,0.00003085868,0.00055008236,0.00019532535,0.000013616772,0.00012990326,0.0005260473],"genre_scores_gemma":[0.99924654,0.00023624905,0.00024457707,0.000012236326,0.0000723762,0.000031398053,0.000041388754,0.00002379653,0.00009144824],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990673,0.000018417391,0.00034853796,0.00022619245,0.00007646972,0.00026304898],"domain_scores_gemma":[0.9996989,0.00004004694,0.00004674725,0.00008970044,0.00004323293,0.00008140284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012788794,0.00017949297,0.00023160585,0.00010629116,0.00010537039,0.00007977037,0.000052739637,0.00006982755,0.0000147710625],"category_scores_gemma":[0.000008354104,0.00019085461,0.000051015104,0.000073344105,0.000019825153,0.0002337395,0.000019193354,0.000139704,0.0000019197657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00070487254,0.00033501332,0.05614277,0.022495743,0.00060622295,0.0003323202,0.008284307,0.4366673,0.15102005,0.0033856498,0.0034054946,0.31662026],"study_design_scores_gemma":[0.0011722496,0.000040828723,0.0020349405,0.0012140059,0.000015593274,0.000039825023,0.00051829906,0.9820998,0.012201906,0.000044171735,0.00034742648,0.00027099892],"about_ca_topic_score_codex":0.08860024,"about_ca_topic_score_gemma":0.045982193,"teacher_disagreement_score":0.54543245,"about_ca_system_score_codex":0.00015809972,"about_ca_system_score_gemma":0.00003945312,"threshold_uncertainty_score":0.9714261},"labels":[],"label_agreement":null},{"id":"W1982083687","doi":"10.2118/91607-ms","title":"Damage Interpretation of Properly and Improperly Drilled Underbalanced Horizontals in the Fractured Jean Marie Reservoir Using Novel Modeling and Methodology","year":2004,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Underbalanced drilling; Petroleum engineering; Coiled tubing; Geology; Drilling; Directional drilling; Drilling fluid; Engineering","score_opus":0.049714043336665244,"score_gpt":0.2705278446323383,"score_spread":0.22081380129567307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982083687","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4806781,0.00030925596,0.5186237,0.00003577099,0.00004454533,0.000116684256,0.0000010776264,0.00004124584,0.0001495956],"genre_scores_gemma":[0.9453136,0.00006621059,0.054541618,0.000019273424,0.000020288757,0.0000055538885,0.0000029332718,0.00002500938,0.0000055390537],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992808,0.000036992373,0.0002585408,0.00015837702,0.000088727254,0.00017656873],"domain_scores_gemma":[0.9995783,0.00019082132,0.000024920315,0.00014841669,0.000026346286,0.000031197455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004927096,0.00014240728,0.00023355891,0.00010468326,0.000033373137,0.000037077243,0.00009573521,0.00009107146,0.0000022180093],"category_scores_gemma":[0.00013779032,0.00009973523,0.000022548227,0.00013761909,0.000032056978,0.00016825424,0.000026313834,0.00019066106,1.9078244e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016602924,0.000007155485,0.000040511484,0.00006856714,0.000017170392,0.0000014871736,0.001990764,0.89848185,0.09744707,0.00037608494,1.822324e-7,0.0015525703],"study_design_scores_gemma":[0.00061218865,0.000056723293,0.00012496267,0.000093423885,0.000014616488,0.000005976912,0.0005675918,0.9933767,0.0042832913,0.00073123485,0.0000058136725,0.00012747993],"about_ca_topic_score_codex":0.00043583775,"about_ca_topic_score_gemma":0.00016815621,"teacher_disagreement_score":0.46463546,"about_ca_system_score_codex":0.000037326154,"about_ca_system_score_gemma":0.000013285147,"threshold_uncertainty_score":0.40670845},"labels":[],"label_agreement":null},{"id":"W1982286368","doi":"10.2118/165264-ms","title":"Case Study of the Mannville B ASP Flood","year":2013,"lang":"en","type":"article","venue":"SPE Enhanced Oil Recovery Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Flood myth; Infill; Environmental science; Oil in place; Drilling; Petroleum engineering; Water injection (oil production); Hydrology (agriculture); Water resource management; Geology; Engineering; Geography; Civil engineering; Petroleum; Geotechnical engineering; Archaeology","score_opus":0.01111407735841721,"score_gpt":0.1890622395815895,"score_spread":0.17794816222317228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982286368","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9670424,0.00006671048,0.006728441,0.000008798837,0.0009942472,0.00013413541,0.0000035942878,0.0001571277,0.02486456],"genre_scores_gemma":[0.9982606,0.000079647696,0.0002631872,0.000007816466,0.00006120493,0.000041785624,7.77516e-7,0.000028994778,0.00125596],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99917597,0.000021142172,0.0002477881,0.00017068985,0.00015113162,0.00023329075],"domain_scores_gemma":[0.9993578,0.000055397304,0.000039614988,0.00042145315,0.00007074048,0.000055003613],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000064622756,0.00016932531,0.00020156961,0.00004831326,0.000048874925,0.00004077301,0.00022231866,0.000059682603,0.00023642635],"category_scores_gemma":[0.00003180453,0.00013434635,0.000060413524,0.00018093512,0.000021754327,0.0001506048,0.00005022883,0.0001959848,0.00010205808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006452275,0.00018511449,0.0002247525,0.00025691543,0.000194884,0.00010081609,0.0029583734,0.7126378,0.060061485,0.00011632388,0.00055652217,0.22270058],"study_design_scores_gemma":[0.0034396243,0.0008488988,0.0029365849,0.0008410604,0.00019855294,0.0006826149,0.012302728,0.4729388,0.50006723,0.0015845544,0.0018990013,0.002260378],"about_ca_topic_score_codex":0.00032133984,"about_ca_topic_score_gemma":0.00016714414,"teacher_disagreement_score":0.44000572,"about_ca_system_score_codex":0.00002905727,"about_ca_system_score_gemma":0.000019523117,"threshold_uncertainty_score":0.5478485},"labels":[],"label_agreement":null},{"id":"W1982335416","doi":"10.2118/105763-ms","title":"Predrill Estimation of Subsalt Fracture Gradient: Analysis of the Spa Prospect to Validate Nonlinear Finite Element Stress Analyses","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Diapir; Geology; Submarine pipeline; Stress (linguistics); Ridge; Drilling; Finite element method; Offshore drilling; Fracture (geology); Structural basin; Petrology; Tectonics; Geotechnical engineering; Petroleum engineering; Geomorphology; Seismology","score_opus":0.012684057295448206,"score_gpt":0.26707656324425927,"score_spread":0.2543925059488111,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982335416","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44071263,0.00006872692,0.5583228,0.000019015959,0.00009333898,0.00014704667,0.000046045236,0.00008667213,0.0005037386],"genre_scores_gemma":[0.99176717,0.000014911446,0.008055932,0.000014333971,0.000028446446,0.0000032232851,0.00003854217,0.000019167892,0.000058263402],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99899334,0.000008518623,0.00040352487,0.00013590994,0.00025301956,0.00020567582],"domain_scores_gemma":[0.99937224,0.00007710624,0.000068720314,0.00035445485,0.00006565538,0.000061821156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002292241,0.00014372822,0.00028473476,0.0003453016,0.000023352884,0.000012335485,0.00016693588,0.00004916789,0.000041531996],"category_scores_gemma":[0.000045041386,0.00010262589,0.00017170758,0.0013433151,0.0000130588505,0.000052315696,0.00002555786,0.000088678724,0.0000021625253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004250908,0.00002301608,0.005670833,0.00007247311,0.0005102636,4.8222967e-7,0.0003023592,0.9909905,0.0016297151,0.000042256223,0.000025358451,0.00072848157],"study_design_scores_gemma":[0.00007060667,0.000016166005,0.019856501,0.000038045768,0.00035924482,1.1812189e-7,0.000030103489,0.75395995,0.22540319,0.000007921875,0.0001675787,0.00009058835],"about_ca_topic_score_codex":0.00011278385,"about_ca_topic_score_gemma":0.00018633228,"teacher_disagreement_score":0.55105454,"about_ca_system_score_codex":0.00003636325,"about_ca_system_score_gemma":0.000005528241,"threshold_uncertainty_score":0.41849625},"labels":[],"label_agreement":null},{"id":"W1982402707","doi":"10.2118/170744-ms","title":"Simultaneous Operations in Multi-Well Pad: a Cost Effective way of Drilling Multi Wells Pad and Deliver 8 Fracs a Day","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Drill; Drilling; Lost circulation; Wellbore; Tight gas; Hydraulic fracturing; Directional drilling; Well drilling; Oil shale; Completion (oil and gas wells); Mining engineering; Geology; Environmental science; Engineering; Drilling fluid; Waste management; Mechanical engineering","score_opus":0.010959548187644236,"score_gpt":0.23533822148803657,"score_spread":0.22437867330039232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982402707","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48376194,0.00016784576,0.5149993,0.000030800027,0.00006444758,0.00048288342,0.00003678598,0.00018697753,0.0002690585],"genre_scores_gemma":[0.9956105,0.00045067753,0.0037737892,0.000025851677,0.000031646552,0.0000422567,0.000023733486,0.00002202079,0.000019534455],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912256,0.000041307787,0.0002735552,0.00024184592,0.00009513501,0.00022561001],"domain_scores_gemma":[0.99941653,0.00025585963,0.000021665053,0.00012970208,0.000087358545,0.00008889477],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024764353,0.00018319738,0.00026659947,0.00011404491,0.000051040937,0.000035403882,0.00006248406,0.00017357098,0.000011458002],"category_scores_gemma":[0.00015691372,0.00017674375,0.00003264121,0.0001309139,0.0000804348,0.00017503707,0.000036748417,0.00027262612,0.00001021232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033281827,0.00015959788,0.0013076417,0.00031188995,0.000031985866,0.000020981082,0.0017518618,0.80011696,0.116025835,0.0013500788,0.000051838822,0.07883804],"study_design_scores_gemma":[0.00072657556,0.000116626186,0.003327283,0.00030323974,0.000016810869,0.000007194407,0.00013563859,0.98213434,0.01241889,0.0001089207,0.00044994257,0.0002545282],"about_ca_topic_score_codex":0.00010507705,"about_ca_topic_score_gemma":0.00024074125,"teacher_disagreement_score":0.51184857,"about_ca_system_score_codex":0.000028467719,"about_ca_system_score_gemma":0.0000051603515,"threshold_uncertainty_score":0.7207401},"labels":[],"label_agreement":null},{"id":"W1982789288","doi":"10.1016/j.jngse.2015.03.038","title":"Induced flow by coiled tubing gas injection in depleted gas wells: Modeling and applications","year":2015,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Government of Shandong Province; China Scholarship Council; National Natural Science Foundation of China; Fundamental Research Funds for the Central Universities; National Science Foundation","keywords":"Petroleum engineering; Flow (mathematics); Coiled tubing; Environmental science; Chemistry; Mechanics; Geology; Physics","score_opus":0.0105258206317181,"score_gpt":0.20435809751902176,"score_spread":0.19383227688730365,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982789288","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9453754,0.0032511586,0.050515354,0.000060151287,0.00052886986,0.00008929156,8.4356213e-7,0.00009161364,0.00008733123],"genre_scores_gemma":[0.99659115,0.00032368078,0.0028927864,0.000011545422,0.00015125965,0.0000044098424,8.163016e-7,0.00002174515,0.0000025982354],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884385,0.0000060883704,0.00033992375,0.00015220816,0.0003378661,0.00032004263],"domain_scores_gemma":[0.9994509,0.000034956953,0.000043133037,0.00008800501,0.00015203391,0.00023092078],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007780641,0.00016362702,0.000218686,0.00047240485,0.000062658975,0.00011983329,0.00015331437,0.000068948684,4.371898e-7],"category_scores_gemma":[0.00014090027,0.00015471132,0.000026464073,0.0007277583,0.000029310886,0.0007049174,0.000031952994,0.00048107834,7.0952825e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004183755,0.000004609946,0.000065441585,0.000032168507,0.000007325603,0.0000039223632,0.00026408295,0.92507213,0.065374285,0.000014291573,0.000037176273,0.009120386],"study_design_scores_gemma":[0.000373344,0.000039979357,0.000051414612,0.00013118074,0.00000942248,0.00018234881,0.00015450154,0.99545044,0.0030533485,0.000062989704,0.0003168742,0.00017415505],"about_ca_topic_score_codex":0.000012292257,"about_ca_topic_score_gemma":0.0000025719376,"teacher_disagreement_score":0.07037831,"about_ca_system_score_codex":0.00018381048,"about_ca_system_score_gemma":0.000043251377,"threshold_uncertainty_score":0.6308944},"labels":[],"label_agreement":null},{"id":"W1982881199","doi":"10.2118/137711-ms","title":"An Innovative Cementing Solution for the Grosmont Carbonate","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laricina Energy (Canada)","funders":"","keywords":"Asphalt; Lost circulation; Drilling fluid; Petroleum engineering; Steam-assisted gravity drainage; Cement; Oil field; Drilling; Engineering; Oil sands; Environmental science; Mechanical engineering; Materials science; Composite material","score_opus":0.01422751523019002,"score_gpt":0.22174946431962173,"score_spread":0.2075219490894317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1982881199","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.931117,0.0002679733,0.045209724,0.0013265302,0.0028705548,0.00019173055,0.00022033336,0.00012827532,0.01866788],"genre_scores_gemma":[0.9984744,0.000026562642,0.00039230188,0.000077309494,0.00033474545,0.000042518182,0.000077689074,0.000016298114,0.0005581265],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935037,0.000005019327,0.00015749071,0.00014976472,0.00012279816,0.00021457514],"domain_scores_gemma":[0.99948484,0.00006249791,0.00002903007,0.00009739367,0.0001868621,0.00013936973],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001953749,0.00011187411,0.000074082935,0.00013354883,0.00016777967,0.00016365164,0.00021229223,0.000054089192,0.00011335486],"category_scores_gemma":[0.00004037257,0.000099378994,0.000034304147,0.00006649171,0.000059192884,0.0001411194,0.000012079415,0.00020589566,0.0000034011177],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000078287245,0.00006378781,0.018496886,0.00017474183,0.0009579811,0.00001671987,0.002418225,0.37170586,0.05675292,0.43778667,0.003625499,0.107922435],"study_design_scores_gemma":[0.00018421611,0.000016663245,0.0071854796,0.000016266335,0.0000068099976,0.000006608538,0.000068105895,0.8282483,0.000090219626,0.0007023566,0.16335808,0.00011686366],"about_ca_topic_score_codex":0.0032077583,"about_ca_topic_score_gemma":0.024461899,"teacher_disagreement_score":0.4565425,"about_ca_system_score_codex":0.000055635155,"about_ca_system_score_gemma":0.00005935918,"threshold_uncertainty_score":0.9933391},"labels":[],"label_agreement":null},{"id":"W1983107427","doi":"10.2118/116274-ms","title":"Successful Relief Well Drilling Utilizing Gyroscopic MWD (GMWD) for Re Entry into an Existing Cased Hole","year":2008,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Casing; Drilling; Drill; Petroleum engineering; Completion (oil and gas wells); Measurement while drilling; Geology; Mechanical engineering; Engineering","score_opus":0.03222230938376451,"score_gpt":0.2674459848987805,"score_spread":0.235223675515016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983107427","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8177944,0.00046052327,0.17065635,0.000101480764,0.00031688772,0.000374857,0.00003866656,0.0013852082,0.00887167],"genre_scores_gemma":[0.99166155,0.00058400765,0.007202066,0.000046197947,0.00027224713,0.000036939215,0.000080451944,0.00004868759,0.00006784037],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987021,0.000016678014,0.00034997254,0.00036658268,0.00016062497,0.00040404458],"domain_scores_gemma":[0.999352,0.00009831376,0.000041876727,0.00023412176,0.00010370281,0.00016998607],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019378056,0.00024907957,0.00027916543,0.00011090775,0.00026323154,0.00006869325,0.00012823989,0.00022483524,0.000025648744],"category_scores_gemma":[0.00007915687,0.0002655719,0.000065338085,0.00015952592,0.00008504391,0.00042231334,0.000036642425,0.00030832246,0.000012203292],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047888793,0.00068533514,0.007268889,0.0053252527,0.00021855833,0.0005637503,0.012981403,0.24339025,0.5987408,0.028385624,0.014981128,0.086980104],"study_design_scores_gemma":[0.0031832054,0.0013903785,0.0020581286,0.0022621353,0.00014361176,0.0002209952,0.0045144768,0.7889728,0.1595525,0.011229107,0.023694448,0.0027782056],"about_ca_topic_score_codex":0.00006408417,"about_ca_topic_score_gemma":0.000056522284,"teacher_disagreement_score":0.54558253,"about_ca_system_score_codex":0.00005313569,"about_ca_system_score_gemma":0.000025224113,"threshold_uncertainty_score":0.9999797},"labels":[],"label_agreement":null},{"id":"W1983439036","doi":"10.2118/166450-ms","title":"Reducing Drilling Costs Through the Successful Implementation of a One-Run Monobore Well Strategy","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Natural Resources","funders":"Canadian Natural Resources Limited","keywords":"Casing; Drilling; Plan (archaeology); Section (typography); Directional drilling; Computer science; Mechanical engineering; Geology; Engineering","score_opus":0.017542528946120944,"score_gpt":0.25899939407948963,"score_spread":0.2414568651333687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983439036","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89137334,0.00034807436,0.09594219,0.0005127898,0.00013164424,0.00054403505,0.000042261097,0.00043515532,0.010670506],"genre_scores_gemma":[0.9984664,0.00052111194,0.0008148657,0.000020830277,0.00007833265,0.000033781052,0.00003208359,0.000018422052,0.000014229689],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991537,0.000015875446,0.00029847413,0.00016644046,0.00014073262,0.0002248325],"domain_scores_gemma":[0.9996041,0.000043662578,0.00004565913,0.00015886154,0.00010043456,0.00004726601],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010688207,0.00014054595,0.00016705811,0.000042303647,0.00006867329,0.00006981265,0.000102086604,0.000094577095,0.00013821942],"category_scores_gemma":[0.0000081689,0.000116573174,0.00003975276,0.00014447738,0.000062557476,0.00043713953,0.000028938368,0.00020035243,0.000018719391],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035270736,0.00016644313,0.0010372682,0.0009226764,0.00019911799,0.000008161085,0.005147766,0.17144822,0.45931053,0.066154525,0.010843786,0.28472623],"study_design_scores_gemma":[0.002490498,0.0013175798,0.02452655,0.0020692244,0.0002676737,0.00006619368,0.031109426,0.27044612,0.6095992,0.050503194,0.0052724616,0.0023319307],"about_ca_topic_score_codex":0.00082912244,"about_ca_topic_score_gemma":0.00007465291,"teacher_disagreement_score":0.28239432,"about_ca_system_score_codex":0.000031785206,"about_ca_system_score_gemma":0.000014953618,"threshold_uncertainty_score":0.4753716},"labels":[],"label_agreement":null},{"id":"W1983742797","doi":"10.2118/151334-ms","title":"Integrated Pressure Management Processes for Reducing the Risk Associated with Well Instability Issues: Implications for HPHT Wells","year":2012,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada; Suncor Energy (Canada)","funders":"Suncor Energy Incorporated","keywords":"Drilling; Petroleum engineering; Drill; Wellbore; Process (computing); Work (physics); Drill pipe; Well control; Drilling fluid; Reliability engineering; Engineering; Computer science; Mechanical engineering","score_opus":0.015213602133382917,"score_gpt":0.23344587298085104,"score_spread":0.21823227084746813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1983742797","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.111483455,0.010493828,0.8577244,0.0011004295,0.0010339518,0.0056907455,0.0010559151,0.0023436435,0.009073618],"genre_scores_gemma":[0.99400955,0.00032015174,0.004276738,0.000027192982,0.00011610459,0.0006243247,0.00014104198,0.00006394857,0.0004209258],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.999157,0.00001544076,0.00019307053,0.00017671514,0.00006565529,0.00039210106],"domain_scores_gemma":[0.9991845,0.00027084965,0.00005156478,0.00032428344,0.00010449214,0.00006430472],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040976756,0.00018066059,0.00015992344,0.000037926508,0.0001386412,0.000044847406,0.00019644563,0.000067641166,0.0000069004823],"category_scores_gemma":[0.00013386465,0.00012696505,0.00004933133,0.00022046609,0.00002285718,0.00015453807,0.000018718903,0.0001260265,0.0000052672963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003266341,0.00019079658,0.0068930476,0.0015069512,0.0014528264,1.1931206e-7,0.0018782344,0.9605344,0.0003811992,0.0018408187,0.018663589,0.0066253366],"study_design_scores_gemma":[0.0008540801,0.00010793673,0.019385096,0.00033199787,0.0009976672,0.0000020748394,0.00040795197,0.17334667,0.004883979,0.0010958968,0.797893,0.0006936865],"about_ca_topic_score_codex":0.000034459063,"about_ca_topic_score_gemma":0.000024138992,"teacher_disagreement_score":0.8825261,"about_ca_system_score_codex":0.000051955463,"about_ca_system_score_gemma":0.0000112357575,"threshold_uncertainty_score":0.5177485},"labels":[],"label_agreement":null},{"id":"W1984003475","doi":"10.2118/81708-ms","title":"Re-Completion Techniques on Shallow Gas Wells Using Coiled Tubing Conveyed Fracturing","year":2003,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Wellbore; Petroleum engineering; Completion (oil and gas wells); Geology; Coiled tubing; Hydraulic fracturing; Drilling; Natural gas field; Well stimulation; Petroleum; Reservoir engineering; Engineering; Natural gas; Paleontology; Mechanical engineering","score_opus":0.021329471763913813,"score_gpt":0.22307421463569518,"score_spread":0.20174474287178137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984003475","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.911697,0.00030269125,0.06970429,0.000072781746,0.00065201847,0.0003982252,0.000012230308,0.0012089302,0.015951864],"genre_scores_gemma":[0.9961477,0.00056094327,0.002759283,0.000100469755,0.00020319216,0.000026122481,0.000053993503,0.00009501366,0.000053270665],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99797386,0.000077824654,0.00048671005,0.00050245394,0.00030834967,0.00065083004],"domain_scores_gemma":[0.9991457,0.00013287901,0.0000927157,0.0003418269,0.000098863464,0.00018799976],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044790862,0.00046661362,0.00046972994,0.0003010291,0.0002574577,0.00027255525,0.00012837807,0.00025090523,0.00018631516],"category_scores_gemma":[0.000081248836,0.0005150715,0.00010066034,0.00023935022,0.00006595777,0.00039879396,0.000028436158,0.0005069692,0.00004538024],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014189829,0.00020559265,0.0032153013,0.0014023994,0.0003020938,0.0001426786,0.0032450699,0.24176246,0.6970835,0.0129996985,0.0006946705,0.03880467],"study_design_scores_gemma":[0.001308411,0.00020900815,0.0006230893,0.0030041998,0.0001078797,0.00006550544,0.0006633559,0.58522874,0.39976,0.0026422944,0.004898357,0.0014891404],"about_ca_topic_score_codex":0.000062208324,"about_ca_topic_score_gemma":0.000021772023,"teacher_disagreement_score":0.34346628,"about_ca_system_score_codex":0.00018358417,"about_ca_system_score_gemma":0.000037270005,"threshold_uncertainty_score":0.9997301},"labels":[],"label_agreement":null},{"id":"W1984054381","doi":"10.2118/170624-ms","title":"Stick-Slip Detection and Friction Factor Testing Using Surface-Based Torque and Tension Measurements","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Torque; Slip (aerodynamics); Friction torque; Casing; Drag; Cartridge; Software; Drilling; Marine engineering; Mechanical engineering; Acoustics; Engineering; Geology; Mechanics; Computer science; Physics","score_opus":0.04780796995048606,"score_gpt":0.2344500671929569,"score_spread":0.18664209724247086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984054381","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7438547,0.00007311087,0.2554044,0.000013945092,0.00008381381,0.000091624344,0.000005927545,0.00029751565,0.00017492482],"genre_scores_gemma":[0.99644864,0.000046594887,0.003391112,0.00001557627,0.00006856892,0.0000027569304,0.000005063366,0.00001958235,0.0000021147314],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999278,0.000022375585,0.00017059084,0.00021357667,0.00013377193,0.00018170485],"domain_scores_gemma":[0.99962986,0.00006580547,0.000027698872,0.00008665812,0.00009674954,0.00009322397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018584687,0.00015537361,0.00015238374,0.00006711319,0.00011667213,0.00006800229,0.000024522,0.00013513042,0.000003170877],"category_scores_gemma":[0.00011371655,0.00015471506,0.0000151927,0.00010646418,0.000041398176,0.00020537328,0.000019466906,0.00016901261,0.0000014221561],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011879717,0.000010777994,0.0017638073,0.00011758445,0.000006591317,8.948272e-7,0.00005106305,0.021350041,0.9454263,0.000055790395,0.000008632569,0.03119663],"study_design_scores_gemma":[0.00039715832,0.00017226647,0.015867323,0.00029235336,0.000025008667,0.000019497575,0.000044536806,0.9315521,0.050832234,0.00039493287,0.0001079925,0.0002945689],"about_ca_topic_score_codex":0.000056882614,"about_ca_topic_score_gemma":0.000020230395,"teacher_disagreement_score":0.9102021,"about_ca_system_score_codex":0.000038602702,"about_ca_system_score_gemma":0.000007649689,"threshold_uncertainty_score":0.63090974},"labels":[],"label_agreement":null},{"id":"W1984124729","doi":"10.2118/80448-ms","title":"Effect of Volumetric Failure on Sand Production in Oil-Wellbores","year":2003,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Shear (geology); Geotechnical engineering; Ultimate tensile strength; Failure mechanism; Geology; Failure mode and effects analysis; Shear stress; Triaxial shear test; Materials science; Mechanics; Composite material; Petrology","score_opus":0.005630280682454884,"score_gpt":0.18895916213282513,"score_spread":0.18332888145037024,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984124729","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97857666,0.00056717836,0.00016258276,0.0001072527,0.00019580094,0.00003067021,0.0000032857342,0.00006733185,0.020289224],"genre_scores_gemma":[0.99694496,0.002681131,0.00007180597,0.0000013560757,0.000035819045,0.0000087384005,0.000009379264,0.00001217223,0.00023460921],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999401,0.000034238234,0.00014416562,0.00017753316,0.00008684474,0.00015626634],"domain_scores_gemma":[0.99978346,0.0000374771,0.000019874491,0.00009541565,0.000018343144,0.00004545389],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021443909,0.00013890887,0.00018157369,0.00020317239,0.00002966536,0.000027350052,0.000020240608,0.00007538572,0.000011398166],"category_scores_gemma":[0.00004512198,0.00012399568,0.000020993935,0.00022473963,0.00003362712,0.00009792351,0.0000036788551,0.0001270994,0.000004900384],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006331241,0.000039299382,0.003417304,0.001410278,0.00002659936,0.000009247746,0.0007500997,0.01264162,0.028045442,0.0011367446,0.00040275673,0.9520573],"study_design_scores_gemma":[0.0036386193,0.001695105,0.0044957087,0.0027573872,0.00011987017,0.00012056166,0.0015411571,0.060660876,0.91222686,0.0028088884,0.008524159,0.0014108202],"about_ca_topic_score_codex":0.000010753802,"about_ca_topic_score_gemma":0.000009611209,"teacher_disagreement_score":0.95064646,"about_ca_system_score_codex":0.000013490292,"about_ca_system_score_gemma":0.000005199839,"threshold_uncertainty_score":0.5056397},"labels":[],"label_agreement":null},{"id":"W1984477001","doi":"10.2118/0206-0028-jpt","title":"Techbits: Progress in Horizontal Technology Yields Incremental Bonuses","year":2006,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Directional drilling; Drilling; Wellbore; Petroleum engineering; Completion (oil and gas wells); Horizontal and vertical; Engineering; Underbalanced drilling; Oil shale; Geology; Mechanical engineering; Drilling fluid","score_opus":0.002706867556796054,"score_gpt":0.18650079367724218,"score_spread":0.18379392612044612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1984477001","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9843139,0.0069461814,0.005814695,0.0006537359,0.0005679844,0.00006240041,0.0000030694532,0.0006540723,0.0009839517],"genre_scores_gemma":[0.99566317,0.000117718,0.0039520888,0.0000051866996,0.00017909327,0.000012011152,0.0000012217788,0.000046128516,0.000023366385],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985769,0.000007467913,0.000644569,0.00013874454,0.00018922261,0.00044314328],"domain_scores_gemma":[0.9995526,0.000018901055,0.00013040991,0.00020397197,0.000055729768,0.000038373455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019802705,0.0002194449,0.00041830665,0.0022542197,0.000030621246,0.000020282394,0.0004069323,0.0004545895,0.000011059642],"category_scores_gemma":[0.000025898604,0.00021459037,0.00008176985,0.000884366,0.0001337664,0.00014761345,0.000059090544,0.000899993,0.000010410057],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013281792,0.00078603363,0.53517324,0.0003588533,0.00041426247,0.0029309362,0.00009007062,0.1494003,0.17154725,0.02167595,0.0048314626,0.11265883],"study_design_scores_gemma":[0.011532338,0.0043649985,0.024094237,0.0021785016,0.0002617208,0.0117935715,0.0025098128,0.08936556,0.7150806,0.028009892,0.10747293,0.0033358496],"about_ca_topic_score_codex":0.0000066942794,"about_ca_topic_score_gemma":0.000037209116,"teacher_disagreement_score":0.5435333,"about_ca_system_score_codex":0.00021692974,"about_ca_system_score_gemma":0.000027096034,"threshold_uncertainty_score":0.87507415},"labels":[],"label_agreement":null},{"id":"W1985027739","doi":"10.2118/141166-ms","title":"Rheology and Stability of Non-Aqueous Micro Bubble Based Drilling Fluids","year":2011,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling fluid; Rheology; Chemical engineering; Materials science; Bubble; Aqueous solution; Polymer; Pulmonary surfactant; Filtration (mathematics); Colloid; Nanofluid; Petroleum engineering; Chromatography; Drilling; Chemistry; Composite material; Nanoparticle; Nanotechnology; Organic chemistry; Geology","score_opus":0.007675008987675339,"score_gpt":0.18914912787335045,"score_spread":0.1814741188856751,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1985027739","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9032786,0.000090853864,0.016146794,0.00008567231,0.0005639657,0.000036883423,0.000017721872,0.00012042887,0.0796591],"genre_scores_gemma":[0.99727637,0.00009605197,0.0023227332,0.000027167975,0.000107606626,0.0000050660924,0.000013611944,0.00001949571,0.00013190015],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99935555,0.0000031039167,0.00021667137,0.00017015876,0.00011089154,0.00014361014],"domain_scores_gemma":[0.99961233,0.00007969833,0.000027683076,0.0001744009,0.000048381782,0.00005748835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007196215,0.00013351542,0.00014237191,0.000025371803,0.000015493262,0.000009472697,0.0001681784,0.000121254096,0.0004314601],"category_scores_gemma":[0.000023505216,0.00014458937,0.000051277693,0.0000374083,0.000039713083,0.000034350804,0.000025750625,0.00016048856,0.000005556209],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025328398,0.000043626722,0.0018474611,0.00015164317,0.000050216553,0.000007962975,0.00022152718,0.009408625,0.9869955,0.00006855873,0.000057710287,0.0011218209],"study_design_scores_gemma":[0.00021366877,0.000014802766,0.00013809961,0.000058760175,0.0000070332494,0.000006608843,0.000019381463,0.09936355,0.89972496,0.00006585688,0.0002689157,0.00011833515],"about_ca_topic_score_codex":0.00002908938,"about_ca_topic_score_gemma":0.0000015571558,"teacher_disagreement_score":0.093997784,"about_ca_system_score_codex":0.00003552011,"about_ca_system_score_gemma":0.00000950672,"threshold_uncertainty_score":0.5896183},"labels":[],"label_agreement":null},{"id":"W1986011644","doi":"10.2118/86700-ms","title":"Exceeding Drilling Performance and Environmental Requirements with Potassium Silicate Based Drilling Fluid","year":2004,"lang":"en","type":"article","venue":"SPE International Conference on Health, Safety, and Environment in Oil and Gas Exploration and Production","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Silicate; Drilling fluid; Sodium silicate; Drilling; Potassium; Potassium silicate; Petroleum engineering; Alkali metal; Environmental science; Geology; Mineralogy; Chemical engineering; Chemistry; Materials science; Engineering; Metallurgy; Organic chemistry","score_opus":0.02936450337788558,"score_gpt":0.22383456838520083,"score_spread":0.19447006500731526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986011644","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89717734,0.0012977549,0.022241257,0.07652616,0.0008290814,0.00030519807,0.000023569884,0.00015575069,0.0014439075],"genre_scores_gemma":[0.7554442,0.24365371,0.0006105345,0.000060975784,0.00009385494,0.000014496707,0.000055841734,0.000014300912,0.000052038242],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907887,0.000013234684,0.00025278353,0.00030995972,0.00017572439,0.0001694208],"domain_scores_gemma":[0.99977225,0.00001069456,0.00004889464,0.000072610404,0.000006073875,0.000089495355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021155716,0.00017014795,0.00013737702,0.00012004469,0.00014720144,0.000053211246,0.000031246822,0.00004563174,0.000009657002],"category_scores_gemma":[0.0000040806926,0.00016332306,0.000008297923,0.000035705765,0.00006648589,0.00036726773,0.00001547913,0.00014063441,0.0000023211294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012958111,0.000037710517,0.0007835521,0.00017288164,0.00001666464,0.0000013907004,0.0011394595,0.4807954,0.0033906472,0.0004993619,0.0000037277507,0.51302963],"study_design_scores_gemma":[0.0028549568,0.0007159171,0.0050601484,0.0012044506,0.000022473008,0.00005234977,0.0015511696,0.9678865,0.0049554063,0.009857929,0.0050486685,0.0007900283],"about_ca_topic_score_codex":0.000021404807,"about_ca_topic_score_gemma":0.000011966064,"teacher_disagreement_score":0.5122396,"about_ca_system_score_codex":0.00011904237,"about_ca_system_score_gemma":0.000009433995,"threshold_uncertainty_score":0.6660121},"labels":[],"label_agreement":null},{"id":"W1986386835","doi":"10.2118/2001-057","title":"Rehabilitating Heavy Oil Wells Using Pulsing Workovers to Place Treatment Chemicals","year":2001,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Environmental science; Petroleum; Waste management; Computer science; Geology; Engineering","score_opus":0.016288633976649446,"score_gpt":0.22909174431351925,"score_spread":0.2128031103368698,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986386835","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9516515,0.00008931327,0.005439624,0.0007462673,0.0010491043,0.00004630225,0.000043884786,0.00016893366,0.040765036],"genre_scores_gemma":[0.9947985,0.000054055166,0.002825883,0.000121618315,0.00024548723,0.000015803358,0.000019375491,0.000041355586,0.0018779405],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988559,0.000009877669,0.00024447916,0.00025550858,0.00017384304,0.00046041375],"domain_scores_gemma":[0.9991469,0.000081200225,0.000022887041,0.00018818853,0.000075737684,0.00048512823],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000087690074,0.00021514465,0.00018152317,0.00029397706,0.00007446501,0.0001361319,0.00023615785,0.000074369214,0.00026953587],"category_scores_gemma":[0.000080189646,0.00025069714,0.000065516346,0.00016511601,0.000022134414,0.00013488292,0.000015086889,0.00013581703,0.000089023546],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007883119,0.000006406633,0.0012365086,0.0000117579775,0.00005179748,0.00002839877,0.0003056506,0.9875664,0.0037406855,0.00027235504,0.00029727185,0.006474865],"study_design_scores_gemma":[0.00028999237,0.000029044193,0.00031055236,0.00025446105,0.000012112208,0.000034135497,0.00017491347,0.86317384,0.0016589649,0.000036975456,0.13364704,0.00037797613],"about_ca_topic_score_codex":0.014489917,"about_ca_topic_score_gemma":0.0105477525,"teacher_disagreement_score":0.13334978,"about_ca_system_score_codex":0.0017272074,"about_ca_system_score_gemma":0.00015732496,"threshold_uncertainty_score":0.9999945},"labels":[],"label_agreement":null},{"id":"W1986481938","doi":"10.2118/92195-ms","title":"Casing Directional Drilling Using a Rotary Steerable System","year":2005,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Drilling; Measurement while drilling; Petroleum engineering; Directional drilling; RSS; Engineering; Submarine pipeline; Drilling engineering; Offshore drilling; Marine engineering; Drilling fluid; Mechanical engineering; Geology; Geotechnical engineering; Computer science","score_opus":0.007367590647678932,"score_gpt":0.17222042941355198,"score_spread":0.16485283876587303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986481938","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22777277,0.0011146622,0.7166597,0.00001654345,0.0012416939,0.00011054642,0.0000033204763,0.0028053077,0.05027546],"genre_scores_gemma":[0.9622058,0.000013808692,0.036738843,0.00001182183,0.0006496931,0.0000041723097,0.000002567968,0.000052809602,0.00032045692],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992075,0.000007230195,0.00020949058,0.00014098902,0.00013769258,0.0002970752],"domain_scores_gemma":[0.99972177,0.000030515008,0.000012323275,0.00013160545,0.000022790819,0.000080970625],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012339621,0.00015380645,0.00015251985,0.00010874097,0.00010528747,0.000052850963,0.00006611877,0.00006364898,0.000045415538],"category_scores_gemma":[0.000004310235,0.00016065376,0.000057861333,0.00015908497,0.000007148701,0.00019921437,0.000012249259,0.00013906967,0.000059846083],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.535373e-7,0.0000034061452,0.00007925205,0.000075777105,0.000026815678,0.000004120322,0.000057274057,0.9906904,0.006196164,0.00025107389,0.000098291115,0.0025165833],"study_design_scores_gemma":[0.00011214735,0.0000029538116,0.00002296407,0.00011804862,0.0000122397205,0.00008582025,0.00007007053,0.9795639,0.011940485,0.0000032614553,0.007866546,0.00020156176],"about_ca_topic_score_codex":0.000054581018,"about_ca_topic_score_gemma":0.000009750815,"teacher_disagreement_score":0.73443305,"about_ca_system_score_codex":0.0002613001,"about_ca_system_score_gemma":0.00001032069,"threshold_uncertainty_score":0.65512705},"labels":[],"label_agreement":null},{"id":"W1986696215","doi":"10.2118/04-02-03","title":"Cyclic Steam Stimulation Below a Known Hydraulically Induced Shale Fracture","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Imperial Oil (Canada)","funders":"University of Calgary","keywords":"Oil shale; Geology; Overburden; Drilling; Hydraulic fracturing; Geotechnical engineering; Slip (aerodynamics); Fracture (geology); Petroleum engineering; Casing; Drilling fluid; Shear (geology); Overburden pressure; Borehole; Petrology; Materials science; Engineering","score_opus":0.005300180282860378,"score_gpt":0.18643784558608875,"score_spread":0.18113766530322836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986696215","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97819823,0.00094471563,0.0137622915,0.0031973487,0.00058995193,0.00005983632,0.0000046805058,0.00026812663,0.002974836],"genre_scores_gemma":[0.9980632,0.00009784302,0.00141574,0.00012659295,0.000215301,0.0000025804775,0.00000202377,0.000046072426,0.000030630436],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989116,0.000005965541,0.00039360998,0.00010812225,0.00016542582,0.00041527057],"domain_scores_gemma":[0.9993066,0.000017348422,0.00008811976,0.0002046337,0.00007957406,0.000303727],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001200641,0.00017914361,0.0002980876,0.002571438,0.000056946228,0.00002627309,0.00029229416,0.0003997338,0.000027325688],"category_scores_gemma":[0.000067748064,0.00018174548,0.000089605004,0.0007167212,0.000026187688,0.00014501327,0.000009702768,0.00083454,0.000026884523],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003866538,0.000011043016,0.00029965516,0.00001599785,0.00006817947,0.00015233294,0.00005810084,0.9787069,0.011218066,0.00033601467,0.000412859,0.008716989],"study_design_scores_gemma":[0.008374003,0.0018729123,0.022370229,0.0010659819,0.0003015694,0.004171799,0.0004357332,0.13299881,0.07413273,0.014339923,0.7375867,0.0023496305],"about_ca_topic_score_codex":0.0011739933,"about_ca_topic_score_gemma":0.009199988,"teacher_disagreement_score":0.8457081,"about_ca_system_score_codex":0.0004985712,"about_ca_system_score_gemma":0.00020879404,"threshold_uncertainty_score":0.74113655},"labels":[],"label_agreement":null},{"id":"W1986831199","doi":"10.2118/59161-ms","title":"Wired BHA Applications in Underbalanced Coiled Tubing Drilling","year":2000,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Underbalanced drilling; Coiled tubing; Wireline; Petroleum engineering; Lost circulation; Drilling; Engineering; Marine engineering; Drilling fluid; Mechanical engineering; Telecommunications; Wireless","score_opus":0.003519246816929237,"score_gpt":0.16923063426779958,"score_spread":0.16571138745087033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1986831199","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40018234,0.00059283874,0.44788554,0.00004572438,0.00017451643,0.0003159405,0.0000043384607,0.0021562448,0.14864253],"genre_scores_gemma":[0.99678653,0.00019092661,0.0022325509,0.000018973416,0.00006753153,0.000043717224,0.000011019009,0.00003581515,0.00061295304],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993466,0.000004566399,0.00018759149,0.00013356292,0.000080438636,0.00024723297],"domain_scores_gemma":[0.9997146,0.000042954864,0.0000056523045,0.00017036646,0.0000078135445,0.000058571102],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000069695794,0.00012225007,0.00013732507,0.0000757317,0.000033266268,0.000030044263,0.00010650772,0.000060746857,0.00023041425],"category_scores_gemma":[0.0000031802479,0.00012762085,0.00003286546,0.0003197337,0.00000902617,0.00013794855,0.000005170823,0.00010851179,0.000093600145],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.8817427e-7,0.000007153514,0.00022582895,0.000022336766,0.000007986308,0.0000011398282,0.00012454318,0.9864731,0.002443083,0.0007534347,0.00005419912,0.009886295],"study_design_scores_gemma":[0.0003308723,0.000004436003,0.0005222682,0.00005171467,0.000004971765,0.0000022340012,0.000068614114,0.98180574,0.0046428447,0.000566053,0.0117321685,0.00026808423],"about_ca_topic_score_codex":0.000015633308,"about_ca_topic_score_gemma":0.000025522735,"teacher_disagreement_score":0.59660417,"about_ca_system_score_codex":0.00006101694,"about_ca_system_score_gemma":0.000005358688,"threshold_uncertainty_score":0.52042276},"labels":[],"label_agreement":null},{"id":"W1987320724","doi":"10.2118/2009-162","title":"Test Site 1: Planning a Field Test For In Situ Recovery of Axe Lake Bitumen With Horizontal Wells","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Test (biology); Asphalt; Test site; Field (mathematics); In situ; Geology; Geotechnical engineering; Petroleum engineering; Mining engineering; Meteorology; Archaeology; Geography; Mathematics","score_opus":0.007878974065353993,"score_gpt":0.19713825440124236,"score_spread":0.18925928033588837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987320724","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93140084,0.000091698996,0.0148010645,0.0006152933,0.0004783303,0.00014902093,0.00039104803,0.00009799604,0.051974714],"genre_scores_gemma":[0.99874115,0.000013584161,0.00057229603,0.00008718771,0.00009304232,0.00001244557,0.000064210515,0.0000155695,0.00040048652],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999316,0.0000022858444,0.00018661565,0.00014391946,0.000104140505,0.00024705983],"domain_scores_gemma":[0.9994918,0.00019355676,0.00002864554,0.000100690675,0.000059135135,0.0001261851],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000061620434,0.00013038014,0.00015162751,0.0002946597,0.000019017174,0.00004496803,0.00017689308,0.00006299842,0.00004309162],"category_scores_gemma":[0.00009960801,0.00014151039,0.000034092307,0.000085252876,0.00001125004,0.00012455705,0.000004854847,0.0001441721,0.0000067636215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055438817,0.000053753738,0.06716267,0.00009392529,0.00008687443,0.00012170129,0.0005415852,0.9020845,0.02050779,0.0015845943,0.0030472386,0.004659918],"study_design_scores_gemma":[0.0024529598,0.0015315482,0.080331355,0.0016368907,0.00003701828,0.00006375182,0.00021254849,0.83594847,0.02107486,0.00066711876,0.05486284,0.001180658],"about_ca_topic_score_codex":0.0021937978,"about_ca_topic_score_gemma":0.08848146,"teacher_disagreement_score":0.08628767,"about_ca_system_score_codex":0.00012582658,"about_ca_system_score_gemma":0.000111790665,"threshold_uncertainty_score":0.92815137},"labels":[],"label_agreement":null},{"id":"W1987342165","doi":"10.2118/87136-ms","title":"Barite-Sag Management: Challenges, Strategies, Opportunities","year":2004,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"USable; Drilling; Petroleum engineering; Petroleum industry; Geology; Risk analysis (engineering); Computer science; Engineering; Business; Mechanical engineering; Paleontology","score_opus":0.03580137936588859,"score_gpt":0.1912935692400839,"score_spread":0.1554921898741953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987342165","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00277492,0.0044676876,0.10417518,0.00016266543,0.0004711571,0.00008562925,0.000002489338,0.0019272778,0.885933],"genre_scores_gemma":[0.98557985,0.009619212,0.0033053698,0.000028782932,0.00009297516,0.000013384788,0.000008974506,0.000045987894,0.0013054685],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99941283,0.0000023485893,0.00012585243,0.000111263194,0.00010180541,0.00024590874],"domain_scores_gemma":[0.99971473,0.000007338037,0.0000055062483,0.00018642686,0.000008768975,0.00007720837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000060928443,0.00014195834,0.00010323797,0.000089723566,0.000029391098,0.000051099338,0.000113749295,0.00005030663,0.00006852472],"category_scores_gemma":[8.296097e-7,0.000145157,0.000034214714,0.000059187267,0.0000128380925,0.0001804383,0.000017606399,0.00009342616,0.00008212311],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.2838527e-7,0.000007950753,6.052329e-7,0.00018401524,0.00004606949,0.000048780465,0.00012815458,0.70396453,0.000037506634,0.2789155,0.0002143791,0.016451992],"study_design_scores_gemma":[0.0029703863,0.00013212182,0.00067011476,0.0006627801,0.0001188363,0.00008269062,0.019157035,0.13391785,0.0039270683,0.045500927,0.7902107,0.0026494802],"about_ca_topic_score_codex":0.000016052656,"about_ca_topic_score_gemma":0.0000135936825,"teacher_disagreement_score":0.98280495,"about_ca_system_score_codex":0.000040743325,"about_ca_system_score_gemma":0.0000074942222,"threshold_uncertainty_score":0.591933},"labels":[],"label_agreement":null},{"id":"W1987345518","doi":"10.2118/2000-028","title":"Phoenix Well Director Rotary Steerable Tool Technology","year":2000,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Phoenix; Citation; Drilling; Computer science; Hammer; Engineering; World Wide Web; Mechanical engineering; Geography; Archaeology","score_opus":0.0055871937246192134,"score_gpt":0.17684811338324943,"score_spread":0.17126091965863022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987345518","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6987966,0.00021595835,0.0011861572,0.00061867887,0.0012027773,0.000062957144,0.000085594926,0.00050998817,0.29732132],"genre_scores_gemma":[0.98818856,0.00014319476,0.00028128666,0.00008899854,0.00016807538,0.000025879839,0.000036825622,0.000031670916,0.011035476],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99913377,0.000004846831,0.00017620104,0.00018940428,0.00013251863,0.0003632741],"domain_scores_gemma":[0.99953926,0.000016410242,0.0000106969865,0.00019564395,0.000054837215,0.00018315083],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004842557,0.00016153947,0.00013387261,0.0003394822,0.0000519271,0.00007781976,0.00036897507,0.00010465904,0.0072146277],"category_scores_gemma":[0.000013620213,0.00019140108,0.00004192133,0.00013758813,0.000031154093,0.00013200831,0.000008884282,0.00023863451,0.0009646281],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007534749,0.000011469238,0.0026369062,0.000026267091,0.00013878365,0.00009916183,0.000091059,0.94698125,0.0015549465,0.005237621,0.010895136,0.03231987],"study_design_scores_gemma":[0.00017417404,0.000010414854,0.00074375514,0.000045231318,0.0000051174616,0.000023092232,0.000013819387,0.3550141,0.0010467033,0.0002187214,0.64246225,0.00024262325],"about_ca_topic_score_codex":0.004022384,"about_ca_topic_score_gemma":0.010395829,"teacher_disagreement_score":0.6315671,"about_ca_system_score_codex":0.00026713219,"about_ca_system_score_gemma":0.000105631334,"threshold_uncertainty_score":0.99981326},"labels":[],"label_agreement":null},{"id":"W1987409394","doi":"10.2118/2007-038","title":"Numerical Modelling of Borehole Ballooning/Breathing-Effect of Fracture Roughness","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Ballooning; Borehole; Surface roughness; Mechanics; Surface finish; Breathing; Fracture (geology); Geology; Environmental science; Geotechnical engineering; Materials science; Physics; Composite material; Medicine; Nuclear physics","score_opus":0.010067286903448807,"score_gpt":0.2094440898972624,"score_spread":0.1993768029938136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987409394","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41837883,0.00015020833,0.5510445,0.00004936741,0.00064606714,0.0000466102,0.00003143056,0.00007008153,0.02958289],"genre_scores_gemma":[0.9989119,0.00001657724,0.00078519946,0.000018727795,0.000105885934,0.0000032403673,0.000027604023,0.000026258873,0.00010459403],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990697,0.000008390781,0.00029235054,0.00013899215,0.00021781883,0.00027273037],"domain_scores_gemma":[0.9993944,0.0001030704,0.00005031421,0.00014719977,0.000106965206,0.00019801394],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024008963,0.00015618568,0.00022911228,0.00027253563,0.000022618906,0.00002085766,0.0002957197,0.00010257498,0.00009663283],"category_scores_gemma":[0.000037173406,0.00016323078,0.000075580974,0.00010704101,0.000031204232,0.000101018464,0.000009251088,0.00022651216,0.0000068885124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008706347,0.0000034779775,0.0028325075,0.000053174685,0.00005254097,0.000015281092,0.00013519872,0.99496573,0.0002636676,0.0010548893,0.00008743812,0.00052741467],"study_design_scores_gemma":[0.0002137886,0.000035662535,0.0011042277,0.00013411317,0.00001170524,0.000010028965,0.000015805716,0.98045516,0.012932687,0.000060310118,0.004868108,0.00015840716],"about_ca_topic_score_codex":0.010755907,"about_ca_topic_score_gemma":0.0017485431,"teacher_disagreement_score":0.5805331,"about_ca_system_score_codex":0.00016623091,"about_ca_system_score_gemma":0.00007244427,"threshold_uncertainty_score":0.99583155},"labels":[],"label_agreement":null},{"id":"W1987680444","doi":"10.2118/107106-ms","title":"Coiled-Tubing Fracturing on Slant-Well Operations","year":2007,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Wellhead; Workover; Petroleum engineering; Coiled tubing; Flexibility (engineering); Truck; Well stimulation; Pipeline transport; Oil well; Petroleum; Directional drilling; Engineering; Marine engineering; Geology; Drilling; Mechanical engineering; Automotive engineering; Reservoir engineering","score_opus":0.011272835113781883,"score_gpt":0.22785170819811015,"score_spread":0.21657887308432827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987680444","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84014755,0.000519725,0.1440126,0.00008399889,0.00071526895,0.00018305675,0.000008968609,0.00044435053,0.013884501],"genre_scores_gemma":[0.99794567,0.00076309475,0.0003287092,0.00005743296,0.00025712178,0.0000137089755,0.000091057824,0.000045380155,0.00049783086],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985049,0.000031337673,0.000487965,0.00037220382,0.0001874159,0.00041617945],"domain_scores_gemma":[0.999418,0.00009117508,0.000049876573,0.00019657794,0.000072154326,0.00017221476],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004795538,0.00031017113,0.00027977244,0.00027071842,0.0002482003,0.00029298663,0.00008730927,0.00016771616,0.00021023302],"category_scores_gemma":[0.000027252545,0.00032327883,0.0001092147,0.00013893722,0.000053653243,0.00036720882,0.000039176724,0.0003913066,0.000102760154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035758663,0.0006082899,0.0040625245,0.0028653108,0.00063562597,0.00020157118,0.0068338383,0.52554244,0.10906851,0.027828367,0.0030500991,0.31894585],"study_design_scores_gemma":[0.0025828474,0.00045726096,0.0037326736,0.0042764344,0.00013889968,0.00010680707,0.0017896933,0.8719982,0.10512307,0.0012714675,0.0071805436,0.0013421245],"about_ca_topic_score_codex":0.00011028646,"about_ca_topic_score_gemma":0.00010760966,"teacher_disagreement_score":0.34645578,"about_ca_system_score_codex":0.00005998757,"about_ca_system_score_gemma":0.000008241856,"threshold_uncertainty_score":0.9999219},"labels":[],"label_agreement":null},{"id":"W1987730918","doi":"10.2118/157892-ms","title":"New Thermally Responsive Cement for Heavy Oil Wells","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cement; Casing; Steam injection; Petroleum engineering; Petroleum; Oil well; Environmental science; Fossil fuel; Thermal expansion; Geotechnical engineering; Waste management; Geology; Materials science; Engineering; Composite material","score_opus":0.017418091240712624,"score_gpt":0.20986169716852687,"score_spread":0.19244360592781426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1987730918","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35640568,0.017369898,0.2622776,0.013275824,0.034561403,0.0010164613,0.0008348311,0.0030038715,0.3112544],"genre_scores_gemma":[0.9837462,0.0002988484,0.0034049267,0.00043455785,0.0006535267,0.00003700605,0.00002969248,0.000082512066,0.011312735],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985164,0.00001627553,0.0002645814,0.00018905869,0.00025496076,0.00075876643],"domain_scores_gemma":[0.99902296,0.00011161873,0.000030124444,0.0003031652,0.000081731414,0.00045037045],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016324682,0.0002699209,0.00026134693,0.000060768958,0.000078726844,0.00004908226,0.0002095595,0.000085066735,0.00026388527],"category_scores_gemma":[0.000042585096,0.00028265934,0.000058443282,0.00011374565,0.000014884925,0.00013008792,0.000023050896,0.00018987914,0.000034661414],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002576636,0.000046367266,0.00035638825,0.0011604022,0.00036395987,0.000035189798,0.0018820034,0.21979818,0.00679988,0.011058455,0.27710703,0.48113447],"study_design_scores_gemma":[0.0007166958,0.000048915397,0.00030535803,0.00019563564,0.00003886753,0.000010793266,0.00023666635,0.030385965,0.018782815,0.00009075783,0.9484765,0.0007110487],"about_ca_topic_score_codex":0.09528163,"about_ca_topic_score_gemma":0.124059245,"teacher_disagreement_score":0.67136943,"about_ca_system_score_codex":0.0003227171,"about_ca_system_score_gemma":0.0007906848,"threshold_uncertainty_score":0.99996257},"labels":[],"label_agreement":null},{"id":"W1988133594","doi":"10.2118/72278-ms","title":"Effect of Tool Joints on Contact Force and Axial Force Transfer in Horizontal Wellbores","year":2001,"lang":"en","type":"article","venue":"SPE/IADC Middle East Drilling Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Buckling; Drill pipe; Buckle; Structural engineering; Drilling; Coiled tubing; Drill; Directional drilling; Engineering; Materials science; Mechanical engineering","score_opus":0.010486749942593892,"score_gpt":0.19719969471917934,"score_spread":0.18671294477658545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988133594","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9570774,0.00048687746,0.03800633,0.000047234375,0.0003566844,0.0003487769,0.000013620421,0.0006341164,0.0030289716],"genre_scores_gemma":[0.9990632,0.00034029907,0.00034589632,0.000008692391,0.000063474654,0.000033995406,0.000008307616,0.000061802435,0.00007434926],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983488,0.00003120788,0.00045767706,0.00041167453,0.00018166014,0.0005689797],"domain_scores_gemma":[0.9993353,0.00013027461,0.000034635872,0.00038288473,0.000040461513,0.00007643095],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027320825,0.00040875174,0.00061599456,0.00046322693,0.000060264323,0.00003074676,0.00029978112,0.00041009078,0.000027061387],"category_scores_gemma":[0.00006716925,0.00040244972,0.000086558146,0.00038616796,0.0001660925,0.00012987769,0.00004154873,0.00058629113,0.000020207855],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014582698,0.00021177718,0.054017283,0.0025055713,0.00054228044,0.0005440412,0.0026554882,0.13442256,0.34850258,0.30340952,0.000025414347,0.15170527],"study_design_scores_gemma":[0.005617944,0.0029701882,0.0012852291,0.0028193663,0.00011178996,0.00022086008,0.00036346068,0.426888,0.549729,0.0076024905,0.00068049174,0.0017111845],"about_ca_topic_score_codex":0.000045664194,"about_ca_topic_score_gemma":0.00012162154,"teacher_disagreement_score":0.295807,"about_ca_system_score_codex":0.0000650341,"about_ca_system_score_gemma":0.000017248285,"threshold_uncertainty_score":0.99984276},"labels":[],"label_agreement":null},{"id":"W1988309377","doi":"10.2118/2005-254","title":"A Laboratory Study With Field Data of Downhole Gas Separators","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Petroleum engineering; Field (mathematics); Natural gas field; Computer science; Environmental science; Geology; Engineering; Waste management; Natural gas","score_opus":0.014169855560788425,"score_gpt":0.2261199951356377,"score_spread":0.2119501395748493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988309377","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96813667,0.000069357746,0.0032934584,0.00029223267,0.00035424042,0.000071141505,0.00026336935,0.00009149649,0.027428046],"genre_scores_gemma":[0.9992646,0.00001661413,0.0003259881,0.00005360763,0.00012034797,0.000007624317,0.00003899974,0.000016761176,0.00015544168],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993494,0.000006696997,0.00015273583,0.00016097666,0.00015856723,0.00017160158],"domain_scores_gemma":[0.9993557,0.000026442363,0.000021035585,0.00034702115,0.00009170269,0.00015813825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008425852,0.0001094179,0.00011385151,0.0001921001,0.00002084575,0.000039856077,0.00050635135,0.000035374094,0.0002279062],"category_scores_gemma":[0.000023836617,0.000110899884,0.000009968446,0.00010083044,0.000016335478,0.00018562777,0.000024654411,0.00013471257,0.000032963766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019106732,0.00005066084,0.021235365,0.00003079502,0.00030009454,0.000048543774,0.00052300986,0.96377957,0.00049531745,0.0011114071,0.00887127,0.0035348332],"study_design_scores_gemma":[0.0005779631,0.00014976865,0.0032937014,0.000087606204,0.000025464358,0.000007857937,0.00027224058,0.7953159,0.0016275321,0.0000104547735,0.19828805,0.00034344083],"about_ca_topic_score_codex":0.0053784004,"about_ca_topic_score_gemma":0.09935645,"teacher_disagreement_score":0.18941678,"about_ca_system_score_codex":0.0000936413,"about_ca_system_score_gemma":0.00017612019,"threshold_uncertainty_score":0.91707796},"labels":[],"label_agreement":null},{"id":"W1988746002","doi":"10.2523/iptc-12865-ms","title":"Real-time Downhole Monitoring and Logging Reduced Mud Loss Drastically for High-Pressure Gas Wells in Tarim Basin, China","year":2008,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"PetroChina Company Limited","keywords":"Geology; Mud logging; Drilling; Petroleum engineering; Casing; Tarim basin; Window (computing); Well logging; Natural gas field; Drilling fluid; Well control; Measurement while drilling; Sichuan basin; Mining engineering; Geotechnical engineering; Petrology; Natural gas; Engineering; Geochemistry","score_opus":0.007281082308475989,"score_gpt":0.20169067642540017,"score_spread":0.19440959411692418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1988746002","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.988323,0.00038284244,0.008030981,0.00010928402,0.00060884445,0.00023950225,0.000022687902,0.0005084407,0.0017744682],"genre_scores_gemma":[0.9902918,0.00057921716,0.008477921,0.000008538496,0.00031799354,0.00002431635,0.00002020362,0.0000806547,0.0001993838],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988236,0.0000129153395,0.00026867367,0.00028297643,0.00012914545,0.00048267894],"domain_scores_gemma":[0.99946,0.00013070776,0.000023312658,0.00023763551,0.000019324518,0.00012906054],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016573776,0.00024061304,0.00030277003,0.00012133425,0.0000759146,0.000035529927,0.00014587677,0.00013092742,0.000014683556],"category_scores_gemma":[0.00004961892,0.00026279097,0.000039021754,0.00010912281,0.00003595332,0.0001506726,0.0000411396,0.00022350329,0.000021242851],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028675619,0.00003831299,0.001711169,0.00032053172,0.0001225475,0.00010030016,0.0010374597,0.8475234,0.14595339,0.0002774078,0.0015742341,0.0013125614],"study_design_scores_gemma":[0.0028839554,0.00019842634,0.059784543,0.0007017973,0.00017716395,0.00013845642,0.000051438932,0.8169422,0.103514686,0.0012225856,0.0126982955,0.0016864289],"about_ca_topic_score_codex":0.00024145587,"about_ca_topic_score_gemma":0.000001574801,"teacher_disagreement_score":0.05807337,"about_ca_system_score_codex":0.00004458956,"about_ca_system_score_gemma":0.000012834019,"threshold_uncertainty_score":0.9999824},"labels":[],"label_agreement":null},{"id":"W1989053043","doi":"10.4043/17685-ms","title":"Casing Drilling Rig Selection Process For The Stratton Field","year":2005,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Casing; Drilling; Process (computing); Selection (genetic algorithm); Computer science; Petroleum engineering; Field (mathematics); Engineering; Geology; Engineering drawing; Mechanical engineering; Artificial intelligence; Operating system; Mathematics","score_opus":0.014280644431618462,"score_gpt":0.24403789059751552,"score_spread":0.22975724616589704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989053043","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13643202,0.00069752184,0.8566594,0.0015923465,0.00036518538,0.00029714074,0.0000030284082,0.0018953051,0.0020580487],"genre_scores_gemma":[0.9970653,0.00011161215,0.0024490547,0.000028823373,0.00016921829,0.000067460154,0.000002258242,0.000027012771,0.00007926019],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993058,0.0000026432826,0.00015979646,0.00016826918,0.00006832056,0.00029519433],"domain_scores_gemma":[0.99958676,0.000118035154,0.000022692451,0.0001750293,0.00007213022,0.000025337184],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000088385,0.00014917625,0.00013355154,0.00011962125,0.00013410606,0.000037283156,0.00023248588,0.00021420252,0.000023299328],"category_scores_gemma":[0.00006508732,0.00012537709,0.000035058638,0.00024961523,0.000039873918,0.00008453678,0.000012707926,0.00031337584,0.00000970509],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000840217,0.000013081931,0.00073572097,0.00013666319,0.00007234705,0.0000013031964,0.00026128476,0.74055755,0.009894463,0.008976277,0.00050442916,0.23883851],"study_design_scores_gemma":[0.000118811855,0.000038378792,0.000032561897,0.00006242275,0.00002103084,0.000018709072,0.00013100337,0.85136384,0.13820732,0.000997565,0.00883794,0.00017039434],"about_ca_topic_score_codex":0.000003309898,"about_ca_topic_score_gemma":0.00009389091,"teacher_disagreement_score":0.86063325,"about_ca_system_score_codex":0.00003660169,"about_ca_system_score_gemma":0.000028140885,"threshold_uncertainty_score":0.5112729},"labels":[],"label_agreement":null},{"id":"W1989428942","doi":"10.2118/0511-0092-jpt","title":"New Approach To Extend Horizontal-Drilling Reach","year":2011,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Drill string; Petroleum engineering; Drilling fluid; Annulus (botany); Directional drilling; Drill; Mud logging; Engineering; Completion (oil and gas wells); Underbalanced drilling; Measurement while drilling; Mechanical engineering; Geology","score_opus":0.013984906663236108,"score_gpt":0.19168378667593058,"score_spread":0.1776988800126945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989428942","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10782698,0.00094778056,0.8602564,0.00007042833,0.0009611122,0.00004678141,0.0000010660027,0.00046971228,0.029419746],"genre_scores_gemma":[0.86925924,0.00008264238,0.13013086,0.000009696509,0.00022841808,0.0000023509028,3.8390547e-7,0.000048933583,0.00023744673],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99894994,0.0000062256895,0.0004176112,0.0001317965,0.00015683899,0.00033758703],"domain_scores_gemma":[0.999425,0.000012243843,0.00007757671,0.00025500756,0.00005322549,0.00017693076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021019351,0.00017792064,0.0003376062,0.00080613524,0.000028055485,0.000014560726,0.00041359587,0.0002039554,0.000028257135],"category_scores_gemma":[0.00004183219,0.0001665283,0.00010080379,0.00038298403,0.000018276338,0.0001112139,0.000037217866,0.00054249575,0.000052880743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010694408,0.00026838738,0.0024826198,0.00023054007,0.0008073867,0.00034170537,0.0022903052,0.55873907,0.119891636,0.0197559,0.01783287,0.27725264],"study_design_scores_gemma":[0.0059456155,0.0033343064,0.00402656,0.0010454069,0.0005930821,0.007558284,0.0033630016,0.26302916,0.30693993,0.015833938,0.38460064,0.0037300664],"about_ca_topic_score_codex":0.0000075110265,"about_ca_topic_score_gemma":0.0000014339179,"teacher_disagreement_score":0.7614323,"about_ca_system_score_codex":0.00008856313,"about_ca_system_score_gemma":0.000023627314,"threshold_uncertainty_score":0.67908275},"labels":[],"label_agreement":null},{"id":"W1989622749","doi":"10.2118/118082-ms","title":"Optimization of Drilling Operational Parameters and UBD Feasibility Study in a Mature UAE Field Wells","year":2008,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Exhibition and Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Borehole; Drilling; Petroleum engineering; Drilling fluid; Measurement while drilling; Drilling engineering; Directional drilling; Well drilling; Engineering; Geology; Geotechnical engineering; Mechanical engineering","score_opus":0.01655372413493882,"score_gpt":0.22344838055382046,"score_spread":0.20689465641888163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989622749","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94420767,0.00007616678,0.05381498,0.00012430169,0.00017671878,0.00011460036,0.000010765443,0.00005203352,0.0014227653],"genre_scores_gemma":[0.9977685,0.00029179172,0.0017558533,0.000048711307,0.000028004646,0.000014863132,0.00002449274,0.000009758375,0.000058002595],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927473,0.000019049558,0.00025665978,0.00018268658,0.00016671131,0.000100172],"domain_scores_gemma":[0.99970394,0.00007017014,0.00003195031,0.00008143925,0.00006883703,0.00004367252],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011023341,0.0001172012,0.00014725389,0.00013186938,0.00003696052,0.000034295386,0.00006737713,0.00006110751,0.00006360257],"category_scores_gemma":[0.00003582432,0.00012402279,0.000022939887,0.000067688765,0.00003539897,0.0001910121,0.00002132798,0.00014607472,0.000001337825],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030701114,0.000082871564,0.058848023,0.000031676223,0.000027772572,0.0000070418887,0.0006605839,0.9383867,0.0009923364,0.0005617763,0.00006818454,0.00030238382],"study_design_scores_gemma":[0.0007842382,0.00009019595,0.049448196,0.000091081405,0.000006296696,0.000020293437,0.00029017995,0.94785976,0.0010626597,0.0001476552,0.00004050811,0.00015892458],"about_ca_topic_score_codex":0.000043223437,"about_ca_topic_score_gemma":0.000023347597,"teacher_disagreement_score":0.053560857,"about_ca_system_score_codex":0.00003100129,"about_ca_system_score_gemma":0.000013552943,"threshold_uncertainty_score":0.50575024},"labels":[],"label_agreement":null},{"id":"W1989966553","doi":"10.1190/tle32111400.1","title":"2013 SEG Forum on Microseismic Technology","year":2013,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada); Apache (Canada)","funders":"","keywords":"Microseism; Scope (computer science); Confidentiality; Political science; Library science; Engineering; Computer science; Computer security; Civil engineering","score_opus":0.005101901184413346,"score_gpt":0.18173048645777828,"score_spread":0.17662858527336495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989966553","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9198395,0.0017297999,0.029601982,0.006773646,0.0029654594,0.00048787254,0.0000045759634,0.0039558862,0.03464128],"genre_scores_gemma":[0.9964768,0.000057477322,0.00026020806,0.00017111564,0.0001305111,0.00003246283,0.0000015097615,0.000049913277,0.002819945],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993873,0.00000499916,0.000107443295,0.00010644494,0.000054835316,0.0003389824],"domain_scores_gemma":[0.99960095,0.000046068202,0.000011191802,0.0002951349,0.0000124417065,0.00003423733],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000060561262,0.00013332888,0.000118349824,0.00011412228,0.00006952616,0.000037179896,0.00023811,0.000090456364,0.00003386024],"category_scores_gemma":[0.000010499185,0.00010044335,0.000037191243,0.00017521522,0.000034378085,0.000057286048,0.000025654403,0.00027805846,0.0050115897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020021187,0.000017256712,0.00026078045,0.000071166156,0.000076861805,0.000004244879,0.00042675892,0.5041111,0.10262395,0.0036840197,0.33771238,0.051009495],"study_design_scores_gemma":[0.00036614662,0.00007008128,0.00033014154,0.00019046623,0.000020531015,0.00004029784,0.00018989269,0.4989693,0.10160236,0.0035184028,0.39407706,0.00062535494],"about_ca_topic_score_codex":0.000014442344,"about_ca_topic_score_gemma":0.0000019229287,"teacher_disagreement_score":0.07663736,"about_ca_system_score_codex":0.000040691444,"about_ca_system_score_gemma":0.0000027606127,"threshold_uncertainty_score":0.9957631},"labels":[],"label_agreement":null},{"id":"W1989995922","doi":"10.2118/119746-ms","title":"Case History: Automated Drilling Performance Measurement of Crews and Drilling Equipment","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"Statoil","keywords":"Downtime; Crew; Tripping; Casing; Drilling; Computer science; Process (computing); Measurement while drilling; Reliability engineering; Engineering; Real-time computing; Mechanical engineering; Aeronautics; Operating system","score_opus":0.023209468796677263,"score_gpt":0.18717820550373063,"score_spread":0.16396873670705336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1989995922","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9389796,0.0035323133,0.044889152,0.000018706898,0.0005581885,0.00017179447,0.0000011286329,0.0021142974,0.00973482],"genre_scores_gemma":[0.99564725,0.00027371096,0.0039317394,0.000017683791,0.000046989277,0.0000034341156,0.000001284106,0.000024550845,0.000053338],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905056,0.0000067567835,0.00030345516,0.00015292397,0.00022091837,0.00026535863],"domain_scores_gemma":[0.99963367,0.000013178657,0.000030617884,0.00017085769,0.000055123557,0.00009656527],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029824566,0.00018262137,0.00022328521,0.000120255456,0.000039648457,0.000012432043,0.00006102147,0.00006086815,0.000022330565],"category_scores_gemma":[0.000011234462,0.00017867934,0.000038367623,0.000086488544,0.0000161814,0.00011149187,0.000010725337,0.00010546059,0.000004910393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047910885,0.000019503776,0.000114134455,0.00022853997,0.00004511668,0.00006717762,0.00055800535,0.9553135,0.02866756,0.00013887954,0.0006712562,0.014171504],"study_design_scores_gemma":[0.00023214573,0.000058967158,0.00017821329,0.00012374466,0.000019760126,0.00015458159,0.00003103932,0.97800535,0.017663449,0.0000055678106,0.0033057001,0.00022145388],"about_ca_topic_score_codex":0.00001410847,"about_ca_topic_score_gemma":0.0000030039632,"teacher_disagreement_score":0.05666767,"about_ca_system_score_codex":0.0002551866,"about_ca_system_score_gemma":0.000013926374,"threshold_uncertainty_score":0.7286332},"labels":[],"label_agreement":null},{"id":"W1990429574","doi":"10.2118/105842-ms","title":"A New Drillstring Fatigue Supervision System","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cybernet Systems Corporation (Canada)","funders":"","keywords":"Drilling; Context (archaeology); Identification (biology); Engineering; Structural engineering; Computer science; Fatigue testing; Mechanical engineering; Geology","score_opus":0.009491710204003814,"score_gpt":0.19776402006341168,"score_spread":0.18827230985940785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1990429574","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.029025298,0.00026706344,0.90038306,0.000004596528,0.00068162783,0.000050127634,4.104934e-7,0.0017923053,0.06779551],"genre_scores_gemma":[0.98797125,0.00001219437,0.011245292,0.000004922695,0.00023869744,6.9217225e-7,0.000002274329,0.000035045643,0.00048962666],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933696,0.000001755601,0.00017655527,0.000100116624,0.000113714894,0.00027092302],"domain_scores_gemma":[0.9996529,0.000033692086,0.0000055933556,0.00015345811,0.000011050478,0.00014328824],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001529342,0.000115906645,0.00010974145,0.000095526484,0.000026883308,0.00002662315,0.000087212924,0.000062198014,0.000036959143],"category_scores_gemma":[0.000005262247,0.000109953595,0.000040796876,0.00016454607,0.0000023676873,0.00007774987,0.000013126601,0.00009390063,0.00008736684],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000288945,0.000003439288,0.00048975635,0.00025336002,0.000034107878,0.000030765408,0.00025602427,0.8945144,0.009710532,0.005447772,0.0027898294,0.08646717],"study_design_scores_gemma":[0.00044827143,0.000020811518,0.0010296832,0.0003148046,0.000013548102,0.00003848959,0.00038506766,0.8940067,0.0812514,0.000021222102,0.021980442,0.0004895195],"about_ca_topic_score_codex":0.000056445664,"about_ca_topic_score_gemma":0.000011796098,"teacher_disagreement_score":0.95894593,"about_ca_system_score_codex":0.00007081405,"about_ca_system_score_gemma":0.0000048755105,"threshold_uncertainty_score":0.44837776},"labels":[],"label_agreement":null},{"id":"W1991527426","doi":"10.2118/67775-ms","title":"Successful Sealing of Vent Flows with Ultra-Low-Rate Cement Squeeze Technique","year":2001,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Leakage (economics); Seal (emblem); Work (physics); Environmental science; Engineering; Forensic engineering; Geology; Mechanical engineering","score_opus":0.0044229365004079665,"score_gpt":0.17959453628156533,"score_spread":0.17517159978115737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991527426","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36851695,0.000105040555,0.6126801,0.000020786943,0.00015904919,0.0002330322,0.0000031727338,0.00065545994,0.017626451],"genre_scores_gemma":[0.9947673,0.0001367711,0.004784026,0.000011077001,0.00006114912,0.000040127838,0.0000058558994,0.00004374725,0.00014992667],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992654,0.0000075198227,0.00021601652,0.00013061674,0.00012793281,0.00025252733],"domain_scores_gemma":[0.99965245,0.000023717463,0.000019920097,0.00020277388,0.000032451342,0.0000687051],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015608361,0.00015846011,0.00017359898,0.000088468805,0.00002307103,0.000015922355,0.00010929521,0.000056000146,0.00008685474],"category_scores_gemma":[0.0000042742536,0.00013444456,0.00003961596,0.00021010185,0.000010761182,0.00007299621,0.000007948433,0.00012029565,0.000010541226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000801964,0.000017716937,0.0004946624,0.0001503526,0.000035310193,0.000013366221,0.000061696395,0.9348089,0.06343281,0.00013191716,0.00005277813,0.0007924544],"study_design_scores_gemma":[0.00039020603,0.00008176833,0.00017399875,0.0003279023,0.000022765005,0.00002154439,0.00006727167,0.35381344,0.63963884,0.000038746115,0.005055257,0.00036828613],"about_ca_topic_score_codex":0.000055094286,"about_ca_topic_score_gemma":0.000023939478,"teacher_disagreement_score":0.6262504,"about_ca_system_score_codex":0.00004537024,"about_ca_system_score_gemma":0.000009722644,"threshold_uncertainty_score":0.548249},"labels":[],"label_agreement":null},{"id":"W1991752752","doi":"10.1115/omae2014-24620","title":"Real-Time Software to Estimate Friction Coefficient and Downhole Weight on Bit During Drilling of Horizontal Wells","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Drilling; Drill string; Drill bit; Measurement while drilling; Engineering; Drag; Torque; Software; Petroleum engineering; Drill pipe; Drilling fluid; Mechanical engineering; Simulation; Geotechnical engineering; Computer science","score_opus":0.002480612043310485,"score_gpt":0.18483879177419804,"score_spread":0.18235817973088755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991752752","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8499653,0.000022334518,0.14356545,0.000011307828,0.00028938663,0.00010268964,0.0000042539473,0.000648234,0.005391066],"genre_scores_gemma":[0.9878669,0.000035856345,0.011762954,0.0000047242766,0.000098339675,0.0000058475716,0.0000050584335,0.000049009628,0.00017131677],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991739,0.000007737792,0.00021694606,0.00019908402,0.000146551,0.00025582872],"domain_scores_gemma":[0.9995907,0.000058776037,0.000020361056,0.00018343741,0.000022423776,0.00012428989],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012083687,0.00017618889,0.00020947866,0.00016376901,0.000060279977,0.00002548135,0.00006879102,0.00006571358,0.000026859369],"category_scores_gemma":[0.000023525663,0.00016845792,0.00003348506,0.00015494596,0.000010409907,0.000055499077,0.000026934084,0.000090738446,0.0000848807],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007031351,0.000011341623,0.00016132252,0.00010020489,0.000014756196,0.000001197122,0.00013037265,0.8633721,0.13446125,0.00022368506,0.00009338267,0.0014233682],"study_design_scores_gemma":[0.000303101,0.000142157,0.0014281045,0.0002064705,0.000015714646,0.0000060976085,0.000011282111,0.74345046,0.25318244,0.000024733925,0.0009354893,0.000293967],"about_ca_topic_score_codex":0.000025604106,"about_ca_topic_score_gemma":0.0000021855626,"teacher_disagreement_score":0.1379016,"about_ca_system_score_codex":0.000046676054,"about_ca_system_score_gemma":0.00000267013,"threshold_uncertainty_score":0.68695146},"labels":[],"label_agreement":null},{"id":"W1991911783","doi":"10.2118/149007-ms","title":"SAGD Development Strategy for Concurrent Production of Two Vertically Stacked Clastic Reservoirs","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Geology; Asphalt; Petrology; Engineering; Mechanical engineering","score_opus":0.06932818579192163,"score_gpt":0.23527833702809295,"score_spread":0.16595015123617132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1991911783","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9181495,0.0003643317,0.06944332,0.00004012297,0.0015394647,0.00048891065,0.00006345725,0.00016663769,0.009744284],"genre_scores_gemma":[0.9979199,0.000008933155,0.0014555492,0.0000062976023,0.00006250792,0.000047340054,0.000042542222,0.000023321578,0.0004336113],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989979,0.000012222838,0.00031293114,0.00019156741,0.0001571295,0.00032823274],"domain_scores_gemma":[0.9993247,0.000038641458,0.00003480993,0.00013396422,0.00018787803,0.00028004884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001572405,0.00014657811,0.00016073724,0.00016687353,0.00006429026,0.000020774518,0.00017032362,0.000056588502,0.00020150108],"category_scores_gemma":[0.00007521227,0.00016046604,0.000052996882,0.000116041236,0.000067729976,0.000069991525,0.000009714283,0.00010861758,0.000017585935],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001733835,0.00020869424,0.007378418,0.003161606,0.0010521093,0.000047137073,0.0094123,0.6311246,0.009035582,0.23653375,0.004310864,0.09756156],"study_design_scores_gemma":[0.0045007323,0.0006833069,0.056431316,0.0024952944,0.00026764403,0.00004709602,0.0015102247,0.6112563,0.07500246,0.015348252,0.22946689,0.0029905033],"about_ca_topic_score_codex":0.0010179877,"about_ca_topic_score_gemma":0.01663296,"teacher_disagreement_score":0.22515602,"about_ca_system_score_codex":0.00015363056,"about_ca_system_score_gemma":0.0003554659,"threshold_uncertainty_score":0.92815816},"labels":[],"label_agreement":null},{"id":"W1992096387","doi":"10.2118/98440-ms","title":"Simultaneous Dynamic Killing and Cementing of a Live Well","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Computer science; Petroleum engineering; Geology","score_opus":0.001823434483293474,"score_gpt":0.1603079235043866,"score_spread":0.15848448902109313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992096387","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79506063,0.00083583413,0.18514203,0.0000050458366,0.00014593892,0.000061099105,0.000001859619,0.00038339393,0.01836419],"genre_scores_gemma":[0.9951658,0.00006695082,0.0042609195,0.0000025205838,0.000027178461,0.0000011665463,0.0000030137478,0.00002212684,0.0004502723],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995605,0.000002047534,0.00015181769,0.00007999485,0.00005723078,0.00014845669],"domain_scores_gemma":[0.99980885,0.000074257034,0.00001266545,0.00006949275,0.000012762774,0.000021947966],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000044944118,0.00008668344,0.00010386063,0.000050586936,0.000017883296,0.000011511335,0.000035052235,0.0000328843,0.000026634727],"category_scores_gemma":[0.0000055042856,0.0000877057,0.000021383978,0.000058878857,0.000010592993,0.0000327585,0.000011321067,0.00005623052,0.0000120102095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.771274e-7,0.0000043586388,0.0001833748,0.00009111577,0.000010429179,0.0000038928047,0.000053180498,0.9860397,0.01159762,0.000121520156,0.000017004453,0.0018772291],"study_design_scores_gemma":[0.00009777028,0.000007842116,0.00006100018,0.000038381328,0.000008200655,0.0000037283814,0.000049537666,0.9937793,0.00514032,0.00007262215,0.00063821266,0.00010308773],"about_ca_topic_score_codex":0.000062125415,"about_ca_topic_score_gemma":0.000017420054,"teacher_disagreement_score":0.20010523,"about_ca_system_score_codex":0.0000128514785,"about_ca_system_score_gemma":0.0000014962103,"threshold_uncertainty_score":0.35765347},"labels":[],"label_agreement":null},{"id":"W1992141580","doi":"10.2118/75946-ms","title":"Case Study: Including the Effects of Stagnant Water in Gas Gathering System Modeling","year":2002,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellhead; Petroleum engineering; Pipeline transport; Computer science; Natural gas field; Marine engineering; Field (mathematics); Environmental science; Geology; Engineering; Natural gas; Environmental engineering; Waste management","score_opus":0.010122279251067606,"score_gpt":0.1913503373092883,"score_spread":0.1812280580582207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992141580","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9911734,0.0007680392,0.0055028605,0.00009655636,0.0005248955,0.00045213447,7.592024e-7,0.0009928957,0.000488452],"genre_scores_gemma":[0.999385,0.00014986395,0.00024849657,0.000002492067,0.00004711855,0.000073480674,3.8045806e-7,0.000070505754,0.000022656333],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986886,0.00002532105,0.00040499913,0.00024439546,0.00013128217,0.0005054251],"domain_scores_gemma":[0.99935526,0.000056046676,0.000027928318,0.00050080824,0.000024001607,0.000035939644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025964386,0.0002493355,0.00034876863,0.00042767785,0.00008981047,0.000018748897,0.00028465327,0.00018104354,0.000003077341],"category_scores_gemma":[0.000016964153,0.00017909922,0.000054601307,0.0003772723,0.000042982923,0.00007259596,0.0001343992,0.00043049414,0.000017985363],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018974528,0.000052270454,0.00090728386,0.000582669,0.00007316278,0.0021383676,0.0029527913,0.9097265,0.08197804,0.00016422129,0.0000051673587,0.0014175986],"study_design_scores_gemma":[0.00043221412,0.0000858635,8.87985e-7,0.00031172883,0.000035394496,0.0009570951,0.0023184773,0.9233013,0.072256535,0.000044452514,0.000044286,0.00021181595],"about_ca_topic_score_codex":0.000093083836,"about_ca_topic_score_gemma":0.000033636505,"teacher_disagreement_score":0.013574721,"about_ca_system_score_codex":0.00013861211,"about_ca_system_score_gemma":0.0000025300558,"threshold_uncertainty_score":0.7303455},"labels":[],"label_agreement":null},{"id":"W1992991018","doi":"10.2118/03-10-06","title":"Numerical Modelling of Cuttings Transport With Foam in Horizontal Wells","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Underbalanced drilling; Rate of penetration; Drilling; Petroleum engineering; Drilling fluid; Borehole; Lost circulation; Cutting; Volumetric flow rate; Mechanics; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.004879414446382066,"score_gpt":0.14817511523306584,"score_spread":0.14329570078668377,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1992991018","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8580102,0.0010274119,0.13512833,0.00028392512,0.0002279844,0.00004761754,0.000003511559,0.00007022469,0.005200827],"genre_scores_gemma":[0.9928921,0.0001693514,0.0068479385,0.000010410651,0.000024167357,0.0000014776713,3.9610168e-7,0.000036072404,0.000018127515],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989674,0.0000072401854,0.0004324873,0.00008781365,0.00013443695,0.00037059037],"domain_scores_gemma":[0.99956053,0.00001814381,0.00007884446,0.00012385429,0.000048839873,0.0001697912],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018367724,0.00014247673,0.00036278015,0.0022297082,0.000016168473,0.000004545054,0.00017484542,0.00017575866,0.0000113418455],"category_scores_gemma":[0.000014013987,0.00013746305,0.00006273701,0.00079661416,0.000038142207,0.000082566345,0.0000013150516,0.00053237926,0.0000016974534],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066774314,0.000009407525,0.0050324146,0.000024811281,0.00003814679,0.00019967247,0.00005704367,0.99261653,0.00038409902,0.0010193639,0.00004290634,0.0005689142],"study_design_scores_gemma":[0.004088523,0.0015968394,0.0010108441,0.0010124536,0.00014920541,0.0036625448,0.0009432892,0.7300386,0.053385146,0.0017873504,0.20102265,0.0013025738],"about_ca_topic_score_codex":0.0020543947,"about_ca_topic_score_gemma":0.0043452564,"teacher_disagreement_score":0.26257798,"about_ca_system_score_codex":0.0001688969,"about_ca_system_score_gemma":0.00015846203,"threshold_uncertainty_score":0.5605581},"labels":[],"label_agreement":null},{"id":"W1993111570","doi":"10.1007/s12182-012-0184-y","title":"Calculation analysis of sustained casing pressure in gas wells","year":2012,"lang":"en","type":"article","venue":"Petroleum Science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"Program for New Century Excellent Talents in University; Baosteel Group Corporation","keywords":"Casing; Annulus (botany); Petroleum engineering; Wellbore; Percolation (cognitive psychology); Natural gas field; Percolation theory; Geology; Geotechnical engineering; Engineering; Natural gas; Materials science; Waste management","score_opus":0.0057230712400920996,"score_gpt":0.21878483773474436,"score_spread":0.21306176649465225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993111570","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96595705,0.00065217935,0.03050173,0.000011509369,0.00020422516,0.000028543434,0.0000022943084,0.0000793566,0.0025631292],"genre_scores_gemma":[0.99940497,0.00001548604,0.0004885245,0.0000020668372,0.000027001046,0.0000017441461,0.0000012770806,0.000007213798,0.000051714487],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999191,0.0000069644234,0.00015910473,0.00010085264,0.00021691438,0.00032520562],"domain_scores_gemma":[0.99969023,0.00003496504,0.00002131965,0.00015601714,0.000027045231,0.00007044316],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005181231,0.00007243135,0.00014613256,0.00062901695,0.000028903507,0.000017771581,0.00012727935,0.000026571364,0.000010702276],"category_scores_gemma":[0.000053225198,0.0000733662,0.000040355724,0.001767858,0.000049280134,0.00029046793,0.000018069573,0.000069996604,0.0000027612898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.8493705e-7,0.0000063842713,0.03781416,0.000021723146,0.000021780163,3.6756785e-7,0.000350177,0.9498959,0.011133416,0.00017392098,0.000003329815,0.00057811284],"study_design_scores_gemma":[0.00005201186,0.0000028634522,0.066495486,0.000012003205,0.00006379125,5.6342964e-7,0.000049228,0.92708033,0.00588789,0.0000048231695,0.00027570498,0.000075319884],"about_ca_topic_score_codex":0.000059400798,"about_ca_topic_score_gemma":0.000009272074,"teacher_disagreement_score":0.03344794,"about_ca_system_score_codex":0.000060616338,"about_ca_system_score_gemma":0.000012250975,"threshold_uncertainty_score":0.2991787},"labels":[],"label_agreement":null},{"id":"W1993447289","doi":"10.2118/71680-ms","title":"Development and Use of a Through-Tubing Aluminum Cement Basket","year":2001,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"Shell Canada","keywords":"Cement; Spark plug; Materials science; Sour gas; Petroleum engineering; Oil well; Corrosion; Debris; Composite material; Metallurgy; Geology; Waste management; Natural gas; Engineering","score_opus":0.034727317810222216,"score_gpt":0.23429663578277912,"score_spread":0.1995693179725569,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993447289","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8894517,0.00019573234,0.107768215,0.00006908225,0.00006351284,0.00012134805,0.000010787397,0.00025682707,0.0020627973],"genre_scores_gemma":[0.98938197,0.0007638146,0.009729232,0.00002405937,0.000025649664,0.000008938724,0.000014158664,0.000011974339,0.000040218154],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993832,0.00000535936,0.00020396437,0.00013945065,0.0001014618,0.00016658173],"domain_scores_gemma":[0.99978155,0.000024025278,0.000018181247,0.00008684775,0.000036357662,0.000053040774],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008296223,0.00011533567,0.00014502632,0.00004543318,0.000036065903,0.000030801297,0.000034213346,0.00007609192,0.000018353694],"category_scores_gemma":[0.000013842688,0.00011312183,0.000016977016,0.000083346546,0.000040760133,0.00025431765,0.00003444072,0.000103759536,0.0000033930405],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001925705,0.0003856101,0.0054977294,0.001766535,0.00027735814,0.00014971879,0.01180421,0.02861361,0.35140404,0.06391596,0.007611685,0.52838093],"study_design_scores_gemma":[0.003253374,0.0008410304,0.027322136,0.0036632488,0.00018230837,0.00034697517,0.0037374161,0.16236956,0.28554988,0.008077722,0.50137824,0.0032781006],"about_ca_topic_score_codex":0.000015745938,"about_ca_topic_score_gemma":0.000016469758,"teacher_disagreement_score":0.52510285,"about_ca_system_score_codex":0.000018591902,"about_ca_system_score_gemma":0.000009143218,"threshold_uncertainty_score":0.46129742},"labels":[],"label_agreement":null},{"id":"W1993512694","doi":"10.2118/92624-ms","title":"Mature Field Benefits from Application of High-End Technology","year":2005,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Directional drilling; Rate of penetration; Drilling; Offset (computer science); Drill pipe; Petroleum engineering; Geology; Measurement while drilling; Drill; Oil field; Mechanical engineering; Engineering; Computer science","score_opus":0.0021338760033864108,"score_gpt":0.16079811194854404,"score_spread":0.15866423594515763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993512694","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44174594,0.0013906194,0.5467346,0.0006103266,0.0001945809,0.00008191241,0.000014089605,0.0011027191,0.00812523],"genre_scores_gemma":[0.98607767,0.000053524265,0.013662457,0.000020877038,0.000092930946,0.0000066648504,0.000008977868,0.000013145462,0.00006376156],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997019,6.6087966e-7,0.00009747252,0.00007233631,0.000042246786,0.00008539154],"domain_scores_gemma":[0.9997831,0.00002086675,0.000008857613,0.00016014723,0.0000102076565,0.000016825303],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000145828035,0.000061947096,0.00008497412,0.00006290716,0.0000073349524,0.0000032949745,0.00007956642,0.00011736896,0.000066043656],"category_scores_gemma":[0.0000042495653,0.000060796254,0.000015414842,0.000107730724,0.0000047837675,0.000032109216,0.000009872601,0.00009120127,0.000040166437],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010780648,0.0000065438976,0.00016346476,0.000015597156,0.000018184437,1.5310539e-7,0.000022729553,0.78302264,0.013276575,0.012441493,0.00060670526,0.19042481],"study_design_scores_gemma":[0.00018027567,0.00001429696,0.00096059206,0.0000266344,0.000011481108,0.0000015427195,0.000015297112,0.49126664,0.48286158,0.0011527413,0.023336245,0.00017267598],"about_ca_topic_score_codex":0.000049679882,"about_ca_topic_score_gemma":0.00003016146,"teacher_disagreement_score":0.5443317,"about_ca_system_score_codex":0.000009672712,"about_ca_system_score_gemma":0.0000012156205,"threshold_uncertainty_score":0.24791993},"labels":[],"label_agreement":null},{"id":"W1993887530","doi":"10.1061/(asce)ps.1949-1204.0000167","title":"Neurofuzzy-Based Productivity Prediction Model for Horizontal Directional Drilling","year":2014,"lang":"en","type":"article","venue":"Journal of Pipeline Systems Engineering and Practice","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Productivity; Trenchless technology; Directional drilling; Engineering; Predictive modelling; Drilling; Productivity model; Petroleum engineering; Pipeline transport; Computer science; Machine learning; Environmental engineering; Mechanical engineering","score_opus":0.011251094829924344,"score_gpt":0.21492320200496057,"score_spread":0.20367210717503623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1993887530","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010063569,0.0011358458,0.9848816,0.000115154166,0.0031811094,0.00015686416,0.000016951288,0.00023055829,0.00021836771],"genre_scores_gemma":[0.97271204,0.000087721426,0.024887187,0.000009930908,0.0021518432,0.000014297574,0.0000051965367,0.000071272785,0.000060510287],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99875456,0.00004493182,0.0005477261,0.00015771754,0.00025763176,0.00023741419],"domain_scores_gemma":[0.99846774,0.00081026775,0.00016971346,0.000136226,0.0002740722,0.00014199447],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018027197,0.0002174345,0.0003303325,0.00022242843,0.000068076966,0.000085228436,0.00008424348,0.00009870802,3.9533762e-7],"category_scores_gemma":[0.0014504396,0.00021248196,0.000099030935,0.00013600102,0.000010376701,0.00049268815,0.000007709676,0.0003619459,7.8498476e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005104289,0.000021366759,0.000015645766,0.0004048964,0.000051774656,0.0000018971361,0.00006853776,0.98666644,0.010637193,0.00015397555,0.00049862824,0.0014285898],"study_design_scores_gemma":[0.0005428695,0.00011929732,0.00001844267,0.00017811594,0.0000971009,0.00034596102,0.000020650657,0.95967895,0.00082536356,0.000010013409,0.037978332,0.00018491666],"about_ca_topic_score_codex":0.0000040967634,"about_ca_topic_score_gemma":3.9419535e-7,"teacher_disagreement_score":0.96264845,"about_ca_system_score_codex":0.000066076704,"about_ca_system_score_gemma":0.000030677125,"threshold_uncertainty_score":0.8664763},"labels":[],"label_agreement":null},{"id":"W1994062084","doi":"10.2118/08-11-63","title":"Reducing Formation Damage with Microbubble-Based Drilling Fluid: Understanding the Blocking Ability","year":2008,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Texas at Austin","keywords":"Microbubbles; Drilling fluid; Porous medium; Materials science; Blocking (statistics); Viscosity; Rheology; Blocking effect; Porosity; Petroleum engineering; Volumetric flow rate; Chemical engineering; Drilling; Geology; Composite material; Mechanics","score_opus":0.013790754718426232,"score_gpt":0.1696557095784322,"score_spread":0.15586495486000598,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994062084","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73777527,0.0005497287,0.2585641,0.0014446924,0.00032676483,0.0000680667,0.000003739601,0.0001771534,0.001090468],"genre_scores_gemma":[0.99704295,0.00008781031,0.0026849483,0.000038421724,0.00009457383,0.0000023956504,0.000001376678,0.00003797899,0.000009531318],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988762,0.000016094808,0.00040350016,0.000099919205,0.00017259273,0.00043170177],"domain_scores_gemma":[0.9993322,0.000060367016,0.00011936495,0.00025367815,0.000082345185,0.00015206578],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034735719,0.00017081523,0.00024917698,0.0018415439,0.00027526735,0.000035232315,0.00029190423,0.00015256311,0.0000081236085],"category_scores_gemma":[0.000045393583,0.0001333424,0.0000708534,0.00085531664,0.00011487752,0.00019249137,0.00000813726,0.0006174449,0.000002346108],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000073330725,0.0000036790843,0.0007371465,0.000035275134,0.000043614058,0.00011114989,0.00019917442,0.98944795,0.008424417,0.00027459103,0.00035764292,0.000358018],"study_design_scores_gemma":[0.0012822582,0.00023632361,0.00046821983,0.0005465344,0.00008551514,0.0028855181,0.0014222409,0.943838,0.031236658,0.0004620847,0.017018933,0.0005177217],"about_ca_topic_score_codex":0.000599993,"about_ca_topic_score_gemma":0.0044255294,"teacher_disagreement_score":0.2592677,"about_ca_system_score_codex":0.0008828439,"about_ca_system_score_gemma":0.0002151611,"threshold_uncertainty_score":0.5437545},"labels":[],"label_agreement":null},{"id":"W1994310140","doi":"10.2118/90542-ms","title":"Design and Execution of a Successful Well Kill on the World's Longest-Running Blow-out","year":2004,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Casing; Drilling; Petroleum engineering; Well control; Wellbore; Geology; Completion (oil and gas wells); Engineering; Mining engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.017125950577428134,"score_gpt":0.22785344728263332,"score_spread":0.2107274967052052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994310140","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6978762,0.0003646272,0.2913143,0.000848315,0.00015552963,0.00041024832,0.000012218648,0.0005229208,0.008495626],"genre_scores_gemma":[0.99843574,0.00029517405,0.0011063874,0.000043703665,0.00004706351,0.000013038602,0.00000563843,0.000015552036,0.000037706206],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99934524,0.000013585742,0.00017968786,0.00016249719,0.00012173051,0.0001772321],"domain_scores_gemma":[0.99966574,0.00007779202,0.000026847685,0.00013054149,0.000042672145,0.000056380228],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002041345,0.00014093072,0.00015146904,0.000089506866,0.0000581047,0.000037395366,0.000070272254,0.00008487963,0.000028605727],"category_scores_gemma":[0.000020216727,0.00011113674,0.000026802734,0.00013151563,0.00008867057,0.00013525944,0.000023996416,0.00021866905,0.000010656978],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002963695,0.00028748965,0.0005001221,0.0007790461,0.00013824059,0.000065418746,0.0036072342,0.5071977,0.24568179,0.18818368,0.0041491836,0.04911374],"study_design_scores_gemma":[0.0034733615,0.0019763461,0.010048671,0.0052016494,0.00022678783,0.00011342441,0.0015878483,0.15934032,0.7428052,0.066628814,0.006330774,0.0022668282],"about_ca_topic_score_codex":0.000015122049,"about_ca_topic_score_gemma":0.00001925163,"teacher_disagreement_score":0.4971234,"about_ca_system_score_codex":0.000024076731,"about_ca_system_score_gemma":0.000010454559,"threshold_uncertainty_score":0.45320246},"labels":[],"label_agreement":null},{"id":"W1994323403","doi":"10.2118/174073-ms","title":"Case Study of Managed Pressure Tripping Operation through Abnormal Formations in West Canadian Sedimentary Basin","year":2015,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tripping; Drilling; Well control; Petroleum engineering; Drill string; Underbalanced drilling; Geology; Directional drilling; Natural gas field; Pressure system; Drilling engineering; Drill; Mining engineering; Engineering; Drilling fluid; Natural gas; Mechanical engineering","score_opus":0.03588614380242092,"score_gpt":0.2386065747120556,"score_spread":0.20272043090963468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994323403","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99527115,0.00021267164,0.0013924069,0.00012045933,0.00028831558,0.00030850107,0.000007190692,0.00009567246,0.0023036636],"genre_scores_gemma":[0.99889565,0.0000079528845,0.00081232254,0.00006324053,0.00011518557,0.000018313143,0.00002008233,0.000028934937,0.000038330676],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902743,0.0000398956,0.0003525065,0.00013468077,0.00018724253,0.00025825627],"domain_scores_gemma":[0.99961615,0.000037833724,0.000038298756,0.00015058184,0.000038437134,0.00011867634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003114441,0.00014551546,0.00017986666,0.0001979501,0.00006731475,0.000035812995,0.00010135931,0.000056369096,0.000005212114],"category_scores_gemma":[0.000015334315,0.00016194959,0.000026595775,0.00019385602,0.000011192501,0.00042200697,0.000021371865,0.0001762468,0.000008065091],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000033457566,0.000028960247,0.025331102,0.00007389765,0.000040585906,0.0002750551,0.009146262,0.96460915,0.000025501933,0.000021074886,0.00016730124,0.00027776157],"study_design_scores_gemma":[0.0041102674,0.00023199676,0.01140138,0.0007361207,0.0001330862,0.0014168991,0.04233949,0.9265759,0.0005104219,0.00005303399,0.01159041,0.0009010232],"about_ca_topic_score_codex":0.10779318,"about_ca_topic_score_gemma":0.10395256,"teacher_disagreement_score":0.03803328,"about_ca_system_score_codex":0.00011735839,"about_ca_system_score_gemma":0.000043058983,"threshold_uncertainty_score":0.912398},"labels":[],"label_agreement":null},{"id":"W1994342589","doi":"10.2118/64998-ms","title":"Setting Rheological Targets for Chemical Solutions in Mud Removal and Cement Slurry Design","year":2001,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Rheology; Drilling fluid; Casing; Fluid mechanics; Slurry; Cement; Annulus (botany); Petroleum engineering; Bingham plastic; Geotechnical engineering; Fluid dynamics; Geology; Materials science; Mechanics; Engineering; Mechanical engineering; Composite material; Drilling","score_opus":0.014095216551905062,"score_gpt":0.21912571109976556,"score_spread":0.2050304945478605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994342589","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5640113,0.00063894555,0.33187717,0.005295204,0.0015633735,0.00038174275,0.00003530453,0.00063827995,0.095558725],"genre_scores_gemma":[0.9916902,0.00027707248,0.006990403,0.000074805444,0.00035244322,0.00004156832,0.00003198397,0.000020123709,0.00052137295],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992398,0.000003744116,0.00020061921,0.00019512858,0.00012260712,0.00023810231],"domain_scores_gemma":[0.9996684,0.00013840981,0.000018307011,0.00009059088,0.000023105935,0.00006116795],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012643308,0.00013489707,0.000109346656,0.000024618404,0.000032672328,0.000027161788,0.00013146651,0.00012598044,0.0000835452],"category_scores_gemma":[0.000059870963,0.00014424411,0.000044155044,0.000041392486,0.000018595534,0.000042390362,0.000033729324,0.00018852943,0.000004186852],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000074878015,0.00008390812,0.00020323308,0.00009814955,0.000070302245,0.00006696654,0.00012820173,0.4108799,0.5803743,0.000989472,0.0014278414,0.0056028552],"study_design_scores_gemma":[0.00069074886,0.000022088914,0.000024130728,0.00011361485,0.000008470133,0.000095976924,0.000040126397,0.7117072,0.27794066,0.0010227925,0.008044049,0.0002901974],"about_ca_topic_score_codex":0.0000035872024,"about_ca_topic_score_gemma":5.0507794e-7,"teacher_disagreement_score":0.42767897,"about_ca_system_score_codex":0.00009149224,"about_ca_system_score_gemma":0.0000067369515,"threshold_uncertainty_score":0.5882104},"labels":[],"label_agreement":null},{"id":"W1994483106","doi":"10.2118/139125-pa","title":"The Design and Development of a Drilling Simulator for Planning and Optimizing Under-Balanced Drilling Operations","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada); University of Calgary","funders":"","keywords":"Drilling; Drill; Rate of penetration; Engineering; Simulation; Drilling engineering; Directional drilling; Drill bit; Drill pipe; Petroleum engineering; Mechanical engineering","score_opus":0.011939177835359312,"score_gpt":0.2113605516412999,"score_spread":0.1994213738059406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994483106","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40488967,0.0011595277,0.5933072,0.00025724137,0.00026810734,0.00006424118,0.0000015278677,0.00003445157,0.000018045419],"genre_scores_gemma":[0.8374675,0.00010064009,0.1623443,0.000008262135,0.000047031237,0.000005095038,3.715045e-7,0.000021855782,0.0000049657906],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999218,0.0000051935917,0.00035981636,0.00007828006,0.00006821474,0.00027048468],"domain_scores_gemma":[0.9994693,0.00015719296,0.000061868275,0.00009366952,0.00008135356,0.00013664589],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037192274,0.00011451704,0.00021081067,0.0007628064,0.00023178032,0.000045868168,0.0001337548,0.0001409356,6.731654e-7],"category_scores_gemma":[0.00008278427,0.000097098964,0.00002408999,0.0001642432,0.000058719976,0.000071103306,0.000010563638,0.0003464433,1.2774015e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004344954,0.000001290761,0.00012025906,0.000018074126,0.000057458412,0.0000028000613,0.00022884482,0.9683651,0.026513284,0.000656125,0.00001233926,0.004020078],"study_design_scores_gemma":[0.00048826146,0.00006172092,0.00009187326,0.00011115247,0.000022195014,0.00010924985,0.0005087721,0.96208364,0.019033225,0.0002546581,0.017072065,0.00016317844],"about_ca_topic_score_codex":0.00003930043,"about_ca_topic_score_gemma":0.0017249385,"teacher_disagreement_score":0.4325778,"about_ca_system_score_codex":0.000050419563,"about_ca_system_score_gemma":0.00016171447,"threshold_uncertainty_score":0.39595807},"labels":[],"label_agreement":null},{"id":"W1994493175","doi":"10.2118/88005-ms","title":"Use of Cement As Lost Circulation Material - Field Case Studies","year":2004,"lang":"en","type":"article","venue":"IADC/SPE Asia Pacific Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Cement; Thixotropy; Lost circulation; Drilling fluid; Slurry; Petroleum engineering; Materials science; Oil well; Computer science; Process engineering; Mechanical engineering; Engineering; Drilling; Composite material","score_opus":0.026951288037421604,"score_gpt":0.23857374839984005,"score_spread":0.21162246036241844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994493175","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93820024,0.00029417948,0.059424277,0.00031817972,0.000509436,0.00018008651,0.000013948974,0.0005043614,0.00055530353],"genre_scores_gemma":[0.9958671,0.00095924345,0.0030354178,0.000008130679,0.00005593533,0.000014743443,0.000019175894,0.000023033424,0.000017255416],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990966,0.000008505836,0.00031791726,0.00023353612,0.00010201921,0.00024142535],"domain_scores_gemma":[0.99953777,0.000037165515,0.00005716547,0.00022878758,0.00009688058,0.000042262338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008820802,0.0001992656,0.0002683885,0.00029471898,0.00008165339,0.00004475784,0.000056368528,0.00023974136,0.00002216901],"category_scores_gemma":[0.000052578762,0.00020833204,0.000037246486,0.00021392884,0.00010354811,0.00020669855,0.000031579588,0.00016856323,0.000016917827],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010714835,0.00017503073,0.0021670738,0.001305039,0.00072031317,0.0016437595,0.004468706,0.4107462,0.38523862,0.11282595,0.0003505411,0.080251634],"study_design_scores_gemma":[0.0012985248,0.000519711,0.0000922886,0.0014226683,0.00018222274,0.002512823,0.0062612435,0.052437436,0.8815087,0.050964616,0.0017216695,0.0010780881],"about_ca_topic_score_codex":0.00003253292,"about_ca_topic_score_gemma":0.000013413768,"teacher_disagreement_score":0.4962701,"about_ca_system_score_codex":0.00005665186,"about_ca_system_score_gemma":0.000015853213,"threshold_uncertainty_score":0.8495534},"labels":[],"label_agreement":null},{"id":"W1994704810","doi":"10.1002/cite.200900019","title":"Rieselbettreaktoren unter Filtrationsbedingungen – Mechanismus der Ablagerung, Hydrodynamische Folgen, Methoden zur Begrenzung der Filterwirkung","year":2009,"lang":"de","type":"article","venue":"Chemie Ingenieur Technik","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Chemistry; Gynecology; Medicine","score_opus":0.009420122172520033,"score_gpt":0.22724154886365291,"score_spread":0.21782142669113289,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994704810","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.048339892,0.087736264,0.80346173,0.0012778741,0.007533923,0.002499928,0.00032588732,0.009301396,0.0395231],"genre_scores_gemma":[0.92327106,0.0011493985,0.06986059,0.00030697088,0.002579996,0.00013354191,0.00030622497,0.00044013775,0.0019520514],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.994781,0.00007368459,0.0013208141,0.0012936611,0.00076732563,0.0017635106],"domain_scores_gemma":[0.9971773,0.0002695776,0.00027816382,0.00152347,0.00021357434,0.00053788314],"candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0008691615,0.0014063794,0.0011306546,0.0006127918,0.00041867932,0.00045366795,0.0011563535,0.001118199,0.00034542993],"category_scores_gemma":[0.00033542103,0.0015809038,0.0005925995,0.0011177609,0.00009644995,0.0005582639,0.00020166788,0.0015068948,0.00040153798],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048622474,0.00024582038,0.00013760859,0.000740796,0.0023137284,0.0002737893,0.002489305,0.07930901,0.86957115,0.0009515318,0.02493352,0.018985102],"study_design_scores_gemma":[0.00088547834,0.0001553578,0.00011973378,0.0007560298,0.0016747143,0.00006577941,0.00009715356,0.1796541,0.7666374,0.0014204908,0.046207894,0.0023258666],"about_ca_topic_score_codex":0.000042728487,"about_ca_topic_score_gemma":0.00000881249,"teacher_disagreement_score":0.8749312,"about_ca_system_score_codex":0.0005637666,"about_ca_system_score_gemma":0.00010499742,"threshold_uncertainty_score":0.99986863},"labels":[],"label_agreement":null},{"id":"W1994707925","doi":"10.1007/s11743-006-5011-2","title":"Formulation of ultralow interfacial tension systems using extended surfactants","year":2006,"lang":"en","type":"article","venue":"Journal of Surfactants and Detergents","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":152,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Pulmonary surfactant; Chemistry; Surface tension; Microemulsion; Critical micelle concentration; Triolein; Chemical engineering; Micelle; Alkyl; Fatty alcohol; Organic chemistry; Chromatography; Aqueous solution; Thermodynamics","score_opus":0.01204410406015735,"score_gpt":0.20719110754740977,"score_spread":0.19514700348725242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994707925","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9720426,0.0008619357,0.025597185,0.0000011099194,0.0013151723,0.000055350985,0.000011373754,0.000024842906,0.00009040343],"genre_scores_gemma":[0.99854916,0.00018728903,0.0011137968,0.0000010462907,0.00010898066,1.3332212e-7,0.0000013632151,0.000026336764,0.000011886849],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988147,0.000014397945,0.00065292086,0.0000778814,0.0002462387,0.00019387355],"domain_scores_gemma":[0.99950325,0.0000280442,0.00019749024,0.00007903962,0.000117798794,0.00007438723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001983961,0.000151481,0.00033088494,0.00015458399,0.00003481865,0.0000320446,0.000068711095,0.000081597675,0.000006769415],"category_scores_gemma":[0.000013915267,0.0001280502,0.00007632408,0.000105000654,0.000012044435,0.0002901951,0.000007776956,0.00011999718,8.3153196e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003511886,0.000019929552,0.0133062955,0.000107607746,0.00004991049,0.000013751033,0.000050091294,0.50644314,0.47890455,0.0000056106865,0.000025291507,0.0010387059],"study_design_scores_gemma":[0.0009282936,0.000109888104,0.041633673,0.00052665797,0.00006529942,0.00013506506,0.000055148335,0.9004135,0.05563534,0.00010890801,0.00012780685,0.0002604199],"about_ca_topic_score_codex":0.00003361609,"about_ca_topic_score_gemma":0.0000018800243,"teacher_disagreement_score":0.42326918,"about_ca_system_score_codex":0.00004662307,"about_ca_system_score_gemma":0.000011209832,"threshold_uncertainty_score":0.5221736},"labels":[],"label_agreement":null},{"id":"W1994975191","doi":"10.2118/02-06-tb","title":"Drilling Unique Wells","year":2002,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Measurement while drilling; Rate of penetration; Directional drilling; Petroleum engineering; Engineering; Penetration rate; Mechanical engineering","score_opus":0.00610828460972653,"score_gpt":0.1474902501867748,"score_spread":0.14138196557704827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1994975191","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73579544,0.02640416,0.05966439,0.015136957,0.0069356607,0.00019817257,0.000029397423,0.0017405784,0.15409522],"genre_scores_gemma":[0.9962412,0.0012207082,0.0019391774,0.00006458195,0.00017114473,0.0000011577685,2.954204e-7,0.000040621922,0.0003210826],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990843,0.0000061394067,0.00033334922,0.00007251076,0.00010578176,0.00039792297],"domain_scores_gemma":[0.9994311,0.000019259445,0.00005695126,0.00017313947,0.0000590915,0.00026048598],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012487631,0.00013597013,0.0002448078,0.003177936,0.000041571082,0.000021404752,0.0002832928,0.00022099301,0.00013653387],"category_scores_gemma":[0.00003670336,0.00014165012,0.00007791783,0.0007164018,0.0000345417,0.000093653594,0.00000687067,0.00055795256,0.000061181265],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021059072,0.000014461728,0.0012875099,0.000055998247,0.00019476876,0.0007677751,0.00013979497,0.9235415,0.005415552,0.004492933,0.03727968,0.026807915],"study_design_scores_gemma":[0.0002879143,0.00008340139,0.00006302683,0.00008743817,0.00002157208,0.00078445906,0.00006044233,0.15110098,0.004974952,0.0005167199,0.84178275,0.00023632745],"about_ca_topic_score_codex":0.00045369175,"about_ca_topic_score_gemma":0.0028763833,"teacher_disagreement_score":0.8045031,"about_ca_system_score_codex":0.00020654265,"about_ca_system_score_gemma":0.000032276705,"threshold_uncertainty_score":0.57763237},"labels":[],"label_agreement":null},{"id":"W1995149126","doi":"10.2118/105051-ms","title":"Step Change in Remote Exploration","year":2007,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Drilling; Casing; Electromagnetic coil; Petroleum engineering; Marine engineering; Drill; Engineering; Measurement while drilling; Drilling fluid; Mechanical engineering; Electrical engineering","score_opus":0.03505469539689949,"score_gpt":0.24139737851472176,"score_spread":0.20634268311782228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995149126","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22430615,0.0010538751,0.743661,0.00010448919,0.0014040555,0.00023542014,0.000002419289,0.0009937342,0.02823885],"genre_scores_gemma":[0.9972779,0.00013573964,0.0022974636,0.00004458608,0.00017452876,0.0000023601901,0.0000092101145,0.000022493416,0.00003567799],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99958795,0.0000024160645,0.000104335224,0.000067492736,0.000058423466,0.00017940071],"domain_scores_gemma":[0.9998392,0.000016675758,0.0000056154254,0.000098430166,0.000005271515,0.000034824374],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016548681,0.00006612875,0.00006109289,0.000082848375,0.0000071514505,0.000008724584,0.000046342222,0.000043625354,0.000007866028],"category_scores_gemma":[0.000006178086,0.00007380295,0.000014033027,0.000109361674,0.0000028187428,0.00014241289,0.000006662384,0.000083084764,0.000066027336],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010402581,0.000024109302,0.00093870546,0.00015890636,0.000036699294,0.000108301654,0.005263923,0.44104096,0.010879074,0.0015973414,0.0011811658,0.5387604],"study_design_scores_gemma":[0.00024775977,0.000015110219,0.0040581375,0.0000625384,0.0000042539436,0.0000028866084,0.00005290194,0.9435644,0.004533257,0.00015373841,0.047088534,0.00021646784],"about_ca_topic_score_codex":0.0000736499,"about_ca_topic_score_gemma":0.0001829696,"teacher_disagreement_score":0.7729718,"about_ca_system_score_codex":0.000033838034,"about_ca_system_score_gemma":9.833941e-7,"threshold_uncertainty_score":0.30095968},"labels":[],"label_agreement":null},{"id":"W1995366662","doi":"10.2118/121643-ms","title":"Annular Isolation of Horizontal Slotted Liners With Chemical External Casing Packers","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Thixotropy; Annulus (botany); Casing; Slurry; Materials science; Petroleum engineering; Wellbore; Composite material; Geotechnical engineering; Geology","score_opus":0.0026545647873413383,"score_gpt":0.16518260706874915,"score_spread":0.16252804228140783,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995366662","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.619627,0.000071616414,0.37776223,0.000012776661,0.000072003786,0.0000344854,6.7992636e-7,0.00023776345,0.002181465],"genre_scores_gemma":[0.9813066,0.000007737281,0.018557351,0.000009082373,0.00007197577,6.1704776e-7,0.0000049761743,0.000017420336,0.000024207859],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99951804,0.0000024109706,0.00013503277,0.000085799256,0.000106691536,0.00015200395],"domain_scores_gemma":[0.9998113,0.000009719618,0.000014100509,0.00009208295,0.000020685613,0.00005210458],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000038455622,0.00010489532,0.000116595445,0.00005407862,0.000010678268,0.000011621058,0.000048311693,0.000049764676,0.0000093516755],"category_scores_gemma":[0.0000048236343,0.00009266458,0.000029877729,0.0001166526,0.000010635546,0.000088978515,0.0000029005453,0.000094634255,0.0000030479205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019454585,0.000013689204,0.00057134434,0.000027117741,0.000024387371,0.000009630792,0.0001651957,0.4407694,0.5512238,0.00020561347,0.00009639559,0.006873969],"study_design_scores_gemma":[0.0003430213,0.00008238714,0.00091484765,0.00008685039,0.000014401184,0.000023393151,0.00004085198,0.7938204,0.20434399,0.000032166834,0.00010972262,0.00018796297],"about_ca_topic_score_codex":0.000010723849,"about_ca_topic_score_gemma":0.0000010900194,"teacher_disagreement_score":0.36167964,"about_ca_system_score_codex":0.00003021856,"about_ca_system_score_gemma":0.000004965574,"threshold_uncertainty_score":0.3778752},"labels":[],"label_agreement":null},{"id":"W1995385296","doi":"10.2118/137134-pa","title":"Two Issues in Wellbore Heat Flow Modelling Along With the Prediction of Casing Temperature in the Steam Injection Wells","year":2011,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Casing; Wellbore; Petroleum engineering; Heat transfer; Steam injection; Thermal; Mechanics; Work (physics); Flow (mathematics); Discretization; Reservoir engineering; Thermodynamics; Geology; Mechanical engineering; Engineering; Mathematics; Petroleum; Physics","score_opus":0.007467545401293217,"score_gpt":0.17048714200412823,"score_spread":0.16301959660283502,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995385296","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99370337,0.0017581168,0.0025616952,0.00064514903,0.0002518691,0.0000776051,0.000005830513,0.000038538426,0.00095784874],"genre_scores_gemma":[0.9985459,0.000368094,0.0009409923,0.000021098795,0.00008646255,0.00000373766,9.582197e-7,0.000023955408,0.000008833143],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910897,0.00002501336,0.00033981615,0.00008330669,0.0001396322,0.0003032498],"domain_scores_gemma":[0.9996333,0.00002194474,0.00005604859,0.00018224063,0.000051556246,0.00005487991],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034721065,0.0001330013,0.0002240861,0.0018008142,0.000044206914,0.000015717644,0.00023728755,0.00016690622,0.0000036508811],"category_scores_gemma":[0.000010440597,0.00008718382,0.000039059574,0.00095614715,0.000049990835,0.00013278952,0.000005487925,0.0008474264,6.019308e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011240878,0.0000064041615,0.005411212,0.000018148363,0.000025031375,0.00007093045,0.0013144206,0.9917951,0.00059844943,0.00014626025,0.000117448515,0.00048532942],"study_design_scores_gemma":[0.00087929977,0.0003688491,0.0031883914,0.0004948014,0.000046294503,0.0010077255,0.006222741,0.97583675,0.0059678275,0.00027131438,0.005511794,0.0002041918],"about_ca_topic_score_codex":0.02137867,"about_ca_topic_score_gemma":0.10263967,"teacher_disagreement_score":0.081261,"about_ca_system_score_codex":0.00023816145,"about_ca_system_score_gemma":0.00009371884,"threshold_uncertainty_score":0.98513806},"labels":[],"label_agreement":null},{"id":"W1995405117","doi":"10.2118/68418-ms","title":"Development of Collapse Ratings for High Temperature and Pressure Coiled Tubing Applications","year":2001,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Roundtable","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Wellhead; Engineering; Workover; High pressure; Petroleum engineering; Geology","score_opus":0.007392725633538386,"score_gpt":0.2012706665607511,"score_spread":0.19387794092721272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995405117","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8643218,0.0036884183,0.1271233,0.000092332455,0.00069588365,0.0014635827,0.00005810035,0.00088079384,0.001675743],"genre_scores_gemma":[0.9551813,0.00022053174,0.039426018,0.000020161353,0.00022787853,0.00038456524,0.00007986397,0.00011203631,0.004347662],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983939,0.000011598635,0.0005175478,0.00036138276,0.00020885582,0.0005066998],"domain_scores_gemma":[0.9991706,0.0001488712,0.000084240426,0.00033111547,0.00013056524,0.00013461735],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028864402,0.00032623342,0.00044920068,0.00014387368,0.00029366245,0.00024887003,0.00020080476,0.00018036945,0.000022228165],"category_scores_gemma":[0.000042618783,0.0003517479,0.00005862989,0.00041311336,0.000027193202,0.00043376954,0.00005332466,0.00022849183,0.0000060233033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008101551,0.0001505865,0.0016083495,0.002546115,0.0006761592,0.0000073667493,0.002485941,0.5608646,0.41136938,0.0057055093,0.002114672,0.012390298],"study_design_scores_gemma":[0.005686106,0.00016098509,0.00089724414,0.0016131934,0.0004863678,0.00009999407,0.0011802681,0.26755682,0.27230564,0.0011940632,0.44619468,0.0026246577],"about_ca_topic_score_codex":0.00003096412,"about_ca_topic_score_gemma":0.000035109795,"teacher_disagreement_score":0.44408,"about_ca_system_score_codex":0.00012690418,"about_ca_system_score_gemma":0.000066541725,"threshold_uncertainty_score":0.9998934},"labels":[],"label_agreement":null},{"id":"W1995468494","doi":"10.1115/imece2014-37198","title":"Dynamic Modelling of Horizontal Shafts With Annular Surface Contact and Friction: Application to Oilwell Drilling","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Vibration; Borehole; Drill pipe; Drilling; Geology; Bit (key); Drill bit; Joint (building); Directional drilling; Engineering; Structural engineering; Geotechnical engineering; Acoustics; Mechanical engineering; Physics; Computer science","score_opus":0.003302392466727539,"score_gpt":0.1620985432538701,"score_spread":0.15879615078714257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995468494","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.392341,0.00009022081,0.6060562,0.000008644929,0.00004555526,0.0000783074,0.000001486029,0.00018593579,0.0011926844],"genre_scores_gemma":[0.97433174,0.000051019448,0.025498344,0.0000064753804,0.000026927975,0.000005759774,0.0000060104994,0.00003949153,0.000034254976],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993668,0.0000053587582,0.00016729417,0.00017625345,0.000110161585,0.00017413948],"domain_scores_gemma":[0.99965084,0.000033612174,0.000019296325,0.00017082012,0.000035390723,0.00009002268],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011454188,0.0001440505,0.00018172963,0.00005972413,0.000035440655,0.000019545263,0.00006294995,0.000054521905,0.0000029722635],"category_scores_gemma":[0.0000023914165,0.00013474186,0.000020926913,0.00014634052,0.000007464654,0.00009249202,0.000011499651,0.00008702136,0.0000080130685],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000059494337,0.0000044399117,0.00024766717,0.0000652601,0.000014383133,2.4269823e-7,0.00012294922,0.97982234,0.017763233,0.00047925775,0.000005606733,0.0014686537],"study_design_scores_gemma":[0.00016607909,0.000072882955,0.00011256326,0.00005172612,0.000013269799,0.0000042454894,0.00003711188,0.9885794,0.010060268,0.00003695525,0.0006880493,0.00017744832],"about_ca_topic_score_codex":0.00005807942,"about_ca_topic_score_gemma":0.000017539496,"teacher_disagreement_score":0.5819907,"about_ca_system_score_codex":0.000030703766,"about_ca_system_score_gemma":0.0000032152009,"threshold_uncertainty_score":0.5494613},"labels":[],"label_agreement":null},{"id":"W1995555423","doi":"10.2118/0211-0052-jpt","title":"A Review of Cuttings Transport in Directional-Well Drilling","year":2011,"lang":"en","type":"review","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Drilling fluid; Directional drilling; Cutting; Drill; Petroleum engineering; Drill cuttings; Mechanical engineering; Marine engineering; Drill bit; Engineering; Drill pipe; Power loss; Geology; Electrical engineering","score_opus":0.013510351894256867,"score_gpt":0.2444731815322845,"score_spread":0.23096282963802764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1995555423","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000016382952,0.995123,0.0027352527,0.000018353048,0.0005819018,0.000105761756,0.000004708575,0.00013391397,0.0012806746],"genre_scores_gemma":[0.00012630792,0.9979349,0.0016494531,0.000008900827,0.00012803824,0.000012343646,0.0000037467505,0.000090921385,0.000045417615],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99746186,0.000024515462,0.0018756767,0.00016296098,0.00016192124,0.00031306036],"domain_scores_gemma":[0.99883276,0.00006566279,0.00066640286,0.00027598368,0.00009892992,0.000060240098],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006496388,0.00037922352,0.0025636265,0.0018119541,0.000012105938,0.0000028247048,0.0005053483,0.0005318715,0.000046349112],"category_scores_gemma":[0.000066041255,0.0003309347,0.0006562517,0.0008402332,0.00004978589,0.00007483913,0.000019062929,0.0013995479,0.000012789476],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035830742,0.00006760909,0.000040105882,0.26749635,0.00048495203,0.00012842377,0.000028195887,0.0038386611,0.000015036572,0.00025303208,0.0007347633,0.7269093],"study_design_scores_gemma":[0.000109957444,0.00004924945,9.3499386e-7,0.18319942,0.00033891998,0.0005111761,0.0000038072537,0.000138702,0.000026437961,0.000055216482,0.81536126,0.00020491776],"about_ca_topic_score_codex":0.0000035294856,"about_ca_topic_score_gemma":0.0000022108643,"teacher_disagreement_score":0.8146265,"about_ca_system_score_codex":0.00016424748,"about_ca_system_score_gemma":0.00009374667,"threshold_uncertainty_score":0.9999143},"labels":[],"label_agreement":null},{"id":"W1996647171","doi":"10.2118/80455-ms","title":"Under-Balanced Drilling Experience in a Shallow Clastic Oil Field, Offshore Sabah, South China Sea","year":2003,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Submarine pipeline; Clastic rock; Petroleum engineering; Incentive; Offshore drilling; Geology; Engineering; Risk analysis (engineering); Geotechnical engineering; Business; Paleontology","score_opus":0.013450431953715628,"score_gpt":0.20667002161747347,"score_spread":0.19321958966375785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1996647171","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9556135,0.00056741893,0.009514469,0.0001634147,0.0002559258,0.000026784288,0.0000063605657,0.0001639492,0.03368819],"genre_scores_gemma":[0.9972162,0.0021450452,0.00028767434,0.000016403534,0.000048761445,0.00001615092,0.000013947718,0.000019657153,0.00023613045],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990521,0.000019585592,0.00020662892,0.0002766844,0.000121106976,0.00032387336],"domain_scores_gemma":[0.9996832,0.000034705543,0.000022791573,0.00012973635,0.000018877809,0.000110687666],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010056448,0.00021121016,0.00021956542,0.00010045141,0.00007349244,0.00010078122,0.00004968423,0.000119713026,0.000034684046],"category_scores_gemma":[0.000024030585,0.00021033816,0.00003070642,0.00014866509,0.0000462405,0.00015985957,0.000011249963,0.00022029794,0.000007861257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015973399,0.00018616288,0.05371721,0.0023686544,0.00013660656,0.00019283267,0.051451664,0.15869966,0.043339755,0.024693085,0.00028134667,0.6647733],"study_design_scores_gemma":[0.004860709,0.0004853793,0.01889828,0.003858999,0.00010004275,0.00026831162,0.04511726,0.8683557,0.03571899,0.014776585,0.0041969316,0.0033628237],"about_ca_topic_score_codex":0.00001901568,"about_ca_topic_score_gemma":0.000046117788,"teacher_disagreement_score":0.709656,"about_ca_system_score_codex":0.000022862316,"about_ca_system_score_gemma":0.000015592645,"threshold_uncertainty_score":0.85773414},"labels":[],"label_agreement":null},{"id":"W1997693779","doi":"10.4043/17885-ms","title":"Variations of Managed-Pressure Drilling Currently Practiced:Offshore Case Studies","year":2006,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Submarine pipeline; Drilling; Petroleum engineering; Marine engineering; Geology; Offshore drilling; Computer science; Engineering; Oceanography; Mechanical engineering","score_opus":0.016551940513271614,"score_gpt":0.25177806811925707,"score_spread":0.23522612760598546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997693779","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35180983,0.024894774,0.5838293,0.0019569073,0.003393626,0.0011113012,0.00016628842,0.008390362,0.024447642],"genre_scores_gemma":[0.9934935,0.0003716798,0.005737914,0.000004002062,0.000079394566,0.00003981879,0.000013117168,0.00004081649,0.00021975007],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99877495,0.00001671256,0.00041848051,0.00028235948,0.0001452234,0.00036227723],"domain_scores_gemma":[0.99905574,0.00010275486,0.00009808176,0.0004886045,0.0002172403,0.000037546466],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015944452,0.00027036952,0.00039755742,0.00040860169,0.00010331786,0.000025524036,0.00027820258,0.00026340215,0.000025893718],"category_scores_gemma":[0.00012860999,0.00025138736,0.000062402316,0.00056891504,0.00017073736,0.00016316288,0.00008803001,0.000458392,0.000017006112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012724132,0.00018155482,0.0064683175,0.0014177435,0.0012059333,0.001297607,0.0009307284,0.6119249,0.008063539,0.31511453,0.0041762777,0.049206153],"study_design_scores_gemma":[0.0009386042,0.00013581562,0.00047512047,0.00064329355,0.0007324691,0.0018156514,0.0025660768,0.8887334,0.027558858,0.031456552,0.043527994,0.0014161882],"about_ca_topic_score_codex":0.000019769734,"about_ca_topic_score_gemma":0.00007342539,"teacher_disagreement_score":0.6416837,"about_ca_system_score_codex":0.000033910757,"about_ca_system_score_gemma":0.000023789167,"threshold_uncertainty_score":0.99999386},"labels":[],"label_agreement":null},{"id":"W1997704772","doi":"10.2118/80145-pa","title":"Inflow Analysis and Optimization of Slotted Liners","year":2002,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inflow; Outflow; Petroleum engineering; Permeability (electromagnetism); Steam-assisted gravity drainage; Geology; Environmental science; Engineering; Geotechnical engineering; Oil sands; Materials science","score_opus":0.010483202041171287,"score_gpt":0.1801001331752059,"score_spread":0.16961693113403462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997704772","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15267739,0.00037082023,0.84551734,0.000021826274,0.00014927043,0.000053750126,0.0000059812587,0.0002639995,0.0009396174],"genre_scores_gemma":[0.9783379,0.0005151521,0.020972779,0.0000067311653,0.00006479434,0.0000021081119,0.000047122685,0.000022285829,0.000031143467],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993924,0.00000945326,0.00022589967,0.00012196152,0.00011398528,0.00013632314],"domain_scores_gemma":[0.99970204,0.000041561503,0.000034184708,0.00013468621,0.00004187886,0.000045639372],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000081036385,0.0001118124,0.00020710324,0.0002875397,0.000033388533,0.000020063053,0.00004910689,0.000055126446,0.00008173868],"category_scores_gemma":[0.000022530137,0.00012433012,0.00006148994,0.0005829621,0.000019914774,0.00007002304,0.000008654943,0.000079946745,0.0000066535986],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010587572,0.0000056491685,0.0011900305,0.00003900146,0.000108345994,4.779041e-7,0.00012630479,0.99483997,0.0021472077,0.000052695024,0.000033482786,0.0014557849],"study_design_scores_gemma":[0.00013532922,0.000011720487,0.0015171926,0.000026667016,0.00011668954,0.0000011688263,0.000009265413,0.99628234,0.0012749466,0.000014397772,0.0004825855,0.00012768616],"about_ca_topic_score_codex":0.000018146942,"about_ca_topic_score_gemma":0.0000051455086,"teacher_disagreement_score":0.8256605,"about_ca_system_score_codex":0.000022245791,"about_ca_system_score_gemma":9.1589203e-7,"threshold_uncertainty_score":0.50700355},"labels":[],"label_agreement":null},{"id":"W1997764664","doi":"10.2118/112924-ms","title":"Identification of Wells with High CO2-Leakage Potential in Mature Oil Fields Developed for CO2-Enhanced Oil Recovery","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":89,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Petroleum engineering; Wellbore; Casing; Leakage (economics); Aquifer; Leak; Geology; Petroleum; Enhanced oil recovery; Geotechnical engineering; Environmental science; Groundwater; Environmental engineering","score_opus":0.005552815723499024,"score_gpt":0.17895599917133756,"score_spread":0.17340318344783853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997764664","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73010105,0.000076904624,0.26731685,0.00003210183,0.00039787663,0.000049362065,0.000010297894,0.00016557689,0.0018499469],"genre_scores_gemma":[0.9896559,0.00029369007,0.00503355,0.000016875021,0.000059824895,0.000029212737,0.00002733247,0.000037112015,0.0048464676],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99920696,0.000006205074,0.0003089796,0.00015881688,0.00011646445,0.00020256633],"domain_scores_gemma":[0.99965304,0.000041364787,0.000040151004,0.00017655778,0.000053877513,0.000035005458],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000091552174,0.00014033057,0.00020460461,0.00010777599,0.000026550353,0.000013906347,0.00010587666,0.00013583757,0.000025820742],"category_scores_gemma":[0.00001643842,0.00013123607,0.000041455616,0.00019318616,0.000016210282,0.00012413278,0.000009121718,0.00013023631,0.000010460344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004606611,0.000018576267,0.00002207055,0.0003306544,0.000034364904,0.000005533112,0.0002004105,0.935043,0.060203798,0.00006029754,0.00066167273,0.003373602],"study_design_scores_gemma":[0.0016613257,0.000072793555,0.0019151199,0.00025978353,0.000029117828,0.00001720183,0.000109512606,0.16790378,0.82640356,0.00008184225,0.00099667,0.0005492774],"about_ca_topic_score_codex":0.000041781987,"about_ca_topic_score_gemma":0.000045786855,"teacher_disagreement_score":0.7671392,"about_ca_system_score_codex":0.000034877732,"about_ca_system_score_gemma":0.00002148033,"threshold_uncertainty_score":0.5351652},"labels":[],"label_agreement":null},{"id":"W1997956530","doi":"10.2118/167214-ms","title":"A Case Study on Formation Evaluation of Horizontal Wells in the Tight Gas Nikanassin Group of the Western Canada Sedimentary Basin Using Drill Cuttings","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Alberta Innovates; University of Calgary","keywords":"Drill cuttings; Geology; Permeability (electromagnetism); Porosity; Geotechnical engineering; Drill; Drilling; Mineralogy; Petroleum engineering; Engineering; Chemistry","score_opus":0.019779379446072227,"score_gpt":0.21871799569466313,"score_spread":0.1989386162485909,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997956530","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.997926,0.000020946061,0.0006640293,0.00006818012,0.00020497988,0.0006452332,0.0000027186616,0.000018391227,0.00044953026],"genre_scores_gemma":[0.99977875,9.6542e-7,0.000088275614,0.00006349568,0.000028390034,0.000018223818,0.0000027552123,0.000014573834,0.000004548446],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989055,0.00009885983,0.0003155232,0.00008391488,0.0004544115,0.00014182754],"domain_scores_gemma":[0.99959415,0.00006891087,0.00005869551,0.0002122584,0.000045744717,0.000020258338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006006618,0.00011745304,0.00013069325,0.000065962326,0.000038583457,0.000016031909,0.00011644657,0.00002843853,0.000015396583],"category_scores_gemma":[0.000010380949,0.00007479727,0.000029096023,0.00019430644,0.000009922223,0.00017172971,0.000016010787,0.00011398589,9.884136e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005470876,0.00017258059,0.02252806,0.00013758622,0.000080956124,0.000031422398,0.008631423,0.9545744,0.0069318414,0.000017797443,0.001602835,0.0052856216],"study_design_scores_gemma":[0.0006257872,0.000070336144,0.010676034,0.00010317989,0.00006530372,0.00009246012,0.006799392,0.97052526,0.010827692,0.000009606095,0.00007190834,0.000133051],"about_ca_topic_score_codex":0.4785689,"about_ca_topic_score_gemma":0.11422627,"teacher_disagreement_score":0.36434263,"about_ca_system_score_codex":0.00022715986,"about_ca_system_score_gemma":0.000033657943,"threshold_uncertainty_score":0.90193677},"labels":[],"label_agreement":null},{"id":"W1997969521","doi":"10.1080/10916460500295579","title":"New Simple Equations for Interblock Geometric Factors and Bulk Volumes in Single-well Simulation","year":2007,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Killam Trusts","keywords":"Simple (philosophy); Computer science; Statistical physics; Physics","score_opus":0.012715381383536707,"score_gpt":0.23461593127729904,"score_spread":0.22190054989376234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997969521","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5788499,0.00025114833,0.42041177,0.000038937567,0.00008346962,0.000047095822,8.5759257e-7,0.00016617979,0.0001506314],"genre_scores_gemma":[0.99833894,0.000015457614,0.0015622986,0.0000044153917,0.000019491257,0.0000028978718,0.0000014414228,0.00000990747,0.00004516299],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927545,9.123241e-7,0.0001476549,0.000176322,0.00009387048,0.00030578193],"domain_scores_gemma":[0.99962795,0.00016062724,0.000016772967,0.000097023694,0.00003724105,0.000060398906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000273013,0.00009176707,0.00011195262,0.0014751783,0.00007143902,0.000036648802,0.00010763136,0.000082885366,0.0000025459185],"category_scores_gemma":[0.00030428992,0.00008969289,0.000010076319,0.0013899879,0.00009088565,0.00014997652,0.000033446828,0.0000958465,0.0000018759602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048418237,0.000023485216,0.047409136,0.000058236415,0.000010161285,0.0000020994148,0.00024011443,0.6713812,0.027917812,0.002287349,0.000033485212,0.2506321],"study_design_scores_gemma":[0.00023357646,0.00007667317,0.0025668708,0.00001209557,0.000004585421,0.0000018715677,0.00012597516,0.979797,0.012677404,0.0009995875,0.0033728261,0.00013155372],"about_ca_topic_score_codex":0.000023918104,"about_ca_topic_score_gemma":0.000060149214,"teacher_disagreement_score":0.41948903,"about_ca_system_score_codex":0.000066600755,"about_ca_system_score_gemma":0.00001514119,"threshold_uncertainty_score":0.365757},"labels":[],"label_agreement":null},{"id":"W1998040237","doi":"10.1115/imece2014-36009","title":"Fatigue Life Prediction of Drill-String Subjected to Random Loadings","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drill string; Drill; String (physics); Finite element method; Structural engineering; Computer science; Mathematics; Engineering; Mechanical engineering","score_opus":0.00841608828260138,"score_gpt":0.17763880249822686,"score_spread":0.16922271421562549,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998040237","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34510216,0.000032854972,0.64554584,0.000013724391,0.00039364587,0.00008942146,0.0000033903689,0.00069070066,0.008128291],"genre_scores_gemma":[0.9976688,0.000014245214,0.0019763005,0.000019132052,0.00014305755,0.000008581176,0.0000053807744,0.00003269298,0.00013182203],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931914,0.000008046429,0.0002426746,0.00011577504,0.00012021154,0.00019416572],"domain_scores_gemma":[0.99958825,0.00007013043,0.000015337815,0.00015860976,0.000033356133,0.0001343341],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001611726,0.00012044487,0.00019898452,0.00013785162,0.000021598298,0.000015597168,0.000085689164,0.000060659342,0.00003262511],"category_scores_gemma":[0.00012939166,0.00011900492,0.000049194798,0.00022401915,0.0000070025467,0.000071510956,0.000013740085,0.00008536075,0.000025133344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010158589,0.00000543444,0.0009482293,0.00009329741,0.000036810663,1.9946313e-7,0.00019611802,0.9232286,0.07190314,0.0005130958,0.0010142302,0.0020506834],"study_design_scores_gemma":[0.0009739374,0.00004506413,0.0029745994,0.00010580183,0.000018051644,0.0000015895843,0.000025117317,0.8358066,0.15494752,0.00003398619,0.0048808064,0.00018692529],"about_ca_topic_score_codex":0.000024579176,"about_ca_topic_score_gemma":0.0000025897923,"teacher_disagreement_score":0.6525666,"about_ca_system_score_codex":0.000022313778,"about_ca_system_score_gemma":0.0000044734925,"threshold_uncertainty_score":0.485288},"labels":[],"label_agreement":null},{"id":"W1998158751","doi":"10.2118/119960-ms","title":"Flexible Cement Improves Wellbore Integrity in SAGD Wells","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Total (Canada)","funders":"","keywords":"Cement; Petroleum engineering; Wellbore; Oil well; Engineering; Materials science; Composite material","score_opus":0.007997435535264904,"score_gpt":0.20653863505911788,"score_spread":0.19854119952385296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998158751","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42633647,0.0017792548,0.18249783,0.0008212827,0.0016252013,0.0004951758,0.000005745941,0.003735873,0.38270319],"genre_scores_gemma":[0.99638784,0.00013115494,0.0022260735,0.000105761625,0.000071331415,0.000003975214,0.00000394219,0.000016725024,0.0010531701],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993079,0.000004251015,0.000186155,0.00013102662,0.000089781905,0.00028092696],"domain_scores_gemma":[0.99973893,0.00001428312,0.0000069315624,0.00016759183,0.000008691615,0.00006355928],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000114219314,0.00014064954,0.00013954463,0.000106970474,0.000014427701,0.0000271649,0.000106988984,0.00007139985,0.00008586302],"category_scores_gemma":[0.0000068543295,0.00013131723,0.0000383207,0.00017586378,0.0000061691762,0.00009005973,0.0000095075175,0.00024872337,0.00009198539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008765564,0.000091396956,0.0007277492,0.0001104608,0.000026820828,0.000016977714,0.0003551934,0.8374047,0.036141578,0.0058786827,0.007926175,0.111311466],"study_design_scores_gemma":[0.0007622976,0.00012219763,0.011891307,0.0001467098,0.000010297773,0.0000049198607,0.00015948205,0.78060836,0.14687194,0.0021713066,0.05652945,0.000721733],"about_ca_topic_score_codex":0.000053930256,"about_ca_topic_score_gemma":0.000013632966,"teacher_disagreement_score":0.57005143,"about_ca_system_score_codex":0.00007711931,"about_ca_system_score_gemma":0.0000071533045,"threshold_uncertainty_score":0.5354961},"labels":[],"label_agreement":null},{"id":"W1998242748","doi":"10.2118/114866-ms","title":"Design and Operational Factors for the Life of the Well and Abandonment","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve","funders":"","keywords":"Abandonment (legal); Computer science; Risk analysis (engineering); Business; Political science","score_opus":0.018381479150587722,"score_gpt":0.17488522749965826,"score_spread":0.15650374834907055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998242748","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38540643,0.0006349995,0.61327183,0.00008751312,0.000120476136,0.00019422785,0.0000021554501,0.000033459313,0.0002489211],"genre_scores_gemma":[0.99822825,0.0002133256,0.0013546894,0.000019738036,0.000017960341,0.000006859897,3.5153408e-7,0.000006549555,0.00015224447],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998141,0.0000027106882,0.00005635895,0.000035758792,0.000040625157,0.000050480576],"domain_scores_gemma":[0.9997707,0.0001534755,0.0000041428684,0.00004927716,0.000005066653,0.00001733243],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000465263,0.00004383641,0.000043934248,0.0000067908186,0.000057935402,0.0000057991606,0.000030571988,0.000014064879,0.000007627472],"category_scores_gemma":[0.0000096731155,0.000021990869,0.000012327189,0.000016976048,0.000020146681,0.00001985003,0.00000751055,0.000024752046,2.0541219e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015360815,0.00000209338,0.0015127986,0.00001378284,0.000024662922,3.5010256e-8,0.000412241,0.9961473,0.00081026106,0.00027082194,0.0007136237,0.000090879264],"study_design_scores_gemma":[0.00017706238,0.000009583673,0.011278146,0.0000051926454,0.000009272781,0.0000023919076,0.000029667826,0.9695466,0.016292524,0.000014896231,0.002583546,0.00005112638],"about_ca_topic_score_codex":0.0000048178517,"about_ca_topic_score_gemma":4.5627874e-7,"teacher_disagreement_score":0.6128219,"about_ca_system_score_codex":0.0000028201046,"about_ca_system_score_gemma":0.0000038737967,"threshold_uncertainty_score":0.08967616},"labels":[],"label_agreement":null},{"id":"W1998563993","doi":"10.2118/152981-ms","title":"Real-Time Downhole Monitoring Of Hydraulic Fracturing Treatments Using Fibre Optic Distributed Temperature and Acoustic Sensing","year":2012,"lang":"en","type":"article","venue":"SPE/EAGE European Unconventional Resources Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"Shell Canada","keywords":"Hydraulic fracturing; Petroleum engineering; Computer science; Distributed acoustic sensing; Optical fiber; Environmental science; Emerging technologies; Process engineering; Geology; Engineering; Fiber optic sensor; Telecommunications; Artificial intelligence","score_opus":0.013506183587493434,"score_gpt":0.21257364920205882,"score_spread":0.1990674656145654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998563993","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9937687,0.000508189,0.003784492,0.0000070713663,0.00016309436,0.00009312013,0.000038018352,0.00014720646,0.001490115],"genre_scores_gemma":[0.99761724,0.00024041817,0.0015923685,0.000002326311,0.00032166523,8.6050636e-7,0.00008895655,0.00004348891,0.00009268834],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989964,0.00005721862,0.0002786798,0.00019476343,0.0001756942,0.00029724446],"domain_scores_gemma":[0.999552,0.000057175384,0.0000707665,0.00012538828,0.00004551774,0.00014911933],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020380745,0.0002274322,0.0002205111,0.00011051094,0.00012812106,0.0000892164,0.000049880022,0.00006682812,0.0000248316],"category_scores_gemma":[0.00002206449,0.00022870976,0.00004947183,0.00010792989,0.000057109723,0.0002913811,0.0000442192,0.00016388031,0.000012026833],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026459604,0.00004312725,0.0033880032,0.00046124033,0.00015806546,0.000051732553,0.001228234,0.1318956,0.8586562,0.000055896948,0.000026012895,0.0040093735],"study_design_scores_gemma":[0.0031517062,0.00031484442,0.1934368,0.0066241673,0.00075344084,0.0006011756,0.0020249123,0.6411951,0.14865291,0.00031753303,0.0008541778,0.0020731823],"about_ca_topic_score_codex":0.00001802298,"about_ca_topic_score_gemma":3.3235753e-7,"teacher_disagreement_score":0.7100033,"about_ca_system_score_codex":0.000048994298,"about_ca_system_score_gemma":0.0000070778174,"threshold_uncertainty_score":0.93265134},"labels":[],"label_agreement":null},{"id":"W1998705907","doi":"10.2118/04-02-tn1","title":"Biologically Formed Calcium Carbonate, A Durable Plugging Agent For Enhanced Oil Recovery","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary; University of Saskatchewan","funders":"","keywords":"Urease; Calcium carbonate; Chemistry; Urea; Enhanced oil recovery; Permeability (electromagnetism); Calcium; Produced water; Bacteria; Microbial enhanced oil recovery; Carbonate; Chemical engineering; Chromatography; Biochemistry; Microorganism; Environmental engineering; Geology; Organic chemistry; Environmental science","score_opus":0.008706399531516305,"score_gpt":0.19242690246774188,"score_spread":0.18372050293622558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998705907","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82368237,0.0030118453,0.15188497,0.0043597296,0.0031249942,0.00013969484,0.000055066866,0.00063017744,0.013111163],"genre_scores_gemma":[0.9933263,0.00053634593,0.005642017,0.00010745643,0.00015481692,0.000019381094,0.0000030700194,0.00004393387,0.00016667668],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986784,0.0000045868383,0.00045446033,0.00013050191,0.00010113992,0.00063093874],"domain_scores_gemma":[0.99936813,0.00003639487,0.00010180805,0.00016770685,0.00010092725,0.00022505084],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019988514,0.00019241415,0.00037467966,0.002011794,0.0000713915,0.000025975001,0.00030319922,0.00030831894,0.000010141336],"category_scores_gemma":[0.00013452789,0.0001822945,0.00015307518,0.00050500187,0.00004012898,0.000105145686,0.000011080727,0.0004227251,0.000006198066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023988174,0.000011480276,0.000034545978,0.00008606504,0.000149521,0.000111250614,0.00004150635,0.9252877,0.05983019,0.0010423624,0.00070687913,0.0126744695],"study_design_scores_gemma":[0.008837484,0.0021549975,0.00042688785,0.00137699,0.00024823536,0.0019197484,0.0006776247,0.049842317,0.2798399,0.021563865,0.6309143,0.0021976684],"about_ca_topic_score_codex":0.0011058613,"about_ca_topic_score_gemma":0.008961693,"teacher_disagreement_score":0.8754454,"about_ca_system_score_codex":0.0007458476,"about_ca_system_score_gemma":0.00026462134,"threshold_uncertainty_score":0.7433754},"labels":[],"label_agreement":null},{"id":"W1998830524","doi":"10.2118/74483-ms","title":"Optimizing HTHP Cementing Operations","year":2002,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Casing; Petroleum engineering; Geology; Completion (oil and gas wells); Work (physics); Drilling; Mining engineering; Engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.014332008915814686,"score_gpt":0.1760288868720172,"score_spread":0.16169687795620252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998830524","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.020369088,0.0006419655,0.6947375,0.000054692366,0.00048668077,0.00006190168,9.282527e-7,0.0015617252,0.2820855],"genre_scores_gemma":[0.9737615,0.00008051494,0.023779582,0.00002412298,0.00008736101,0.000006067395,0.0000017132179,0.000023048193,0.0022361048],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996208,0.0000018251479,0.00009922293,0.00006574581,0.00005184908,0.00016059025],"domain_scores_gemma":[0.99984753,0.00000908862,0.000002006488,0.000094543335,0.00000802326,0.00003880158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000033417327,0.00007097077,0.000056897286,0.000044009677,0.000052776486,0.000045717454,0.000051135437,0.000023219833,0.000679763],"category_scores_gemma":[0.0000054006255,0.0000725302,0.000023385333,0.000086436885,0.000003645906,0.00010172936,0.000008730373,0.0000667631,0.00024072944],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.4258705e-8,0.0000028813954,0.00000902721,0.000008384305,0.000008777095,0.0000010205139,0.00015191211,0.99386173,0.0022649686,0.00043456853,0.0009364321,0.0023202721],"study_design_scores_gemma":[0.000063457395,0.0000026016191,0.000005289395,0.000010135749,0.0000033024291,0.0000020509774,0.000028225757,0.9875174,0.0034306352,0.0000031770844,0.0088342605,0.000099437726],"about_ca_topic_score_codex":0.0000035975868,"about_ca_topic_score_gemma":0.0000026735506,"teacher_disagreement_score":0.9533924,"about_ca_system_score_codex":0.000015434221,"about_ca_system_score_gemma":5.098181e-7,"threshold_uncertainty_score":0.7442928},"labels":[],"label_agreement":null},{"id":"W1998837415","doi":"10.4043/20295-ms","title":"SBOP Drilling Enables Efficient Drilling in Extreme Water Depths","year":2009,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Casing; Drilling; Marine engineering; Wellhead; Drilling riser; Cable gland; Engineering; Joint (building); Underwater; Boom; Upgrade; Drill; Petroleum engineering; Structural engineering; Mechanical engineering; Geology; Computer science","score_opus":0.020203800562224473,"score_gpt":0.19250600846614097,"score_spread":0.17230220790391648,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1998837415","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8694298,0.0011247313,0.11725136,0.00050409476,0.00046398802,0.0002212623,0.0000024107437,0.0026695293,0.008332794],"genre_scores_gemma":[0.9969327,0.00019396837,0.0026480332,0.000025836976,0.000055355355,0.000017942633,0.000009386107,0.00003961719,0.00007715798],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982901,0.000010046341,0.00038751413,0.00037624262,0.00015542285,0.0007806354],"domain_scores_gemma":[0.99939114,0.000026744423,0.00002255215,0.00043054388,0.000054648477,0.00007435827],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018766818,0.0003230567,0.0003668957,0.0006416729,0.00006757082,0.0000480785,0.0004044207,0.0003676628,0.00004827032],"category_scores_gemma":[0.000033913624,0.00028809064,0.00005649875,0.00044773644,0.00007620294,0.00007603606,0.00004740804,0.0005506715,0.000082865285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005764684,0.000041672385,0.001259718,0.00004884719,0.000021789881,0.00008136493,0.00045768305,0.850895,0.09491003,0.008751,0.000058946225,0.043468196],"study_design_scores_gemma":[0.00037634745,0.000051790576,0.0004098253,0.0002723235,0.000013559476,0.00002919327,0.00017918508,0.7984739,0.19240838,0.003919748,0.0032960162,0.0005697203],"about_ca_topic_score_codex":0.0000055166947,"about_ca_topic_score_gemma":0.000018367624,"teacher_disagreement_score":0.12750287,"about_ca_system_score_codex":0.000094248004,"about_ca_system_score_gemma":0.000017239268,"threshold_uncertainty_score":0.99995714},"labels":[],"label_agreement":null},{"id":"W1999131890","doi":"10.2118/84561-pa","title":"The Use of Lightweight Cement Slurries and Downhole Chokes on Air-Drilled Wells","year":2005,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Casing; Cement; Lost circulation; Petroleum engineering; Geotechnical engineering; Drilling; Geology; Completion (oil and gas wells); Slurry; Hydraulic fracturing; Drilling fluid; Engineering; Materials science; Composite material","score_opus":0.021834840193968693,"score_gpt":0.1974821065830619,"score_spread":0.1756472663890932,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999131890","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90625405,0.0023914664,0.08382867,0.0011822043,0.0015494336,0.0005054381,0.00003425307,0.0007764069,0.0034780852],"genre_scores_gemma":[0.9945885,0.0013418244,0.0034563937,0.000050124676,0.0002892845,0.000008461691,0.000018283778,0.00003851653,0.00020858862],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990422,0.000018847657,0.00030461338,0.0001694821,0.0002063359,0.00025852484],"domain_scores_gemma":[0.99938196,0.00021324129,0.000047942445,0.00025430616,0.000040967443,0.000061605875],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014868559,0.00018925444,0.00020198614,0.000088369365,0.00016348992,0.00006473422,0.000097952274,0.000059180784,0.000017868542],"category_scores_gemma":[0.000028502,0.00014864655,0.000052725754,0.00011194998,0.000055013414,0.00011545861,0.000022779761,0.00014836421,0.000038824186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013390012,0.000013586028,0.0001436935,0.000040096755,0.000039430863,5.7783365e-7,0.00021762367,0.98380584,0.0049814717,0.0023590217,0.0012191689,0.0071660965],"study_design_scores_gemma":[0.00024088027,0.00005189824,0.00096045644,0.00012035538,0.00001749542,0.0000023166465,0.00001769741,0.4825639,0.018085856,0.00007931924,0.4976718,0.00018800831],"about_ca_topic_score_codex":0.000017395423,"about_ca_topic_score_gemma":0.000016851414,"teacher_disagreement_score":0.5012419,"about_ca_system_score_codex":0.000051188068,"about_ca_system_score_gemma":0.0000042957477,"threshold_uncertainty_score":0.606163},"labels":[],"label_agreement":null},{"id":"W1999275565","doi":"10.2118/117859-ms","title":"Flexible Cement Improves Wellbore Integrity for Steam Assisted Gravity Drainage (SAGD) Wells","year":2008,"lang":"en","type":"article","venue":"International Thermal Operations and Heavy Oil Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"University of Chinese Academy of Sciences; ConocoPhillips","keywords":"Cement; Annulus (botany); Petroleum engineering; Wellbore; Oil well; Stress (linguistics); Engineering; Environmental science; Materials science; Composite material","score_opus":0.01830512144113963,"score_gpt":0.24143620262672225,"score_spread":0.2231310811855826,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999275565","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85851794,0.0010687645,0.08307229,0.0031962947,0.0037183377,0.00051241467,0.0003386526,0.0008829513,0.048692368],"genre_scores_gemma":[0.99152225,0.00040769536,0.0026479557,0.00012724727,0.00035723674,0.00010691495,0.00011341309,0.00003787725,0.0046794033],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991196,0.000012837099,0.00027687397,0.00020944884,0.00016073232,0.00022055447],"domain_scores_gemma":[0.99958515,0.00004578907,0.000018983948,0.00014135509,0.000116730815,0.00009200301],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001376156,0.0001893832,0.00016767468,0.000098330966,0.00024990214,0.00009947301,0.00015461145,0.00008755883,0.000039765084],"category_scores_gemma":[0.000011961537,0.00018020508,0.000080329686,0.00007129522,0.00004812212,0.00024197556,0.000033189863,0.00018867564,0.000015212539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000117868134,0.0002898631,0.00044181448,0.00022333245,0.00040834176,0.000014549192,0.0015873903,0.72083724,0.23827206,0.016772611,0.0022871469,0.018747792],"study_design_scores_gemma":[0.0015682885,0.00017122886,0.0050551374,0.00013198331,0.00004686268,0.00007003798,0.0001446806,0.8413869,0.05558884,0.00017947349,0.09494264,0.00071389554],"about_ca_topic_score_codex":0.000097943856,"about_ca_topic_score_gemma":0.000024494844,"teacher_disagreement_score":0.18268321,"about_ca_system_score_codex":0.00008917253,"about_ca_system_score_gemma":0.00002799,"threshold_uncertainty_score":0.734855},"labels":[],"label_agreement":null},{"id":"W1999480232","doi":"10.2118/129592-ms","title":"A Drilling Rate Model for Roller Cone Bits and Its Application","year":2010,"lang":"en","type":"article","venue":"International Oil and Gas Conference and Exhibition in China","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Rate of penetration; Drilling; Bit (key); Computer science; Offset (computer science); Drill bit; Algorithm; Mechanical engineering; Engineering","score_opus":0.011115815861797454,"score_gpt":0.2233106412403543,"score_spread":0.21219482537855683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999480232","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9341485,0.00013524022,0.063169695,0.0006416535,0.00019904433,0.000050559844,0.000023206867,0.000060478273,0.0015716404],"genre_scores_gemma":[0.99792063,0.0011483468,0.00050661754,0.0000331371,0.00008618257,0.000053387997,0.000029237734,0.000010487244,0.00021196358],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99958205,0.0000026647142,0.00013113198,0.00013929686,0.000049657097,0.00009520576],"domain_scores_gemma":[0.9998244,0.00003310461,0.000017908062,0.00003689739,0.000042625517,0.00004508596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010749317,0.0000913383,0.00009157946,0.00008275698,0.000036108628,0.000052048028,0.000034521214,0.000059367416,0.000005139336],"category_scores_gemma":[0.000016630449,0.000091638445,0.000012302085,0.000029095732,0.000016777454,0.00015043598,0.0000124041835,0.00011653027,0.0000012676435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000098800905,0.000058462036,0.0016154614,0.000503112,0.00007873258,0.000003910419,0.0031853653,0.371427,0.25302154,0.11075209,0.0001316963,0.2591238],"study_design_scores_gemma":[0.00045876324,0.000007103621,0.00078556576,0.000057177414,0.0000038695075,0.000006752496,0.000011681534,0.9895089,0.0019183742,0.0065114065,0.0006216783,0.00010869087],"about_ca_topic_score_codex":0.000009423815,"about_ca_topic_score_gemma":0.000040279556,"teacher_disagreement_score":0.6180819,"about_ca_system_score_codex":0.0000065896293,"about_ca_system_score_gemma":0.0000057223424,"threshold_uncertainty_score":0.37369072},"labels":[],"label_agreement":null},{"id":"W1999532965","doi":"10.2118/132981-ms","title":"Understanding the Effects of Leak-off Tests on Wellbore Strength","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geomechanics; Wellbore; Leak; Petroleum engineering; Rock mechanics; Geotechnical engineering; Containment (computer programming); Stress (linguistics); Engineering; Drilling; Geology; Computer science; Mechanical engineering","score_opus":0.017988381579202416,"score_gpt":0.22622821464745704,"score_spread":0.20823983306825464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999532965","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91568977,0.0002167502,0.05977967,0.00038493075,0.0008248016,0.0003951263,0.000035787172,0.0008279036,0.02184529],"genre_scores_gemma":[0.99950325,0.00022357408,0.00011643658,0.000022328351,0.000082063976,0.0000069858497,0.0000074791396,0.000015565434,0.000022312292],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994417,0.000008605166,0.0001367268,0.00012632964,0.00012060974,0.00016602578],"domain_scores_gemma":[0.99955034,0.00018621235,0.000019874049,0.00016419237,0.000025773415,0.00005359997],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010321507,0.00012326633,0.000128307,0.000054913857,0.000056439345,0.000026376072,0.0000877182,0.00011880446,0.000014454556],"category_scores_gemma":[0.00007989783,0.0000922103,0.000034801185,0.000107126674,0.000088358844,0.00008456221,0.000020417938,0.00038542552,0.000006931758],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049595674,0.0001612504,0.0006095663,0.0009579106,0.00007298985,0.000028712824,0.0010550661,0.010133633,0.6136723,0.31786188,0.0075121936,0.047884874],"study_design_scores_gemma":[0.003933745,0.0032150194,0.029601738,0.0043220273,0.00030538914,0.00013497272,0.002475268,0.21400352,0.605496,0.11506415,0.018354828,0.0030933432],"about_ca_topic_score_codex":0.000004375094,"about_ca_topic_score_gemma":0.00004099435,"teacher_disagreement_score":0.2038699,"about_ca_system_score_codex":0.000015766223,"about_ca_system_score_gemma":0.000007737407,"threshold_uncertainty_score":0.37602267},"labels":[],"label_agreement":null},{"id":"W1999567016","doi":"10.2118/75685-ms","title":"New Completion Techniques Improve Production Rates in a Maturing Gas Reservoir","year":2002,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Coiled tubing; Petroleum engineering; Drilling; Well stimulation; Completion (oil and gas wells); Productivity; Fossil fuel; Production (economics); Directional drilling; Natural gas field; Oil production; Geology; Environmental science; Reservoir engineering; Engineering; Petroleum; Natural gas; Economics; Mechanical engineering; Waste management","score_opus":0.00735357731875498,"score_gpt":0.19922462451768522,"score_spread":0.19187104719893025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1999567016","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88670826,0.004805268,0.042484213,0.020767521,0.00383274,0.0017690228,0.000010330439,0.02098153,0.018641138],"genre_scores_gemma":[0.9809683,0.0011270142,0.016453689,0.000013127788,0.00036184696,0.00006671111,0.00000812849,0.00009358242,0.00090763316],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988299,0.0000095437945,0.0002903477,0.0003229158,0.000110237364,0.0004370248],"domain_scores_gemma":[0.9994534,0.0000121109415,0.000034601373,0.00042097183,0.000028284983,0.000050586485],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011743242,0.00023288952,0.00024523181,0.00066555786,0.000047665606,0.000030052164,0.00023374768,0.0003109886,0.00002893924],"category_scores_gemma":[0.000031967058,0.0002581404,0.000041861298,0.00065643317,0.00004567509,0.00016568729,0.000055424596,0.00051358045,0.00006587073],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009795175,0.000051495852,0.00096168113,0.0001891565,0.000043246087,0.000036880356,0.00029223686,0.102910236,0.85315984,0.0014618263,0.0076005287,0.03328308],"study_design_scores_gemma":[0.0002316639,0.00007688974,0.00006701127,0.00020498403,0.000012002642,0.00007240434,0.000039693237,0.080076225,0.90230954,0.0028269482,0.013696906,0.0003857563],"about_ca_topic_score_codex":0.000037573915,"about_ca_topic_score_gemma":0.000027827826,"teacher_disagreement_score":0.09426003,"about_ca_system_score_codex":0.00015581102,"about_ca_system_score_gemma":0.0000052525947,"threshold_uncertainty_score":0.99998707},"labels":[],"label_agreement":null},{"id":"W2000099984","doi":"10.2118/116768-ms","title":"Multi-Row Steel PDC Drill Bit Technology Redefines Performance Standards in Hard, Interbedded, and Abrasive Applications","year":2008,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Drill; Abrasive; Drill bit; Bit (key); Computer science; Durability; Geology; Mechanical engineering; Engineering","score_opus":0.015459456653558938,"score_gpt":0.2333429192640677,"score_spread":0.21788346261050875,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000099984","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91757447,0.0010092544,0.07797268,0.00027453032,0.00007327832,0.0003908409,0.00011902957,0.0008292695,0.0017566576],"genre_scores_gemma":[0.99334866,0.0035866657,0.002823842,0.000019334584,0.000037513444,0.00008936012,0.000019451081,0.000019996629,0.000055151508],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991367,0.0000068186914,0.00024063914,0.00025705388,0.00011810585,0.00024067941],"domain_scores_gemma":[0.9996196,0.00002196165,0.000023816148,0.00016639009,0.00010123661,0.00006701104],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011341711,0.00017174902,0.0002166018,0.00023020207,0.00008137777,0.00002274169,0.00008718209,0.00019430269,0.000010431665],"category_scores_gemma":[0.000030829895,0.00017277422,0.000022304459,0.0002768383,0.00016806116,0.00021175297,0.000052081137,0.00030547997,0.000008129285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023921875,0.0006723621,0.0643678,0.0027638157,0.0001927528,0.00022921705,0.005164977,0.044930708,0.4339087,0.026333561,0.007953587,0.4132433],"study_design_scores_gemma":[0.008668722,0.0019104269,0.18616763,0.0038802244,0.00014230667,0.0017861984,0.0037793852,0.5758738,0.115688585,0.007128291,0.0899607,0.005013754],"about_ca_topic_score_codex":0.000011301878,"about_ca_topic_score_gemma":0.000041924028,"teacher_disagreement_score":0.5309431,"about_ca_system_score_codex":0.00004867008,"about_ca_system_score_gemma":0.000022329716,"threshold_uncertainty_score":0.7045528},"labels":[],"label_agreement":null},{"id":"W2000125285","doi":"10.2118/126452-ms","title":"Fracture Mechanics Interpretation of Leak-Off Tests","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Borehole; Leak; Lost circulation; Fracture (geology); Mechanics; Stress (linguistics); Point (geometry); Ultimate tensile strength; Interpretation (philosophy); Fracture mechanics; Geotechnical engineering; Geology; Petroleum engineering; Materials science; Structural engineering; Drilling; Drilling fluid; Engineering; Computer science; Mathematics; Mechanical engineering; Physics; Composite material; Geometry","score_opus":0.003077755597048459,"score_gpt":0.18889335824844763,"score_spread":0.18581560265139918,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000125285","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011312763,0.00036298553,0.97558326,0.000043280463,0.00018673997,0.00004041962,7.9716716e-7,0.00043131402,0.012038438],"genre_scores_gemma":[0.9978803,0.00004507818,0.001890986,0.000061673854,0.000029718445,5.967477e-7,0.000003051589,0.000010658796,0.00007795828],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99969256,0.0000018818992,0.000106457344,0.00005224841,0.000059198053,0.000087666805],"domain_scores_gemma":[0.9998417,0.000015850568,0.000009296609,0.000092760514,0.00001523349,0.0000251852],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000035592897,0.000068976995,0.00008414251,0.000045276913,0.0000064201804,0.0000066878506,0.00005313307,0.0000483232,0.000028973558],"category_scores_gemma":[0.000012415865,0.00006425008,0.00002822643,0.00007532523,0.00000155353,0.000058640853,0.0000025593642,0.00007409623,0.000012936891],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010465599,0.0000045501706,0.0000045865427,0.000015520101,0.0000065717345,5.3454994e-7,0.00011368592,0.96641344,0.0062872125,0.0007796361,0.00046051745,0.025912719],"study_design_scores_gemma":[0.0000589512,0.000024703026,0.0001751205,0.000030653264,0.000004858131,0.0000014774427,0.000011245229,0.97832483,0.018604271,0.00073689583,0.0019486991,0.00007827766],"about_ca_topic_score_codex":0.0000013380461,"about_ca_topic_score_gemma":0.0000020045804,"teacher_disagreement_score":0.9865675,"about_ca_system_score_codex":0.000011811185,"about_ca_system_score_gemma":0.0000022232362,"threshold_uncertainty_score":0.26200423},"labels":[],"label_agreement":null},{"id":"W2000139258","doi":"10.1190/1.1816520","title":"Semi‐automatic detection of faults in 3‐D seismic signals","year":2001,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Core Research for Evolutional Science and Technology","keywords":"Computer science; Geology; Seismology","score_opus":0.005450167443852137,"score_gpt":0.184970567177265,"score_spread":0.17952039973341288,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000139258","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.779374,0.00010891119,0.21468937,0.0000039656534,0.000109854016,0.000044123684,3.5396738e-7,0.00030368514,0.0053657563],"genre_scores_gemma":[0.99949354,0.000054448952,0.00026463298,0.000006089143,0.000020393136,0.00000459231,7.0369725e-7,0.000016156606,0.00013943877],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995779,0.000004519655,0.00016973201,0.00005896436,0.00006112627,0.00012777411],"domain_scores_gemma":[0.99984676,0.000027350143,0.000009392403,0.000085010615,0.000007580727,0.000023908662],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007438917,0.00007126753,0.000108333916,0.00008659051,0.000005796503,0.0000034618874,0.00004302517,0.00004353235,0.00003484354],"category_scores_gemma":[0.000008839725,0.000071836796,0.000024200757,0.00021116275,0.000004248877,0.00005591084,0.000004532943,0.00006657816,0.000024860617],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.31268e-7,0.0000051228612,0.0002667957,0.000054744138,0.0000058867913,0.0000026395983,0.00006714168,0.91404605,0.0710389,0.0000039480683,0.000010082896,0.014498056],"study_design_scores_gemma":[0.0001232556,0.000008803446,0.0009911967,0.000049754442,0.00000239285,0.0000063469442,0.000021463346,0.9315798,0.06673433,0.000050350074,0.00035600315,0.00007625621],"about_ca_topic_score_codex":0.000038578924,"about_ca_topic_score_gemma":0.000020309137,"teacher_disagreement_score":0.22011957,"about_ca_system_score_codex":0.000027061673,"about_ca_system_score_gemma":0.000002098374,"threshold_uncertainty_score":0.29294193},"labels":[],"label_agreement":null},{"id":"W2000284561","doi":"10.1016/j.petrol.2009.08.003","title":"Rheological characteristics of aqueous waxy hull-less barley (WHB) solutions","year":2009,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Science Foundation","keywords":"Biopolymer; Rheology; Xanthan gum; Aqueous solution; Chemistry; Bentonite; Drilling fluid; Chemical engineering; Viscosity; Materials science; Organic chemistry; Polymer; Composite material","score_opus":0.009267471545319147,"score_gpt":0.18962159427674458,"score_spread":0.18035412273142543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000284561","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90004987,0.0010333013,0.09758508,0.00007558544,0.00070317724,0.000025230649,0.000003119262,0.00008424678,0.00044040295],"genre_scores_gemma":[0.99700034,0.00046617276,0.0023064786,0.00001346669,0.0001891024,5.335885e-7,3.3736208e-7,0.000011946865,0.00001162005],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986608,0.0000046214777,0.00045015774,0.000108752305,0.00038321243,0.00039247546],"domain_scores_gemma":[0.999392,0.00004585302,0.00008134328,0.00012595247,0.00015312801,0.00020172323],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007155141,0.00015683622,0.00032464464,0.0003782998,0.00007233719,0.000055786204,0.0002703561,0.00006600666,0.0000043348496],"category_scores_gemma":[0.00017100034,0.00013907756,0.00007107808,0.00036306016,0.00008644183,0.00033814722,0.000026020545,0.00030912805,0.0000013399608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007838252,0.000032749136,0.00037853065,0.00008201215,0.000025751016,0.000042096737,0.00019642833,0.75162584,0.22234833,0.0014730114,0.000085296044,0.023702137],"study_design_scores_gemma":[0.0003048289,0.00023989147,0.028786907,0.00022113249,0.000033276287,0.00035117514,0.0000749343,0.96407354,0.0046174168,0.00006837225,0.00095429877,0.00027425468],"about_ca_topic_score_codex":0.0000012399671,"about_ca_topic_score_gemma":1.7087305e-7,"teacher_disagreement_score":0.21773092,"about_ca_system_score_codex":0.00007781672,"about_ca_system_score_gemma":0.000045961064,"threshold_uncertainty_score":0.56714183},"labels":[],"label_agreement":null},{"id":"W2000354006","doi":"10.2118/98347-ms","title":"Formate-Based Reservoir Drilling Fluid Resolves High-Temperature Challenges in the Natuna Sea","year":2006,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Petroleum engineering; Drilling fluid; Drilling; Completion (oil and gas wells); Brine; Lost circulation; Geology; Filter cake; Oil field; Environmental science; Mechanical engineering; Engineering; Environmental engineering; Chemistry","score_opus":0.007723327945086571,"score_gpt":0.19258945714489337,"score_spread":0.1848661291998068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000354006","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93296266,0.0015088632,0.011037862,0.017167255,0.001505364,0.00074083975,0.00023081506,0.00067564,0.03417069],"genre_scores_gemma":[0.99823534,0.0006677438,0.0001004666,0.000249066,0.00034218744,0.00004920635,0.0002981907,0.00002237385,0.000035401583],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892837,0.00004283978,0.00034387052,0.00014738378,0.00032568572,0.00021185604],"domain_scores_gemma":[0.99956465,0.00011670409,0.00004932548,0.0001602806,0.00007366214,0.000035357483],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034036103,0.0001871819,0.00014336327,0.00020232426,0.00010161267,0.00017936734,0.00017061536,0.00011100939,0.00001715055],"category_scores_gemma":[0.000015318827,0.00015400404,0.00005645934,0.0001095199,0.000022338749,0.00055738434,0.000009547149,0.00024133215,0.000023133714],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054034077,0.00003527483,0.000053004966,0.00008536306,0.000014438463,0.000008613361,0.00022265373,0.9753204,0.011120424,0.011691238,0.00090310466,0.00049143797],"study_design_scores_gemma":[0.0025668687,0.00007489832,0.0027236342,0.00029957597,0.000013515356,0.000016457065,0.0002107775,0.9635246,0.014588623,0.0013931318,0.014249184,0.00033874487],"about_ca_topic_score_codex":0.000026610101,"about_ca_topic_score_gemma":0.000057685076,"teacher_disagreement_score":0.0652727,"about_ca_system_score_codex":0.00008969413,"about_ca_system_score_gemma":0.00000551489,"threshold_uncertainty_score":0.6280103},"labels":[],"label_agreement":null},{"id":"W2000653045","doi":"10.2118/134329-ms","title":"Casing Integrity Study for Heavy-Oil Production in Cold Lake","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Casing; Overburden; Shear (geology); Geology; Geotechnical engineering; Steam injection; Steaming; Petroleum engineering; Petrology","score_opus":0.02035111239757941,"score_gpt":0.2569444602238724,"score_spread":0.236593347826293,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000653045","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9915165,0.000024308156,0.006412583,0.00017052519,0.00039916826,0.00026083857,0.000022250993,0.00037875047,0.00081510533],"genre_scores_gemma":[0.99865395,0.000039391834,0.0010059415,0.000009250373,0.00015680173,0.00006115727,0.000014332665,0.000016283888,0.0000428709],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99932545,0.0000086781365,0.00018817309,0.00020652889,0.000081049075,0.00019014099],"domain_scores_gemma":[0.9997134,0.000029120762,0.000014168599,0.000127669,0.00006486326,0.000050773495],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030008357,0.000119546,0.00015067958,0.000087160006,0.00004708331,0.000041464613,0.000052944724,0.00012219216,0.000008383079],"category_scores_gemma":[0.00009175453,0.00011997974,0.000024577703,0.00012613882,0.000033016295,0.00019300984,0.000016517972,0.00046315163,0.0000033339693],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029483574,0.0012567989,0.010749423,0.0011637004,0.00006675752,0.00004614325,0.004054993,0.01778208,0.70749617,0.014395765,0.004438622,0.23825473],"study_design_scores_gemma":[0.009031386,0.003720089,0.07498652,0.0024701194,0.00028140147,0.00030694404,0.00908188,0.29880917,0.5179461,0.024901219,0.05284235,0.005622778],"about_ca_topic_score_codex":0.000031188883,"about_ca_topic_score_gemma":0.0022312312,"teacher_disagreement_score":0.28102708,"about_ca_system_score_codex":0.000019368013,"about_ca_system_score_gemma":0.000013044751,"threshold_uncertainty_score":0.4892632},"labels":[],"label_agreement":null},{"id":"W2000664733","doi":"10.2118/163512-pa","title":"On the Shear Degradation of Lost-Circulation Materials","year":2014,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ExxonMobil (Canada)","funders":"Exxon Mobil Corporation","keywords":"Lost circulation; Drilling fluid; Petroleum engineering; Underbalanced drilling; Annulus (botany); Drilling; Circulation (fluid dynamics); Wellbore; Geology; Degradation (telecommunications); Rheology; Geotechnical engineering; Mechanics; Engineering; Materials science; Mechanical engineering; Composite material","score_opus":0.01488109539141103,"score_gpt":0.195989168536756,"score_spread":0.18110807314534497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000664733","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6866506,0.000019233426,0.31043372,0.0000658813,0.0005316049,0.00010526316,0.00000524397,0.00014910485,0.0020393548],"genre_scores_gemma":[0.99901634,0.00001885818,0.0006679661,0.00002165979,0.00016666151,0.0000042423144,0.00005046127,0.000029047571,0.000024766628],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930894,0.000036428544,0.00023500707,0.000109668596,0.00017021567,0.00013971131],"domain_scores_gemma":[0.9995053,0.00017701923,0.000046134373,0.00021062387,0.000037375426,0.000023571203],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003452378,0.00011498189,0.00014540264,0.00007622206,0.000054231637,0.00002891173,0.00008380197,0.000051135354,0.00009316902],"category_scores_gemma":[0.00007782224,0.00009580036,0.000039507697,0.00011675837,0.00001779956,0.00005240858,0.000006921078,0.00007899706,0.000119299475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004208946,0.0000057972015,0.000059836493,0.000048398793,0.000011118787,8.376002e-8,0.00005431487,0.85285306,0.12347512,0.02240136,0.00012225396,0.00096443767],"study_design_scores_gemma":[0.00015071608,0.000034085628,0.0040739835,0.0001463224,0.000014806742,0.0000017266626,0.0000105821755,0.8715548,0.11915268,0.0029017655,0.0017921119,0.00016644975],"about_ca_topic_score_codex":0.000014609986,"about_ca_topic_score_gemma":0.0000013841837,"teacher_disagreement_score":0.31236574,"about_ca_system_score_codex":0.000036191854,"about_ca_system_score_gemma":0.0000025520662,"threshold_uncertainty_score":0.39066252},"labels":[],"label_agreement":null},{"id":"W2000841364","doi":"10.2118/113907-ms","title":"Innovative Tool for Coiled-Tubing Depth Measurement Increases Productivity and Minimizes Costs While Improving Accuracy and Safety","year":2008,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Natural Resources","funders":"","keywords":"Coiled tubing; Injector; Geology; Petroleum engineering; Mechanical engineering; Engineering","score_opus":0.027277828191553333,"score_gpt":0.2289461055135333,"score_spread":0.20166827732197998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000841364","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93228287,0.0016241007,0.064659245,0.00007002588,0.0002101717,0.0004908714,0.000029244182,0.0002015591,0.00043189919],"genre_scores_gemma":[0.9975197,0.0014531963,0.0006501244,0.000015434141,0.00013580322,0.000074637355,0.00006610909,0.00003440772,0.000050636703],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985343,0.000056119825,0.00045312013,0.00046274514,0.00018299054,0.00031071523],"domain_scores_gemma":[0.99919575,0.0001581804,0.00011676165,0.00014534825,0.0002764792,0.000107475746],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006071804,0.00030997425,0.00036593707,0.00016530727,0.00033308432,0.00018962738,0.000051308074,0.00011238813,0.000013457716],"category_scores_gemma":[0.00026680442,0.0003190495,0.00005720676,0.00014995274,0.0001221643,0.0006088593,0.00006715867,0.0002080494,0.0000015501873],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010221835,0.00048146542,0.030353846,0.0066470094,0.00070321007,0.00003156126,0.005076323,0.004277272,0.12764484,0.0035551498,0.0011537275,0.8190534],"study_design_scores_gemma":[0.015584574,0.0017186868,0.09171493,0.0119667975,0.0005594629,0.0006156165,0.0038346534,0.7154802,0.14888266,0.0018383346,0.0040405993,0.0037634894],"about_ca_topic_score_codex":0.00021449929,"about_ca_topic_score_gemma":0.00010379979,"teacher_disagreement_score":0.8152899,"about_ca_system_score_codex":0.00008029857,"about_ca_system_score_gemma":0.000025971154,"threshold_uncertainty_score":0.99992615},"labels":[],"label_agreement":null},{"id":"W2000871642","doi":"10.2523/iptc-14279-ms","title":"Avoiding Sustained Casing Pressure in Gas wells using Self Healing Cement","year":2011,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"Abu Dhabi National Oil Company","keywords":"Wellhead; Casing; Petroleum engineering; Cement; Annulus (botany); Residual oil; Oil well; Environmental science; Seal (emblem); Completion (oil and gas wells); Fossil fuel; Clogging; Natural gas field; Geology; Geotechnical engineering; Natural gas; Materials science; Engineering; Waste management; Composite material","score_opus":0.01954430207521651,"score_gpt":0.22176959651040118,"score_spread":0.20222529443518467,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000871642","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8197394,0.00049090147,0.16656718,0.00017830395,0.0010687641,0.000119574644,0.000007876151,0.0013734559,0.010454554],"genre_scores_gemma":[0.9933004,0.00011313861,0.006384914,0.000013316799,0.00005850813,0.00001530956,0.000004408039,0.000036530753,0.000073517265],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988267,0.00001872969,0.00033816675,0.00025913503,0.00016573828,0.0003915642],"domain_scores_gemma":[0.9995892,0.00003310504,0.000051274394,0.00019347176,0.00008633071,0.00004661737],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000240987,0.00020862148,0.00020400118,0.00070781854,0.00006662407,0.00003708438,0.00040419734,0.00018783107,0.00008667915],"category_scores_gemma":[0.000058050147,0.00024367851,0.00003955637,0.00022641504,0.000039933744,0.00016577433,0.000088788525,0.0006047466,0.0000159547],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024961833,0.00010187447,0.014637089,0.00015062548,0.00031422084,0.00022632434,0.0016795143,0.9198405,0.025577307,0.033020332,0.000036404246,0.0043908455],"study_design_scores_gemma":[0.00036238547,0.00001922651,0.00019857964,0.00020923711,0.000017255607,0.00005945461,0.0005515715,0.97722167,0.017541641,0.0015823214,0.001975726,0.00026092582],"about_ca_topic_score_codex":0.00009106941,"about_ca_topic_score_gemma":0.000019184381,"teacher_disagreement_score":0.17356096,"about_ca_system_score_codex":0.00020718826,"about_ca_system_score_gemma":0.00003421726,"threshold_uncertainty_score":0.99369216},"labels":[],"label_agreement":null},{"id":"W2001359327","doi":"10.2118/96830-ms","title":"Laboratory Testing and Well Productivity Assessment of Drill-in-Fluid Systems in Order To Determine the Optimum Mud System for Alaskan Heavy-Oil Multilateral Field Developments","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Petroleum engineering; Drilling; Drilling fluid; Drill; Permeability (electromagnetism); Geology; Environmental science; Geotechnical engineering; Mining engineering; Engineering; Mechanical engineering","score_opus":0.01604847046427734,"score_gpt":0.24974275087098685,"score_spread":0.2336942804067095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001359327","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98139685,0.00013836793,0.016963858,0.00015357761,0.00011666621,0.00040027234,0.000022394639,0.00013105135,0.0006769341],"genre_scores_gemma":[0.9929265,0.00003359411,0.0068527036,0.000014244521,0.000060009388,0.000081010265,0.0000040694053,0.000013191603,0.000014690224],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991942,0.000017712044,0.00029610287,0.0001980679,0.00009098993,0.00020292065],"domain_scores_gemma":[0.9995722,0.000108694665,0.000027155218,0.00010947823,0.00013405671,0.000048371396],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033878212,0.00013093173,0.00020920295,0.00007681828,0.000032275944,0.00003364127,0.000059098606,0.00008307209,6.3871283e-7],"category_scores_gemma":[0.00009347809,0.00011051153,0.000009791045,0.00021798312,0.000019158864,0.00014736308,0.000033827175,0.00013309598,5.3998343e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001614542,0.00023866806,0.017484393,0.0048080394,0.00005385079,0.000023379736,0.0019275923,0.56702465,0.30607596,0.0017047166,0.0005682669,0.09992902],"study_design_scores_gemma":[0.0011183143,0.00032838446,0.019734088,0.0021961234,0.000019797055,0.000027028722,0.00046658464,0.92468894,0.04916948,0.00001902389,0.0016632936,0.00056893646],"about_ca_topic_score_codex":0.00008022301,"about_ca_topic_score_gemma":0.000111120826,"teacher_disagreement_score":0.3576643,"about_ca_system_score_codex":0.00006474804,"about_ca_system_score_gemma":0.000027609089,"threshold_uncertainty_score":0.45065296},"labels":[],"label_agreement":null},{"id":"W2001655627","doi":"10.2118/79810-ms","title":"Challenges of Drilling an Ultra-Deep Well in Deepwater – Spa Prospect","year":2003,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Wellhead; Deepwater drilling; Drilling; Drill; Geology; Wellbore; Borehole; Drill string; Petroleum engineering; Casing; Completion (oil and gas wells); Mining engineering; Engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.01114016834100344,"score_gpt":0.19319843527251612,"score_spread":0.18205826693151267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001655627","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41773716,0.004178555,0.039936937,0.000024789328,0.0006509974,0.0002548832,0.0000010491862,0.00078683504,0.5364288],"genre_scores_gemma":[0.99666417,0.0006432385,0.0025168716,0.0000043965283,0.00003589444,0.0000070425854,0.0000013257708,0.00004451321,0.00008255889],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992248,0.00001322556,0.00022634245,0.00016330591,0.00009586044,0.0002764595],"domain_scores_gemma":[0.9996752,0.00002418066,0.000012077979,0.00021130047,0.0000147942665,0.00006245962],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019265155,0.00014956658,0.00019586341,0.00012230338,0.000010978248,0.000010944075,0.00008728245,0.00007449978,0.00009247354],"category_scores_gemma":[0.000011318517,0.00014007042,0.000037474823,0.00011372794,0.000011409676,0.0001172199,0.0000024924348,0.00012435754,0.000029135332],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023686514,0.000035957142,0.00096474,0.00016686473,0.000017748183,0.000006824651,0.00074812194,0.979357,0.009660897,0.005778104,0.000006683387,0.0032546846],"study_design_scores_gemma":[0.0006704176,0.000084055646,0.00173724,0.00013743136,0.000012307483,0.000017437887,0.00054436433,0.29318893,0.6980175,0.0010369105,0.003935916,0.0006175178],"about_ca_topic_score_codex":0.000008963673,"about_ca_topic_score_gemma":0.00008279894,"teacher_disagreement_score":0.6883566,"about_ca_system_score_codex":0.000025727222,"about_ca_system_score_gemma":0.000003612091,"threshold_uncertainty_score":0.57119066},"labels":[],"label_agreement":null},{"id":"W2001656669","doi":"10.4043/20701-ms","title":"Play Fairway Analysis, Offshore Nova Scotia","year":2010,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Prospectivity mapping; Geology; Source rock; Rift; Tectonics; Paleontology; Submarine pipeline; Hydrocarbon exploration; Passive margin; Nova scotia; Earth science; Geochemistry; Structural basin; Oceanography","score_opus":0.007771115463726065,"score_gpt":0.21166520821440302,"score_spread":0.20389409275067696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001656669","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8897123,0.0002741591,0.08734438,0.0003291828,0.0013877813,0.00017604121,0.000024968776,0.003879309,0.016871894],"genre_scores_gemma":[0.99551654,0.00003905866,0.0040781363,0.000011933876,0.000082993545,0.000010701628,0.000033161465,0.000048401267,0.00017908165],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985997,0.000006014905,0.00031134466,0.00038304468,0.00016633993,0.00053356215],"domain_scores_gemma":[0.99890476,0.000036011876,0.000038817263,0.0008103182,0.00009789419,0.00011217149],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013869004,0.00032674478,0.0004419798,0.00086371345,0.000052550342,0.000054432014,0.00064679136,0.0005590875,0.0006302027],"category_scores_gemma":[0.00005749907,0.00033174886,0.00012235112,0.0014789095,0.00021077537,0.00010321935,0.000082852894,0.0010749651,0.000331448],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019092491,0.00018124256,0.25653625,0.00025580096,0.003296265,0.00018755705,0.00077012385,0.15161414,0.32182997,0.16899382,0.009102634,0.08721311],"study_design_scores_gemma":[0.0008246565,0.00012556773,0.028477862,0.0001141885,0.0008340814,0.000104775216,0.00029726772,0.701184,0.21965395,0.003415291,0.04275169,0.0022166807],"about_ca_topic_score_codex":0.000023436101,"about_ca_topic_score_gemma":0.0012310287,"teacher_disagreement_score":0.54956985,"about_ca_system_score_codex":0.000025372843,"about_ca_system_score_gemma":0.000034087,"threshold_uncertainty_score":0.99991345},"labels":[],"label_agreement":null},{"id":"W2001676515","doi":"10.2118/114798-ms","title":"Increased Drilling Efficiency of Gas-Storage Wells Proven Using Drilling Simulator","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Drilling; Petroleum engineering; Drilling engineering; Measurement while drilling; Offset (computer science); Natural gas; Well drilling; Geology; Engineering; Mechanical engineering; Computer science; Waste management","score_opus":0.012012137004312876,"score_gpt":0.19091840132088125,"score_spread":0.17890626431656836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001676515","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7560516,0.0004018429,0.24016672,0.0000022230754,0.00035318627,0.00014619694,0.000004561601,0.0005448408,0.0023288259],"genre_scores_gemma":[0.9922144,0.0000889884,0.007336627,0.000012147991,0.00017051377,0.0000029485307,0.0000047544127,0.000091075715,0.000078567784],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985143,0.00001545415,0.00048359146,0.00024690788,0.00027856597,0.0004611939],"domain_scores_gemma":[0.9992881,0.00010970564,0.000056991747,0.00032959902,0.000064151995,0.00015148173],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019476778,0.00028058887,0.00038675862,0.00022070351,0.0001127427,0.000017062492,0.00019345188,0.00012448913,0.000054758693],"category_scores_gemma":[0.00004533569,0.00028383065,0.00013641898,0.00039603194,0.00005287946,0.00015962562,0.00003167688,0.00020037964,0.000024248484],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003855588,0.000022340553,0.0006053282,0.0001267312,0.000030432926,0.000014797746,0.0002699912,0.9378307,0.06086663,0.00004739451,0.000032194966,0.00014962642],"study_design_scores_gemma":[0.0002994654,0.000021911788,0.00008107032,0.00010771249,0.000020128355,0.000020886908,0.000032342818,0.90126604,0.09722173,0.000014920327,0.00060601253,0.0003077725],"about_ca_topic_score_codex":0.0001102911,"about_ca_topic_score_gemma":0.0000012600143,"teacher_disagreement_score":0.23616278,"about_ca_system_score_codex":0.000089501154,"about_ca_system_score_gemma":0.000037072565,"threshold_uncertainty_score":0.9999614},"labels":[],"label_agreement":null},{"id":"W2002048927","doi":"10.2118/143367-ms","title":"Debris Management System for Pressure-Controlled Wellbore Drilling and Intervention Operations","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Casing; Drilling; Petroleum engineering; Debris; Drill; Lost circulation; Drilling fluid; Coiled tubing; Drill pipe; Wellbore; Workover; Geology; Bridge (graph theory); Completion (oil and gas wells); Spark plug; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.00949628762882399,"score_gpt":0.18579235613069878,"score_spread":0.1762960685018748,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002048927","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0066165645,0.0007826284,0.9760762,0.0000038251865,0.0004061229,0.00050703384,0.000003516975,0.0005509401,0.01505319],"genre_scores_gemma":[0.9792998,0.000055245422,0.019295225,0.0000031686964,0.00004226289,0.00016349953,0.000005603061,0.000026182752,0.0011090446],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995118,0.0000055846403,0.00019094176,0.00011078879,0.00004352126,0.00013738505],"domain_scores_gemma":[0.9998158,0.000013888432,0.000008365473,0.000102483864,0.000018657642,0.000040810915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013338674,0.000101881946,0.00014894104,0.00006861593,0.000050800776,0.000035345198,0.000051792504,0.000036858364,0.000017717455],"category_scores_gemma":[0.0000033970825,0.00009163595,0.00006194929,0.000038422164,0.0000048889215,0.00008106554,0.000012316541,0.000035538138,0.0000062246063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004850676,0.000028272156,0.00008725667,0.0019648916,0.00070792635,0.0000031196698,0.0005869815,0.9525455,0.00038186173,0.02755826,0.00034386857,0.015743557],"study_design_scores_gemma":[0.0014120765,0.000018065697,0.0000758086,0.000109363806,0.00011029016,0.0000022319223,0.00017761816,0.9939682,0.0019753033,0.00002965189,0.0020016793,0.000119722936],"about_ca_topic_score_codex":0.00002248587,"about_ca_topic_score_gemma":0.000009853396,"teacher_disagreement_score":0.9726832,"about_ca_system_score_codex":0.000013951154,"about_ca_system_score_gemma":7.228403e-7,"threshold_uncertainty_score":0.37368056},"labels":[],"label_agreement":null},{"id":"W2002055136","doi":"10.2118/133274-ms","title":"Physico-Chemical Characterization of Non-Aqueous Colloidal Gas Aphron-Based Drilling Fluids","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling fluid; Rheology; Colloid; Petroleum engineering; Materials science; Filtration (mathematics); Polymer; Aqueous solution; Pulmonary surfactant; Chemical engineering; Permeability (electromagnetism); Drilling; Chemistry; Composite material; Geology; Membrane; Organic chemistry","score_opus":0.005656457380514959,"score_gpt":0.18688066817228643,"score_spread":0.18122421079177148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002055136","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9831484,0.000025304298,0.011093397,0.00015323717,0.0007046805,0.000050312396,0.00014182078,0.00004761009,0.0046352637],"genre_scores_gemma":[0.99868244,0.000022904584,0.00035594346,0.000045067187,0.00026791368,0.000012045996,0.00021938772,0.000023200364,0.0003711201],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991717,0.0000053566814,0.00023803033,0.00017929854,0.00019465119,0.00021099803],"domain_scores_gemma":[0.9994456,0.000037304,0.000044949844,0.00010562249,0.0001401157,0.00022640084],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000821549,0.00015329196,0.00015482753,0.00022005198,0.000050526305,0.000076653094,0.00018965785,0.00009700947,0.00033608486],"category_scores_gemma":[0.000025484029,0.00017384999,0.0000705459,0.00007807364,0.000081862454,0.000101094345,0.000013500025,0.0002223512,0.000010151418],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001862864,0.000022940414,0.0032703956,0.000089040404,0.000094546616,0.000008305056,0.00012499775,0.046244167,0.94076604,0.0034885725,0.00009088447,0.0057814727],"study_design_scores_gemma":[0.00035413622,0.000019771376,0.0036537622,0.0000898153,0.000011301064,0.000009781379,0.000017011975,0.9516325,0.017395515,0.00014853927,0.026457116,0.00021077586],"about_ca_topic_score_codex":0.0009451644,"about_ca_topic_score_gemma":0.001301668,"teacher_disagreement_score":0.92337054,"about_ca_system_score_codex":0.00006682303,"about_ca_system_score_gemma":0.00011665862,"threshold_uncertainty_score":0.7089397},"labels":[],"label_agreement":null},{"id":"W2002353529","doi":"10.2118/137007-ms","title":"Well Integrity and Workover Candidates for Existing Wells in the Wabamun Area CO2 Sequestration Project (WASP)","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workover; Casing; Petroleum engineering; Environmental science; Leakage (economics); Population; Oil well; Oil shale; Lead (geology); Mining engineering; Risk analysis (engineering); Engineering; Geology; Waste management; Business","score_opus":0.029721716013558504,"score_gpt":0.2473442409060115,"score_spread":0.217622524892453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002353529","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97914994,0.00012881513,0.0011092061,0.0006628378,0.0004506421,0.00014224809,0.00010728926,0.00003083388,0.018218216],"genre_scores_gemma":[0.9983963,0.00006779592,0.00028488928,0.00009350275,0.00017084768,0.000039717608,0.00009622589,0.000011997742,0.0008387637],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993071,0.000010259383,0.00018791348,0.00017099614,0.00012253002,0.00020121326],"domain_scores_gemma":[0.99959743,0.00013511664,0.000030328862,0.000076963166,0.00006695875,0.00009321474],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028862458,0.00012999566,0.000103258855,0.00017509579,0.0000923911,0.0002179057,0.00016349231,0.000078763245,0.000068909125],"category_scores_gemma":[0.00007037581,0.000112917645,0.000032343025,0.00006019481,0.00006103525,0.00012774071,0.000011687262,0.0003604991,0.0000026822229],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002166697,0.00013577519,0.26743758,0.00083539507,0.0005572331,0.00011303603,0.007801594,0.091917165,0.0067995084,0.5824512,0.01635386,0.025380984],"study_design_scores_gemma":[0.00044488785,0.000035558096,0.020694409,0.00014070439,0.0000118826265,0.000041458152,0.0004360463,0.7583075,0.00007640537,0.0038040427,0.2157565,0.00025058098],"about_ca_topic_score_codex":0.009061285,"about_ca_topic_score_gemma":0.058143005,"teacher_disagreement_score":0.66639036,"about_ca_system_score_codex":0.000055311713,"about_ca_system_score_gemma":0.00007980487,"threshold_uncertainty_score":0.99753743},"labels":[],"label_agreement":null},{"id":"W2002419445","doi":"10.2118/101231-ms","title":"State of the Art in Coalbed Methane Drilling Fluids","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Coalbed methane; Petroleum engineering; Drilling; Drilling fluid; Borehole; Methane; Geology; Coal; Coal mining; Directional drilling; Measurement while drilling; Drill cuttings; Mining engineering; Geotechnical engineering; Engineering; Mechanical engineering; Waste management","score_opus":0.0037069497808686143,"score_gpt":0.1676984594943274,"score_spread":0.1639915097134588,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002419445","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8361841,0.00040721815,0.114330046,0.00003972933,0.00053418585,0.0001254587,0.000003736209,0.0003016647,0.04807387],"genre_scores_gemma":[0.99689156,0.00002270582,0.0010681364,0.0000066246766,0.000028859025,0.0000030006922,0.0000017907049,0.00002020675,0.0019570964],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994803,0.0000070869637,0.00019570724,0.000065578875,0.000089657166,0.0001616705],"domain_scores_gemma":[0.9997839,0.000036139976,0.000009645417,0.00014465522,0.0000099812105,0.000015681297],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000118692915,0.00008248463,0.00011815058,0.000058387628,0.000007438844,0.000006199997,0.00008970981,0.000025489719,0.000023754606],"category_scores_gemma":[0.000007275349,0.00006219181,0.00004071549,0.00020666387,0.000012081721,0.000035553843,0.000012719862,0.0000922985,0.00001494632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.879001e-7,0.0000045565307,0.0005965104,0.000025287653,0.0000051260236,9.2628e-7,0.000032711425,0.96787304,0.030221745,0.0001879236,0.00027070232,0.0007807974],"study_design_scores_gemma":[0.00022455184,0.0000047797444,0.0027252352,0.000053324584,0.0000045277684,0.0000019450126,0.000008113233,0.7182906,0.27216455,0.00037177885,0.0060185823,0.00013196164],"about_ca_topic_score_codex":0.000086484564,"about_ca_topic_score_gemma":0.00010929394,"teacher_disagreement_score":0.2495824,"about_ca_system_score_codex":0.000021202966,"about_ca_system_score_gemma":0.000004651052,"threshold_uncertainty_score":0.25361082},"labels":[],"label_agreement":null},{"id":"W2002594975","doi":"10.2118/85775-pa","title":"Effect of Tool Joints on Contact Force and Axial-Force Transfer in Horizontal Wellbores","year":2003,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Buckling; Buckle; Structural engineering; Drilling; Coiled tubing; Directional drilling; Engineering; Materials science; Mechanical engineering","score_opus":0.005678495583025541,"score_gpt":0.1984463663381826,"score_spread":0.19276787075515706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002594975","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9541521,0.00020957294,0.040863886,0.000004495606,0.0003746173,0.00022992404,0.000008230827,0.0001377263,0.0040194574],"genre_scores_gemma":[0.9995576,0.000099632205,0.00019073498,0.000007622624,0.000054163957,0.000009027556,0.00001653526,0.000042073403,0.000022590013],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990643,0.00005145824,0.00028362207,0.00019022923,0.00015334727,0.0002570224],"domain_scores_gemma":[0.99956876,0.0002061347,0.000015717185,0.00014716212,0.000013950734,0.000048286212],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003541436,0.0002111611,0.00032745014,0.00012722849,0.000039079045,0.000022170076,0.000056318688,0.000087584915,0.000017144604],"category_scores_gemma":[0.000040220933,0.00020858567,0.00006956255,0.00012214857,0.00002341416,0.00008039479,0.000004467462,0.0001913129,0.000010025867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020648826,0.000038432372,0.0040545724,0.0009878373,0.00008476297,0.000019873845,0.00073131715,0.7094562,0.22884895,0.05097277,0.000029077944,0.00456974],"study_design_scores_gemma":[0.0031186694,0.0013029616,0.0049365973,0.0009262971,0.00005625332,0.000025281204,0.000038227652,0.33801475,0.6482216,0.00094649475,0.0016312441,0.00078164035],"about_ca_topic_score_codex":0.00004404723,"about_ca_topic_score_gemma":0.000028926677,"teacher_disagreement_score":0.41937265,"about_ca_system_score_codex":0.00006062429,"about_ca_system_score_gemma":0.0000039685115,"threshold_uncertainty_score":0.85058767},"labels":[],"label_agreement":null},{"id":"W2002750476","doi":"10.2118/112776-ms","title":"Novel Stabilizers for Casing Drilling Simplify BHA, Handling, and Cost","year":2008,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Casing; Drilling; Abrasive; Abrasion (mechanical); Materials science; Mechanical engineering; Drill pipe; Drilling fluid; Petroleum engineering; Composite material; Engineering; Metallurgy","score_opus":0.03411516819348036,"score_gpt":0.22642174499872458,"score_spread":0.1923065768052442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002750476","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31973827,0.0010122425,0.6765181,0.000028938157,0.000573524,0.00029825213,0.0000327477,0.0005323703,0.0012656008],"genre_scores_gemma":[0.98740107,0.00032785657,0.011874716,0.00004640773,0.00016911271,0.000025624482,0.000021352258,0.00007157659,0.00006226031],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991785,0.0000028738982,0.00018603074,0.00019027531,0.00008751149,0.00035475448],"domain_scores_gemma":[0.9995393,0.00014511509,0.00001793799,0.00015697155,0.000027186661,0.00011348983],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011541841,0.00017398852,0.0001865321,0.0000665646,0.000120735094,0.000032087682,0.000076106626,0.00008298819,0.0000049745363],"category_scores_gemma":[0.000047417852,0.00018833739,0.00005162847,0.00007305895,0.000032549873,0.00010157694,0.000017715869,0.00012708874,0.0000059914482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007395833,0.000014426393,0.0005351288,0.00016315457,0.000080389254,0.000011375405,0.0011791796,0.96449244,0.028551633,0.00025176967,0.00079967926,0.0039134417],"study_design_scores_gemma":[0.0008794153,0.00003170576,0.00023948202,0.000073043644,0.00003423513,0.00011005312,0.00007917084,0.9290804,0.00786636,0.00006245665,0.061125137,0.00041851713],"about_ca_topic_score_codex":0.000027956143,"about_ca_topic_score_gemma":0.000013490958,"teacher_disagreement_score":0.6676628,"about_ca_system_score_codex":0.000043735425,"about_ca_system_score_gemma":0.000010041027,"threshold_uncertainty_score":0.7680176},"labels":[],"label_agreement":null},{"id":"W2002896282","doi":"10.2118/117709-ms","title":"A Singular Methodology to Design Cement Sheath Integrity Exposed to Steam Stimulation","year":2008,"lang":"en","type":"article","venue":"International Thermal Operations and Heavy Oil Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Total (Canada)","funders":"","keywords":"Casing; Steam injection; Petroleum engineering; Cement; Oil well; Viscosity; Work (physics); Thermal; Temperature gradient; Oil field; Environmental science; Mechanical engineering; Nuclear engineering; Materials science; Geology; Engineering; Composite material","score_opus":0.07261940522131022,"score_gpt":0.2824076563783585,"score_spread":0.2097882511570483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002896282","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4189975,0.000068038804,0.5775233,0.0008492757,0.0006426849,0.0001296434,0.000009797843,0.00014894051,0.001630798],"genre_scores_gemma":[0.92054695,0.000085428204,0.07809766,0.00030832549,0.00023372739,0.00007074426,0.000019955092,0.000028896913,0.0006083102],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991298,0.00005104049,0.0002585976,0.00020366641,0.0001684667,0.00018847061],"domain_scores_gemma":[0.99953026,0.00008243578,0.000009162015,0.00012749874,0.00010786282,0.00014277417],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025414396,0.00015839048,0.00015880264,0.00017665297,0.00014621136,0.00006119222,0.00012654626,0.00006707925,0.000058638416],"category_scores_gemma":[0.000037825972,0.00015726722,0.000035964695,0.00011232797,0.000015527456,0.00014888654,0.000036188634,0.00014035327,0.000042076314],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003429295,0.000025777339,0.000065747794,0.0000064744936,0.000038843496,0.0000047440412,0.0013195996,0.8758778,0.118932016,0.0005524607,0.00015047246,0.002991745],"study_design_scores_gemma":[0.00045582285,0.00017515023,0.0009461052,0.00006252325,0.000014975011,0.00003971623,0.000060252758,0.93895185,0.051169522,0.000027193571,0.0077640763,0.00033279386],"about_ca_topic_score_codex":0.00006245282,"about_ca_topic_score_gemma":0.000012799705,"teacher_disagreement_score":0.5015495,"about_ca_system_score_codex":0.00011266374,"about_ca_system_score_gemma":0.000024025889,"threshold_uncertainty_score":0.6413171},"labels":[],"label_agreement":null},{"id":"W2002932192","doi":"10.2118/00-10-ge","title":"Horizontal Well Applications-Canadian Achievements","year":2000,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Directional drilling; Measurement while drilling; Drill; Petroleum engineering; Geology; Well drilling; Mud logging; Petroleum; Completion (oil and gas wells); Mining engineering; Scientific drilling; Engineering; Drilling fluid; Mechanical engineering; Paleontology","score_opus":0.00248248261298717,"score_gpt":0.15629361818221324,"score_spread":0.15381113556922607,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2002932192","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.588938,0.0061447057,0.008568195,0.0074603246,0.0018839655,0.00039035518,0.00010796557,0.0007713874,0.3857351],"genre_scores_gemma":[0.99752724,0.0004692423,0.0011623983,0.00008841197,0.00019682817,0.000009160334,0.0000035034311,0.000041160056,0.00050204305],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99895483,0.000005158982,0.0003254945,0.00009510862,0.000114924296,0.00050450105],"domain_scores_gemma":[0.9991392,0.000007781328,0.000035953748,0.0002097184,0.000043729844,0.00056359835],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011736913,0.00014914061,0.00021523252,0.0030918412,0.000078433375,0.000027483915,0.0003817364,0.00021663551,0.00047955048],"category_scores_gemma":[0.0000058002634,0.00016400103,0.00007148298,0.00074174453,0.00003666038,0.00010044583,0.000003823148,0.00047560103,0.00029361818],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016507878,0.000044900327,0.0056980797,0.000091714974,0.00057126995,0.0007772206,0.00010520055,0.38064182,0.0032365744,0.007331448,0.049011808,0.5524734],"study_design_scores_gemma":[0.0002381025,0.00006496026,0.0002746477,0.000023173641,0.000017446497,0.00026714307,0.00003152872,0.004516191,0.0005985741,0.00030260228,0.9934985,0.00016709956],"about_ca_topic_score_codex":0.030358195,"about_ca_topic_score_gemma":0.35514328,"teacher_disagreement_score":0.94448674,"about_ca_system_score_codex":0.00046318193,"about_ca_system_score_gemma":0.00022558526,"threshold_uncertainty_score":0.9760987},"labels":[],"label_agreement":null},{"id":"W2003459039","doi":"10.2118/91593-ms","title":"Underbalanced Drilling in Canada: Tracking the Long-Term Performance of Underbalanced Drilling Projects in Canada","year":2004,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Risk analysis (engineering); Scope (computer science); Benchmark (surveying); Engineering; Production (economics); Computer science; Business; Economics","score_opus":0.00912578418209309,"score_gpt":0.1696810521595693,"score_spread":0.1605552679774762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003459039","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9924438,0.0004074331,0.0054726135,0.00006124626,0.00050421036,0.00024363711,0.0000032526582,0.000074774754,0.00078903895],"genre_scores_gemma":[0.99930316,0.00028234985,0.00023368502,0.00004996288,0.000046456804,0.000016798942,0.0000057598454,0.000049239763,0.000012584228],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982568,0.000013109761,0.00054251956,0.00023221836,0.000323219,0.0006321311],"domain_scores_gemma":[0.99946654,0.00010080371,0.000056137324,0.00027401574,0.000029688757,0.00007279999],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016874826,0.00026574664,0.0003695573,0.00011341652,0.000047437825,0.000019714385,0.0002794689,0.000056271638,0.0000066003536],"category_scores_gemma":[0.00001800748,0.00022933148,0.000033513403,0.0005662389,0.00001732531,0.0001462787,0.000023836985,0.00039886558,6.925785e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004659821,0.0000051401867,0.112113774,0.00020772319,0.00001544788,0.000023323846,0.00023421146,0.885074,0.00089303585,0.000048474547,0.0000045475117,0.0013756388],"study_design_scores_gemma":[0.0011596666,0.000018459903,0.24813688,0.0010938203,0.000009800432,0.000014778637,0.0006949816,0.70088,0.047397703,0.000027079823,0.000016082191,0.0005507745],"about_ca_topic_score_codex":0.98931974,"about_ca_topic_score_gemma":0.9997505,"teacher_disagreement_score":0.18419406,"about_ca_system_score_codex":0.0033844996,"about_ca_system_score_gemma":0.0020835765,"threshold_uncertainty_score":0.9351866},"labels":[],"label_agreement":null},{"id":"W2003600249","doi":"10.2118/165111-ms","title":"An Investigation of the Plugging Mechanisms in a Slotted Liner from the Steam Assisted Gravity Operations","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Materials science; Permeability (electromagnetism); Quartz; Kaolinite; Asphalt; Epoxy; Petroleum engineering; Composite material; Geotechnical engineering; Metallurgy; Geology","score_opus":0.008910821810100557,"score_gpt":0.18613280054615886,"score_spread":0.1772219787360583,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003600249","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9383373,0.000024598708,0.06068763,0.00019360053,0.00019091468,0.00018790172,0.0000054624056,0.00017137895,0.00020121345],"genre_scores_gemma":[0.99611527,0.000003424216,0.0036622065,0.00008010921,0.000035087956,0.000029117371,0.000014948508,0.000017467286,0.00004236177],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994827,0.000036578847,0.00018552544,0.00008697869,0.000098428485,0.00010978611],"domain_scores_gemma":[0.9996041,0.000055360688,0.000012360525,0.00026642476,0.000029125373,0.000032596698],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012128483,0.00008749094,0.00008952833,0.0000315733,0.000047597885,0.000040155486,0.00016825672,0.000050285547,0.00004283361],"category_scores_gemma":[0.000019575189,0.00005217837,0.000027587119,0.00022217224,0.000017113873,0.00015381507,0.000016385296,0.00014325233,0.0000090955755],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.3654988e-7,0.0000057792854,0.0012220285,0.0000051025377,0.000009869921,7.149461e-8,0.0004967566,0.78161204,0.21515626,0.00074176694,0.00008906471,0.00066100375],"study_design_scores_gemma":[0.00011283897,0.000004597355,0.08701309,0.000036363595,0.000006401448,3.2199563e-7,0.00015516327,0.88223106,0.02947387,0.0008771566,0.000014190218,0.000074939075],"about_ca_topic_score_codex":0.0019920147,"about_ca_topic_score_gemma":0.0008383068,"teacher_disagreement_score":0.1856824,"about_ca_system_score_codex":0.000025589501,"about_ca_system_score_gemma":0.000010528624,"threshold_uncertainty_score":0.30113438},"labels":[],"label_agreement":null},{"id":"W2003653731","doi":"10.2118/132769-ms","title":"Experimental Investigation of Possibility of Replacing Oil-Based Muds with Environmentally Friendly Water-Based Glycol Muds in Maroon Oil Field","year":2010,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling fluid; Drill cuttings; Environmentally friendly; Petroleum engineering; Oil field; Environmental science; Drilling; Geology; Waste management; Materials science; Engineering; Metallurgy","score_opus":0.003541467709822846,"score_gpt":0.17678417870858962,"score_spread":0.17324271099876676,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003653731","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9929696,0.000016966527,0.0050352803,0.00002034819,0.00013147375,0.000058522044,0.000004488571,0.000113939524,0.0016494251],"genre_scores_gemma":[0.99178183,9.575233e-7,0.008058446,0.000020883466,0.00001659075,0.000021782704,0.00002139245,0.000030286199,0.00004782042],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990026,0.000015405763,0.00036822105,0.00020773646,0.00019032693,0.00021575249],"domain_scores_gemma":[0.99948,0.00006436579,0.000038752485,0.00033405807,0.000011087826,0.00007170417],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002136422,0.00017901095,0.00022054711,0.00011524694,0.000019151272,0.000009672878,0.00010759701,0.000115310955,0.00015392993],"category_scores_gemma":[0.000012361282,0.00014751882,0.000047874044,0.000094955394,0.000060082384,0.00010561979,0.000015638574,0.0002123299,0.000002464324],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048795166,0.000045443656,0.011093325,0.00019277613,0.0000081001,0.0000024542974,0.00028921364,0.22395691,0.7637528,0.0000074596824,0.00000499791,0.00059769425],"study_design_scores_gemma":[0.00072316563,0.00014300068,0.0018177739,0.00008484605,0.000005762316,8.960536e-7,0.000082262486,0.17189723,0.82506824,0.0000036252004,0.000020256031,0.00015293538],"about_ca_topic_score_codex":0.00028050394,"about_ca_topic_score_gemma":0.00011054188,"teacher_disagreement_score":0.061315417,"about_ca_system_score_codex":0.00005634645,"about_ca_system_score_gemma":0.000019862176,"threshold_uncertainty_score":0.6015643},"labels":[],"label_agreement":null},{"id":"W2003877929","doi":"10.2118/110340-ms","title":"Combining Advanced Real-Time LWD Answers with Accurate and Flexible 3D Rotary-Steerable System for Proactive Reservoir Navigation","year":2007,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Azimuth; Drilling; Measurement while drilling; Geology; Directional drilling; Electrical resistivity and conductivity; Formation evaluation; Petroleum engineering; Engineering; Mechanical engineering; Electrical engineering; Geometry","score_opus":0.011840261687546075,"score_gpt":0.23873084088906352,"score_spread":0.22689057920151745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003877929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7499983,0.00011849946,0.2390996,0.000057429912,0.000087239,0.0007903962,0.00005965223,0.0011874383,0.008601458],"genre_scores_gemma":[0.99294084,0.000089672576,0.006665487,0.000005784156,0.000047354493,0.000050472958,0.000091754875,0.000030657895,0.000077956305],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990889,0.000009644745,0.00022326746,0.0002508919,0.00012408583,0.00030322926],"domain_scores_gemma":[0.9995243,0.000084751984,0.000040330833,0.00012324781,0.00012400596,0.00010336955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031894358,0.00017842368,0.00021757913,0.00007779727,0.00011506963,0.000058886948,0.000053654858,0.00012807077,0.000002532067],"category_scores_gemma":[0.000015276564,0.00016467334,0.000021758924,0.00015229732,0.000052141633,0.00045237332,0.000018587663,0.00017613114,0.0000029278794],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020277542,0.00013986381,0.00044582188,0.0037487254,0.00025960625,0.00007828929,0.003024572,0.20790294,0.6942224,0.02453593,0.0008694349,0.06274466],"study_design_scores_gemma":[0.0054975715,0.0027885013,0.003008927,0.005244313,0.00020992693,0.00022970767,0.006602216,0.60952795,0.35962474,0.0025466483,0.0025659264,0.0021535768],"about_ca_topic_score_codex":0.000027457172,"about_ca_topic_score_gemma":0.000011035372,"teacher_disagreement_score":0.401625,"about_ca_system_score_codex":0.000063488675,"about_ca_system_score_gemma":0.000015222133,"threshold_uncertainty_score":0.6715184},"labels":[],"label_agreement":null},{"id":"W2003885310","doi":"10.2118/98227-ms","title":"Optimizing a Deepwater Subsalt Drilling Program by Evaluating Anisotropic Rock Strength Effects on Wellbore Stability and Near-Wellbore Stress Effects on the Fracture Gradient","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Geomechanics; Borehole; Wellbore; Lost circulation; Geology; Petroleum engineering; Drilling; Geotechnical engineering; Fracture (geology); Stability (learning theory); Stress (linguistics); Underbalanced drilling; Hydraulic fracturing; Drilling fluid; Engineering; Computer science","score_opus":0.00566954062931432,"score_gpt":0.20937074079297854,"score_spread":0.20370120016366422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2003885310","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98583776,0.00089240295,0.0097843,0.00013912845,0.0003659545,0.0011981865,0.00001158687,0.0011281765,0.0006424818],"genre_scores_gemma":[0.99624574,0.000048202255,0.0029726825,0.00009421773,0.0002616713,0.0001559525,0.00006333505,0.00012280371,0.0000353872],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976919,0.00012531152,0.00036816977,0.000571835,0.00045660272,0.0007861511],"domain_scores_gemma":[0.9983255,0.00089849683,0.000060445203,0.00050614926,0.000047439782,0.00016193789],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032386812,0.00058249757,0.00041225844,0.00007378749,0.00035061082,0.00030705633,0.00022073704,0.00020723544,0.00002507088],"category_scores_gemma":[0.000069784626,0.00040255816,0.00011950159,0.00022640938,0.00003451572,0.000119787794,0.000047543133,0.000672243,0.000016254095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024871364,0.00012643241,0.0018084602,0.0007921664,0.00008591696,0.00001370409,0.0004923347,0.9754778,0.0036477617,0.00014588365,0.00059677364,0.016787859],"study_design_scores_gemma":[0.00065111334,0.00046839725,0.0013196878,0.0004541367,0.00005892006,0.0000021404205,0.00005860493,0.75868595,0.23657264,0.00007260828,0.0011833393,0.00047244146],"about_ca_topic_score_codex":0.000080422455,"about_ca_topic_score_gemma":0.000027310534,"teacher_disagreement_score":0.23292488,"about_ca_system_score_codex":0.00015212598,"about_ca_system_score_gemma":0.000012051782,"threshold_uncertainty_score":0.99984264},"labels":[],"label_agreement":null},{"id":"W2004029145","doi":"10.4236/jwarp.2012.49084","title":"Uncontrolled Drilling: Exposing a Global Threat to Groundwater Sustainability","year":2012,"lang":"en","type":"article","venue":"Journal of Water Resource and Protection","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Borehole; Groundwater; Drilling; Sustainability; Pooling; Water resource management; Geology; Environmental science; Groundwater resources; Mining engineering; Petroleum engineering; Earth science; Environmental planning; Aquifer; Geotechnical engineering; Engineering; Computer science","score_opus":0.00800657497658491,"score_gpt":0.20298046595744193,"score_spread":0.19497389098085702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004029145","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83754563,0.0004279985,0.16113189,0.0001673721,0.00028576257,0.00017494052,3.1035742e-7,0.00005992208,0.00020617322],"genre_scores_gemma":[0.9989176,0.000008547694,0.00042399555,0.000019966576,0.00056188076,0.0000072943517,3.3395904e-7,0.00001668608,0.00004373478],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99920434,0.000025641317,0.00026948744,0.000066800596,0.00013185832,0.00030188827],"domain_scores_gemma":[0.9996558,0.000009103747,0.000028642664,0.00008021081,0.00006660061,0.00015963224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005362455,0.00012424661,0.00019234189,0.00009002916,0.00007289071,0.00006436583,0.000049531576,0.00006875127,0.0000064509545],"category_scores_gemma":[0.000021999578,0.0000834633,0.000069555725,0.000084656574,0.00000987995,0.00023669213,0.000017193746,0.00017066588,0.0000041042426],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006428184,0.000106817926,0.006025358,0.0005473901,0.00027589995,0.000021603844,0.011963232,0.8521137,0.03968856,0.000056442925,0.00026210703,0.08829604],"study_design_scores_gemma":[0.0091745835,0.0033134627,0.014568033,0.0011161321,0.0006017705,0.003785441,0.0055863466,0.11571632,0.34207806,0.0067637563,0.49456772,0.0027283935],"about_ca_topic_score_codex":0.00002145939,"about_ca_topic_score_gemma":0.0000017116594,"teacher_disagreement_score":0.7363974,"about_ca_system_score_codex":0.00019586043,"about_ca_system_score_gemma":0.0000041893836,"threshold_uncertainty_score":0.3403535},"labels":[],"label_agreement":null},{"id":"W2004032857","doi":"10.2118/135454-ms","title":"Shale Gas Well Completion Logistics","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Penn West Exploration (Canada)","funders":"University of Pennsylvania","keywords":"Completion (oil and gas wells); Lease; Oil shale; Shale gas; Petroleum engineering; Wellbore; Order (exchange); Operations management; Business; Engineering; Waste management","score_opus":0.014037039176296938,"score_gpt":0.22204583682709877,"score_spread":0.20800879765080182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004032857","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4150513,0.000107090214,0.5216789,0.00047633267,0.00081976526,0.00025008363,0.00008879038,0.0020091843,0.059518512],"genre_scores_gemma":[0.9978376,0.00019301602,0.0016467131,0.000036940124,0.00015976671,0.000006766713,0.00004779399,0.000016352982,0.000055035456],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941295,0.0000048724614,0.00014859236,0.00014602317,0.00009768405,0.0001899003],"domain_scores_gemma":[0.99968684,0.000026304904,0.000013251793,0.00013581639,0.000052894844,0.00008487839],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009997771,0.0001204315,0.00012680808,0.000051036655,0.000048539976,0.00004325559,0.000069039335,0.00014331637,0.00012629457],"category_scores_gemma":[0.00002387015,0.00012074788,0.000028102882,0.00007610975,0.00007286764,0.00011608919,0.000023664721,0.0003372939,0.00008643306],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003874061,0.00015300677,0.0011483289,0.00045270525,0.000038744547,0.00006403341,0.00032273747,0.01961006,0.6669732,0.23525956,0.030204,0.045734886],"study_design_scores_gemma":[0.001473829,0.0005243148,0.015136252,0.00041950934,0.00010291263,0.00029246084,0.00028574214,0.701829,0.06544069,0.054025125,0.1582973,0.0021728578],"about_ca_topic_score_codex":0.000011552458,"about_ca_topic_score_gemma":0.000033119395,"teacher_disagreement_score":0.68221897,"about_ca_system_score_codex":0.000010285989,"about_ca_system_score_gemma":0.0000059547065,"threshold_uncertainty_score":0.49239555},"labels":[],"label_agreement":null},{"id":"W2004186539","doi":"10.1007/s11242-009-9337-x","title":"Evaluation of Matrix-Fracture Transfer Functions for Counter-Current Capillary Imbibition","year":2009,"lang":"en","type":"article","venue":"Transport in Porous Media","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Imbibition; Capillary action; Mechanics; Geology; Materials science; Wetting; Saturation (graph theory); Matrix (chemical analysis); Oil shale; Brine; Geotechnical engineering; Mineralogy; Composite material; Thermodynamics; Mathematics; Physics","score_opus":0.01650061131742717,"score_gpt":0.25015813714667245,"score_spread":0.2336575258292453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004186539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7498473,0.004552135,0.24299149,0.000056226167,0.001204694,0.000547314,0.000112919304,0.00023347451,0.00045444444],"genre_scores_gemma":[0.99895716,0.00033994633,0.00015215442,0.00001158793,0.00013490119,0.00003920452,0.00033276548,0.000025786394,0.0000065008257],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99895436,0.000009827381,0.00033996202,0.00013380984,0.00036157895,0.00020044153],"domain_scores_gemma":[0.9996665,0.000034825902,0.000014350546,0.0001301919,0.00010471152,0.00004937943],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000510035,0.00014667345,0.00020272595,0.0001507777,0.000016565138,0.0000037212828,0.000059957358,0.00009911251,0.000045156048],"category_scores_gemma":[0.000010207697,0.00015481916,0.00007959563,0.00015737908,0.000010903414,0.000096260745,3.5503186e-7,0.00015008308,0.0000027846104],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002108542,0.00007355549,0.00023384315,0.00017267533,0.000022800443,0.0000020120651,0.0013248026,0.9576174,0.0026557436,0.00007049423,0.00020648299,0.037599098],"study_design_scores_gemma":[0.0082613155,0.0003623519,0.11603677,0.0011285151,0.001358505,0.000026927359,0.00039266265,0.8264564,0.025136286,0.0039922777,0.015400773,0.0014471696],"about_ca_topic_score_codex":0.000010376906,"about_ca_topic_score_gemma":0.00008268914,"teacher_disagreement_score":0.24910985,"about_ca_system_score_codex":0.00008700002,"about_ca_system_score_gemma":0.000036019082,"threshold_uncertainty_score":0.63133425},"labels":[],"label_agreement":null},{"id":"W2004871364","doi":"10.2118/124044-ms","title":"Corrosion Inhibition of Low-Alloy Steels in Brine With Highly Oxygenated Nitrogen Membrane Gas for Underbalanced Drilling Applications","year":2009,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Alberta","keywords":"Corrosion; Brine; Corrosion inhibitor; Alloy; Metallurgy; Materials science; Chloride; Chemistry","score_opus":0.0082551999825498,"score_gpt":0.21308049294819537,"score_spread":0.20482529296564556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004871364","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6528446,0.00010902674,0.34527668,0.00015222412,0.000023980976,0.0005985743,0.000060322807,0.00035722298,0.0005773184],"genre_scores_gemma":[0.9972777,0.00029284952,0.0021190937,0.00002600747,0.00004102026,0.000059535385,0.00015670471,0.000018491823,0.000008624085],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99915487,0.000007758778,0.00029348978,0.00020921318,0.000117097974,0.00021755257],"domain_scores_gemma":[0.9996193,0.000036942394,0.00004316138,0.00012906533,0.0001086015,0.000062941224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000114916016,0.00015645687,0.00023627596,0.0001268908,0.000037441532,0.000020887435,0.00005411121,0.00012528907,0.0000040781456],"category_scores_gemma":[0.000009926309,0.00014958568,0.00003491332,0.0002574592,0.000038270413,0.00017561682,0.000009543187,0.00014613716,0.0000016843572],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000101208076,0.00008508929,0.00008843759,0.00028246973,0.000007276595,0.0000032164178,0.00011720888,0.060071126,0.9282129,0.005925671,0.00005412703,0.005051308],"study_design_scores_gemma":[0.0025189107,0.00078013237,0.0015487941,0.0014211824,0.000046911337,0.000025263724,0.0002142675,0.12808236,0.8477337,0.016506141,0.00043646098,0.00068592315],"about_ca_topic_score_codex":0.000008563556,"about_ca_topic_score_gemma":0.000026832713,"teacher_disagreement_score":0.34443304,"about_ca_system_score_codex":0.000037632322,"about_ca_system_score_gemma":0.000013137229,"threshold_uncertainty_score":0.60999274},"labels":[],"label_agreement":null},{"id":"W2004980101","doi":"10.2118/78975-ms","title":"Geomechanics and Wellbore Stability Design of an Offshore Horizontal Well, North Sea","year":2002,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Geomechanics; Geology; Borehole; Geotechnical engineering; Drilling; Submarine pipeline; Breakout; Petrophysics; Wellbore; Petroleum engineering; Lithology; Pore water pressure; Petrology; Engineering; Porosity","score_opus":0.016447703549553303,"score_gpt":0.17024146644339344,"score_spread":0.15379376289384014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2004980101","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6578933,0.00044352058,0.3386073,0.00000703442,0.0001676716,0.00015212971,0.000014659962,0.0004381757,0.0022762155],"genre_scores_gemma":[0.99518836,0.00022277089,0.0044681635,0.0000043723244,0.00004083095,0.000003895363,0.0000071244076,0.00003238707,0.000032075575],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993181,0.000012536882,0.00018243142,0.00016064385,0.000114758084,0.00021149893],"domain_scores_gemma":[0.99958885,0.00003299186,0.000013016982,0.00022855487,0.000022393599,0.00011421273],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010926439,0.00014952688,0.00017710408,0.0000510944,0.0000265837,0.000015271127,0.000091870344,0.00006865478,0.00019575522],"category_scores_gemma":[0.000007389338,0.00014508008,0.000028412082,0.00012392848,0.00001594261,0.00013094065,0.000017479138,0.00011872899,0.000014212554],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000095320875,0.00008693204,0.0031154603,0.0002902374,0.000061146995,0.00001073316,0.00054051034,0.97286755,0.0028204704,0.00037063696,0.00068333035,0.019143432],"study_design_scores_gemma":[0.00014908405,0.000095492695,0.00032847907,0.00000869487,0.000010824619,0.0000048062448,0.00005521137,0.9892566,0.009388723,0.000043160548,0.00048765563,0.00017127549],"about_ca_topic_score_codex":0.000020605456,"about_ca_topic_score_gemma":0.000037359314,"teacher_disagreement_score":0.3372951,"about_ca_system_score_codex":0.000023324685,"about_ca_system_score_gemma":0.0000028316044,"threshold_uncertainty_score":0.5916194},"labels":[],"label_agreement":null},{"id":"W2005525568","doi":"10.1115/ipc2002-27121","title":"Buried SAGD Flow Lines","year":2002,"lang":"en","type":"article","venue":"4th International Pipeline Conference, Parts A and B","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Piping; Steam-assisted gravity drainage; Context (archaeology); Pipeline (software); Pipeline transport; Petroleum engineering; Engineering; Civil engineering; Environmental science; Marine engineering; Geology; Mechanical engineering; Oil sands; Geography","score_opus":0.02324777097846175,"score_gpt":0.21145227366898292,"score_spread":0.18820450269052116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2005525568","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11865091,0.0036138948,0.45076168,0.0039323987,0.009058646,0.00038813523,0.00016656282,0.0021651934,0.4112626],"genre_scores_gemma":[0.99193454,0.0005694033,0.0010987855,0.000075988755,0.0007560934,0.000010433999,0.00002988192,0.000020129868,0.00550472],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993292,0.0000045819897,0.00020462519,0.0001495533,0.00014163411,0.00017042106],"domain_scores_gemma":[0.9996925,0.000027020369,0.000017752678,0.000099076744,0.00007803822,0.00008564193],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005385968,0.00014734798,0.00013332909,0.00009181668,0.000034813507,0.00008686902,0.00011847809,0.00005605381,0.0009894075],"category_scores_gemma":[0.000027753804,0.00013729725,0.00003568641,0.0000574391,0.00002593421,0.00010751005,0.000023285042,0.00011963352,0.00009223034],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026038872,0.00017154537,0.0027478065,0.00021957171,0.00031770946,0.0000682815,0.0016651442,0.5136616,0.0040405,0.014885922,0.16576774,0.29642814],"study_design_scores_gemma":[0.00019887788,0.000007604643,0.00011813631,0.00003807639,0.00000619047,0.000009705164,0.000010658518,0.74253076,0.0003346098,0.00018360787,0.25642884,0.00013292876],"about_ca_topic_score_codex":0.0000073523215,"about_ca_topic_score_gemma":0.000007975014,"teacher_disagreement_score":0.8732836,"about_ca_system_score_codex":0.000011964826,"about_ca_system_score_gemma":0.0000035386195,"threshold_uncertainty_score":0.9999238},"labels":[],"label_agreement":null},{"id":"W2006055952","doi":"10.2118/106573-ms","title":"Application of Rock Strength in Drilling Evalution","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Measurement while drilling; Casing; Petroleum engineering; Bit (key); Wellbore; Drilling engineering; Geology; Drilling fluid; Well drilling; Geotechnical engineering; Engineering; Computer science; Mechanical engineering","score_opus":0.00408129830992147,"score_gpt":0.2029308980287082,"score_spread":0.19884959971878674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006055952","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18540247,0.00011038739,0.808566,0.0000018486529,0.0000767245,0.000046889476,3.4582894e-7,0.00015235483,0.005643035],"genre_scores_gemma":[0.9976551,0.00002235568,0.0022445393,0.0000017812802,0.000036426718,0.000002241546,0.0000036221686,0.000011529674,0.000022392407],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99957395,0.0000016569255,0.00017274819,0.000060481543,0.00006857359,0.00012260006],"domain_scores_gemma":[0.999843,0.000026768104,0.000010296742,0.00008534314,0.000011993719,0.000022569877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019153353,0.000054526536,0.00007070825,0.00010490447,0.0000059047657,0.0000024156557,0.00003944826,0.00004116296,0.0000060864213],"category_scores_gemma":[0.0000070307688,0.000057773574,0.000016895732,0.00017458231,0.0000022525824,0.00004044904,0.0000040010527,0.00005953472,0.000011027054],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001103804,0.0000057692564,0.0011477597,0.000029996652,0.0000028506875,2.0269167e-7,0.000048966613,0.9704859,0.011831635,0.0007816193,0.0000081203225,0.015656034],"study_design_scores_gemma":[0.00009713307,0.0000043505934,0.0034677954,0.000015922089,0.0000018845271,4.7712774e-7,0.00002889097,0.95262784,0.04303951,0.000068795336,0.0005841825,0.00006321023],"about_ca_topic_score_codex":0.000024880774,"about_ca_topic_score_gemma":0.000022286657,"teacher_disagreement_score":0.81225264,"about_ca_system_score_codex":0.000036827896,"about_ca_system_score_gemma":0.0000019586066,"threshold_uncertainty_score":0.2355938},"labels":[],"label_agreement":null},{"id":"W2006315355","doi":"10.2118/130632-ms","title":"Deliquification of South Texas Gas Wells Using Corrosion Resistant Coiled Tubing: A Six Year Case History","year":2010,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Coiled tubing; Corrosion; Metallurgy; Completion (oil and gas wells); Carbon steel; Materials science; Engineering; Petroleum engineering","score_opus":0.018817924007077488,"score_gpt":0.21940126702555424,"score_spread":0.20058334301847675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006315355","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9700986,0.00048625516,0.02713318,0.000020920565,0.0007978016,0.00017963733,0.000017211023,0.0001813577,0.001085048],"genre_scores_gemma":[0.99866825,0.00024151211,0.0007002344,0.000008858766,0.000108397966,0.000007802973,0.000047288093,0.00004190341,0.00017575458],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986593,0.000047968268,0.000536469,0.0003343238,0.00016305092,0.00025885866],"domain_scores_gemma":[0.99926865,0.000051252682,0.00015632299,0.000244968,0.00014539619,0.0001333922],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039633177,0.00025368415,0.00030460668,0.00023444985,0.00010213685,0.00008304665,0.00007472682,0.00019147171,0.00020328535],"category_scores_gemma":[0.00004329656,0.00027528376,0.000112031754,0.000111630456,0.00011190362,0.0002550998,0.000038413924,0.0003532576,0.000017755083],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023125025,0.00017582772,0.0017311287,0.0017935256,0.00008687436,0.00009835824,0.0032302472,0.01382826,0.96387875,0.003871834,0.000640892,0.010433051],"study_design_scores_gemma":[0.0020498547,0.0002960372,0.0005262095,0.00230223,0.00021433416,0.00034988372,0.0016001426,0.916923,0.07208776,0.0005002967,0.0023472498,0.0008030322],"about_ca_topic_score_codex":0.00025053165,"about_ca_topic_score_gemma":0.00007446891,"teacher_disagreement_score":0.9030947,"about_ca_system_score_codex":0.00007855333,"about_ca_system_score_gemma":0.000024758998,"threshold_uncertainty_score":0.99996996},"labels":[],"label_agreement":null},{"id":"W2006659362","doi":"10.2118/158255-ms","title":"Sand Prediction by Different Criteria and a Validation by a Perforated Test in a Sandstone","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Displacement (psychology); RADIUS; Shear (geology); Plasticity; Ultimate tensile strength; Shear stress; Materials science; Geotechnical engineering; Stress (linguistics); Structural engineering; Measure (data warehouse); Mechanics; Geology; Composite material; Computer science; Engineering; Physics","score_opus":0.008180974128353323,"score_gpt":0.19072545797120713,"score_spread":0.1825444838428538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2006659362","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9953394,0.0009878974,0.0016957973,0.00011408962,0.00043237946,0.000055570326,0.0001816787,0.000104951236,0.0010882443],"genre_scores_gemma":[0.9992326,0.00030967648,0.00003202082,0.000023084509,0.000051507926,0.000018513145,0.00013892578,0.000021544944,0.0001721289],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992482,0.00001251418,0.0001772211,0.0001252305,0.00012816566,0.0003086476],"domain_scores_gemma":[0.9996666,0.000038157283,0.000015730022,0.000094512725,0.000022665943,0.00016238386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007225015,0.00015799522,0.0001611135,0.000044411583,0.000036043704,0.00004449797,0.00004562085,0.00006243803,0.000064454856],"category_scores_gemma":[0.00002645837,0.00016217322,0.000008514835,0.00009998509,0.000014958201,0.00014084758,0.0000092460305,0.00014582231,0.0000013481387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008612469,0.00029878126,0.21855767,0.0018155519,0.0001509694,0.000019264255,0.0033824584,0.017119301,0.4423138,0.0001378829,0.24717233,0.068945885],"study_design_scores_gemma":[0.0018080213,0.00010595742,0.023116581,0.00046596216,0.000044559958,0.00002752461,0.00029731772,0.8247188,0.11994334,0.00002964489,0.02847201,0.00097030203],"about_ca_topic_score_codex":0.045971062,"about_ca_topic_score_gemma":0.032745466,"teacher_disagreement_score":0.8075995,"about_ca_system_score_codex":0.00017850795,"about_ca_system_score_gemma":0.000057234178,"threshold_uncertainty_score":0.9849044},"labels":[],"label_agreement":null},{"id":"W2007046414","doi":"10.2118/151431-ms","title":"High-Angle Gyro-While-Drilling Technology Delivers An Economical Solution To Accurate Wellbore Placement And Collision Avoidance In High-Density Multilateral Pad Drilling In The Canadian Oil Sands","year":2012,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Cenovus Energy (Canada)","funders":"Cenovus Energy","keywords":"Drilling; Measurement while drilling; Directional drilling; Wireline; Petroleum engineering; Drill; Infill; Completion (oil and gas wells); Marine engineering; Engineering; Geology; Mechanical engineering; Civil engineering","score_opus":0.012544941913917328,"score_gpt":0.20658736249440748,"score_spread":0.19404242058049015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007046414","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9966517,0.00022814448,0.002036034,0.00024094408,0.00047618817,0.00014075816,0.00001575726,0.00011768874,0.00009278867],"genre_scores_gemma":[0.99696904,0.00016018307,0.0025384924,0.0001060273,0.000121146426,0.000025344132,0.00003794977,0.00003233505,0.000009499215],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99870145,0.000027477063,0.0002785464,0.00025163207,0.00009268344,0.00064818916],"domain_scores_gemma":[0.9994623,0.000055871886,0.000026491021,0.00023661024,0.000018119406,0.00020060064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044385387,0.00021344118,0.00022862206,0.0003453073,0.00012133458,0.000063748645,0.00018333893,0.00019946526,0.0000052082405],"category_scores_gemma":[0.000021284528,0.00020455549,0.000021832906,0.00023659471,0.000028098948,0.00025805793,0.00004137402,0.000337911,0.000020525717],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013901785,0.000017486876,0.00788066,0.000021485159,0.000013823225,0.000011605624,0.0016938107,0.9851822,0.0021422906,0.0004521399,0.00005779046,0.0025127544],"study_design_scores_gemma":[0.0011290917,0.000077682176,0.025308441,0.00016769825,0.000024216388,0.000016359674,0.00046971862,0.9613694,0.006258944,0.000085685286,0.004454733,0.0006380329],"about_ca_topic_score_codex":0.01968273,"about_ca_topic_score_gemma":0.12456535,"teacher_disagreement_score":0.10488261,"about_ca_system_score_codex":0.00044536722,"about_ca_system_score_gemma":0.000020261128,"threshold_uncertainty_score":0.9868453},"labels":[],"label_agreement":null},{"id":"W2007381961","doi":"10.2523/iptc-17447-ms","title":"Estimation of Rock Compressive Strength Using Downhole Weight-on-Bit and Drilling Models","year":2014,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Shell Canada","keywords":"Drilling; Geology; Borehole; Drill; Drill bit; Compressive strength; Well logging; Coring; Drill string; Measurement while drilling; Completion (oil and gas wells); Drag; Geotechnical engineering; Hydraulic fracturing; Petroleum engineering; Engineering; Materials science","score_opus":0.010292120146758345,"score_gpt":0.2121377666718769,"score_spread":0.20184564652511855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007381961","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44547,0.00005606775,0.55150425,0.00006171923,0.00022287107,0.000025912144,0.000010213096,0.0002165285,0.002432395],"genre_scores_gemma":[0.9931503,0.00005081756,0.006691657,0.000007578949,0.000040443763,0.000006731222,0.0000114545255,0.000019160918,0.000021851902],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992866,0.0000068112026,0.00022742753,0.0001770687,0.0001488815,0.00015319366],"domain_scores_gemma":[0.9996033,0.00006306727,0.00006273784,0.00016337827,0.00007464925,0.00003287744],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005984013,0.00014828557,0.00018606779,0.00035099214,0.00003359999,0.000023106351,0.00022494126,0.00013193415,0.000014403989],"category_scores_gemma":[0.00003979605,0.0001557177,0.000022411792,0.00008495216,0.00004569694,0.0001288407,0.000048029775,0.00021320162,0.0000059001236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003612957,0.000009522809,0.00014672407,0.000018716564,0.00003740575,8.578837e-7,0.00002991554,0.9424357,0.0058917603,0.04509493,0.00000799272,0.006322902],"study_design_scores_gemma":[0.00025080118,0.000031547108,0.000040464798,0.00015959321,0.000009886118,0.000009098897,0.00001939246,0.97085375,0.0174085,0.010874495,0.00020664593,0.00013581401],"about_ca_topic_score_codex":0.0000097991215,"about_ca_topic_score_gemma":0.0000016870146,"teacher_disagreement_score":0.5476803,"about_ca_system_score_codex":0.000037837668,"about_ca_system_score_gemma":0.000008980425,"threshold_uncertainty_score":0.6349984},"labels":[],"label_agreement":null},{"id":"W2007833665","doi":"10.1021/ie060348o","title":"Effect of Divalent Cations and Surfactants on Silica−Bitumen Interactions","year":2006,"lang":"en","type":"article","venue":"Industrial & Engineering Chemistry Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Asphalt; Oil sands; Divalent; Zeta potential; Chemical engineering; Chemistry; Adhesion; Magnesium; Mineralogy; Materials science; Organic chemistry; Composite material","score_opus":0.032376066333647875,"score_gpt":0.30449802215502847,"score_spread":0.2721219558213806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2007833665","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99544984,0.00016128118,0.00007511488,0.000029863346,0.00026232898,0.00018859653,0.000029944698,0.0002660206,0.003537002],"genre_scores_gemma":[0.99903893,0.000029260595,0.000014445263,2.9992086e-7,0.0004321685,0.000042621952,0.000022641838,0.00004948584,0.00037012208],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998733,0.000026371927,0.00027763686,0.00021111053,0.00034014366,0.0004117403],"domain_scores_gemma":[0.99880576,0.0007253989,0.000018787287,0.0002773105,0.00005370208,0.0001190306],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055792514,0.00020109548,0.00024045122,0.0001444901,0.00006399855,0.000044792534,0.00016176494,0.00015843763,0.000034587112],"category_scores_gemma":[0.00025466044,0.00020646895,0.000054717682,0.00038085796,0.000045797908,0.00006823435,0.000044510412,0.0008248767,0.0000102568065],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000137040615,0.000017813169,0.00028774512,0.00020356048,0.000029845127,0.0000039660354,0.00001605522,0.43067917,0.566814,0.000022486895,0.00058102235,0.001330588],"study_design_scores_gemma":[0.00051018334,0.00006610475,0.00017686533,0.00022271999,0.000012220054,0.000007771646,0.000006810848,0.09170615,0.9036389,0.000005652869,0.003469402,0.00017722858],"about_ca_topic_score_codex":0.00006778622,"about_ca_topic_score_gemma":9.273169e-7,"teacher_disagreement_score":0.33897305,"about_ca_system_score_codex":0.00014994206,"about_ca_system_score_gemma":0.000019746356,"threshold_uncertainty_score":0.84195596},"labels":[],"label_agreement":null},{"id":"W2008067851","doi":"10.2118/112561-ms","title":"Development, Testing, and Field Deployment of a Hydraulically Expanded Solid Liner Hanger in a Casing Directionally Drilled Well in Norway","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Casing; Software deployment; Drilling; Completion (oil and gas wells); Engineering; Seal (emblem); Coiled tubing; Natural gas field; Borehole; Mechanical engineering; Wireline; Petroleum engineering; Marine engineering; Geotechnical engineering; Telecommunications; Natural gas","score_opus":0.016724279653429597,"score_gpt":0.21223418321601692,"score_spread":0.19550990356258732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008067851","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9746581,0.00018725997,0.008382958,0.000020989313,0.00009218058,0.00010965706,2.5810172e-7,0.00013721861,0.016411377],"genre_scores_gemma":[0.9802587,0.000090392576,0.019266477,0.000035355897,0.000029326295,0.000018422992,9.53152e-7,0.000025039622,0.00027534858],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919283,0.0000073054903,0.00033706144,0.0001496944,0.00009448497,0.00021863886],"domain_scores_gemma":[0.99967533,0.00014871197,0.00001995343,0.00008032758,0.000021306158,0.000054371176],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010838632,0.00013829868,0.0002113799,0.00019965965,0.00002306113,0.000007588704,0.000050028415,0.00007336007,0.000037715337],"category_scores_gemma":[0.000072901,0.00013606646,0.000019392863,0.00023731167,0.000012303311,0.000056554512,0.000024630766,0.00013644029,0.0000060906423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048008817,0.0001697608,0.097040124,0.00028294147,0.00007290273,0.00011301217,0.0033898985,0.8004998,0.07166936,0.000019045354,0.00048833684,0.026206784],"study_design_scores_gemma":[0.001941538,0.0000671969,0.099057704,0.00054847146,0.000008457145,0.00011187308,0.00007117719,0.7377648,0.15556009,0.000020945025,0.004166679,0.00068111153],"about_ca_topic_score_codex":0.00009570417,"about_ca_topic_score_gemma":0.00049927714,"teacher_disagreement_score":0.08389073,"about_ca_system_score_codex":0.00004945349,"about_ca_system_score_gemma":0.000025000167,"threshold_uncertainty_score":0.5548629},"labels":[],"label_agreement":null},{"id":"W2008174674","doi":"10.2118/07-08-ge","title":"Canadian Oil and Gas Companies' Activities With the Former Soviet Oil Ministry: The Cold War Era 1973 - 1980","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Economic shortage; Drilling; Christian ministry; World War II; Petroleum; Management; Engineering; Petroleum industry; Archaeology; Political science; History; Geology; Law; Government (linguistics); Mechanical engineering; Economics","score_opus":0.0032570163603839073,"score_gpt":0.16312183180902834,"score_spread":0.15986481544864442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008174674","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9371977,0.0037921688,0.00055044127,0.030587483,0.0006667037,0.000033916756,0.00004765898,0.00013170847,0.026992233],"genre_scores_gemma":[0.9978626,0.00059412175,0.0002754355,0.00027190233,0.00016581178,0.0000038905405,0.000001087591,0.00004378826,0.0007813561],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987712,0.000009954462,0.00025993303,0.00010025286,0.000165143,0.0006935438],"domain_scores_gemma":[0.9991357,0.00008269525,0.00008197565,0.00024824683,0.000053792075,0.0003975953],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036982822,0.00020923815,0.00027016576,0.0012067092,0.00026192356,0.000054151827,0.0003824646,0.00019250032,0.000013614759],"category_scores_gemma":[0.000019617915,0.0001355972,0.00005272789,0.00048319733,0.00018893318,0.00010021166,0.000012037017,0.0008832648,0.000003026199],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021744843,0.00006227777,0.009844788,0.00065866363,0.0031682176,0.0058111134,0.0065878546,0.30176678,0.0077088573,0.031145751,0.10352703,0.5295012],"study_design_scores_gemma":[0.0004669436,0.00014516358,0.00062512344,0.00010712893,0.00007389207,0.0020492868,0.003918999,0.005585459,0.0007009932,0.000058274723,0.98596734,0.00030141554],"about_ca_topic_score_codex":0.08425205,"about_ca_topic_score_gemma":0.9136112,"teacher_disagreement_score":0.88244027,"about_ca_system_score_codex":0.00032222806,"about_ca_system_score_gemma":0.00043341893,"threshold_uncertainty_score":0.921846},"labels":[],"label_agreement":null},{"id":"W2008509245","doi":"10.2118/2004-007","title":"Optimization of Well Placement and/or Borehole Trajectory for Minimum Drilling Cost (A Critical Review of Field Case Studies)","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Borehole; Trajectory; Drilling; Computer science; Field (mathematics); Geology; Trajectory optimization; Petroleum engineering; Engineering; Mechanical engineering; Geotechnical engineering; Mathematics; Physics","score_opus":0.029845770160925506,"score_gpt":0.2732092881625383,"score_spread":0.2433635180016128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008509245","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06409544,0.013688013,0.90693736,0.0019288113,0.0025446904,0.0006783107,0.0005546017,0.00010051661,0.009472241],"genre_scores_gemma":[0.99129224,0.003681441,0.0047032554,0.0001300243,0.000057141388,0.000035257817,0.000021252545,0.0000135182645,0.00006589758],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936694,0.0000051180878,0.00027416603,0.00011334273,0.00009415316,0.00014628624],"domain_scores_gemma":[0.9993992,0.00016381369,0.00003135787,0.00008480611,0.00020378418,0.00011706466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011039102,0.00010017836,0.00018871465,0.00012525785,0.000025628948,0.000010485419,0.00008859517,0.000041486972,0.00009768698],"category_scores_gemma":[0.00028485974,0.00010305266,0.000038540336,0.000047880072,0.000036114474,0.00006230884,0.00000848206,0.0000695998,0.0000010233741],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009182875,0.0000067443493,0.000017833014,0.0018056025,0.00006536614,0.000037176487,0.00011867719,0.99495536,0.00006607851,0.002161952,0.00046654098,0.00028950005],"study_design_scores_gemma":[0.0008041088,0.00015653539,0.000009139357,0.0058424436,0.00006636486,0.0001605497,0.0003935794,0.98248464,0.003055886,0.00008435299,0.0066689095,0.00027348203],"about_ca_topic_score_codex":0.00053893804,"about_ca_topic_score_gemma":0.0022513613,"teacher_disagreement_score":0.9271968,"about_ca_system_score_codex":0.00013957909,"about_ca_system_score_gemma":0.00010740211,"threshold_uncertainty_score":0.42023656},"labels":[],"label_agreement":null},{"id":"W2008592674","doi":"10.2118/01-05-06","title":"The Hydratherm Hybrid Drilling Systems For Cheaper Heavy Oil Recovery","year":2001,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling; Spallation; Petroleum engineering; Geology; Rate of penetration; Drill; Oil shale; Materials science; Metallurgy","score_opus":0.0055720268665357285,"score_gpt":0.17307732805522094,"score_spread":0.1675053011886852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008592674","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78433913,0.08694533,0.07871734,0.010113473,0.015822047,0.00026962563,0.00006492774,0.0009231193,0.022805013],"genre_scores_gemma":[0.9904843,0.007542395,0.0003635587,0.000043892946,0.00056721986,0.000016315093,0.0000012726948,0.000069646856,0.0009113777],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9987565,0.000008533787,0.00045166074,0.000097310876,0.00012333853,0.0005626359],"domain_scores_gemma":[0.9992705,0.00008089747,0.00009637964,0.00023601361,0.00010694759,0.00020927981],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000391195,0.00016658116,0.0002894251,0.001192131,0.00016419565,0.000077373435,0.00036448298,0.00016249233,0.000004198918],"category_scores_gemma":[0.000092990515,0.00013635399,0.00013072189,0.0003839287,0.000043247954,0.00009932681,0.000007397334,0.0004340217,0.000008609753],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026035028,0.0000059814165,0.00013362891,0.000054500633,0.000163459,0.00014887913,0.000022840595,0.9323361,0.0013131286,0.0013249558,0.009132181,0.055338334],"study_design_scores_gemma":[0.00029155504,0.00009820847,0.000009540789,0.00009257934,0.000023620436,0.0010285454,0.00009872425,0.13048409,0.0006052646,0.00030114842,0.8668074,0.00015931664],"about_ca_topic_score_codex":0.00069846906,"about_ca_topic_score_gemma":0.004481123,"teacher_disagreement_score":0.8576752,"about_ca_system_score_codex":0.00033827574,"about_ca_system_score_gemma":0.00012997197,"threshold_uncertainty_score":0.55603546},"labels":[],"label_agreement":null},{"id":"W2008692262","doi":"10.2118/163422-ms","title":"Drilling Systems Automation - Preparing for the Big Jump Forward","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Automation; Engineering management; Computer science; Interoperability; Agency (philosophy); Robotics; Engineering; Robot; Manufacturing engineering; Systems engineering; Artificial intelligence; World Wide Web; Mechanical engineering","score_opus":0.008666352808093794,"score_gpt":0.18468114343601488,"score_spread":0.17601479062792108,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008692262","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014011347,0.0005760402,0.9740731,0.000028091741,0.001765521,0.0005476244,0.0000013735548,0.0013252158,0.0076716896],"genre_scores_gemma":[0.9964566,0.000044372522,0.0020092798,0.000009660671,0.0003631466,0.00029564844,0.0000039329607,0.000042992062,0.0007743351],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937475,0.000003637255,0.00019296224,0.00010198988,0.00008870323,0.00023797729],"domain_scores_gemma":[0.99954975,0.00015888055,0.000016344484,0.0001949939,0.00003657004,0.000043481592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014601542,0.00011671026,0.00011077074,0.000050708633,0.000088431785,0.00014626747,0.00011649851,0.000053444834,0.000010166623],"category_scores_gemma":[0.000021990534,0.000082482795,0.00005903038,0.00008832737,0.000006605243,0.00013083282,0.000012135593,0.000065989916,0.00008180004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.918903e-7,0.0000014009148,0.000028110653,0.00011981927,0.000036499318,3.39157e-8,0.00009220449,0.98357385,0.000948538,0.0006598013,0.0029012696,0.011638147],"study_design_scores_gemma":[0.00009571512,0.0000062715703,0.000116438874,0.00003951655,0.000013668,0.0000020660466,0.00007909016,0.98097783,0.0013870698,0.0000691811,0.017090714,0.00012245211],"about_ca_topic_score_codex":0.000088916386,"about_ca_topic_score_gemma":0.000005022339,"teacher_disagreement_score":0.9824453,"about_ca_system_score_codex":0.000038602844,"about_ca_system_score_gemma":0.0000044911503,"threshold_uncertainty_score":0.33635506},"labels":[],"label_agreement":null},{"id":"W2008910805","doi":"10.2118/126253-ms","title":"Size Degradation of Shale Drill Cuttings in Deepwater Discharge Conditions from Synthetic-Based Drilling Fluids","year":2010,"lang":"en","type":"article","venue":"SPE International Conference on Health, Safety and Environment in Oil and Gas Exploration and Production","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Drill cuttings; Settling; Drilling fluid; Seawater; Drilling; Oil shale; Cutting; Geology; Drill pipe; Drill; Petroleum engineering; Soil science; Geotechnical engineering; Environmental science; Materials science; Oceanography; Environmental engineering","score_opus":0.018366512641417452,"score_gpt":0.22854877452532324,"score_spread":0.2101822618839058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2008910805","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9228335,0.00023143746,0.0127244955,0.062042695,0.0010868094,0.00017677367,0.00006947023,0.000067156216,0.00076764903],"genre_scores_gemma":[0.9631742,0.035151556,0.0012288605,0.000057542846,0.00008839539,0.000020587851,0.00016773844,0.000011667245,0.000099444725],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924237,0.00002314928,0.00029673014,0.00021723655,0.00011376607,0.00010677455],"domain_scores_gemma":[0.9997608,0.000051743955,0.000048442358,0.000077574616,0.00001270322,0.000048747857],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021502071,0.000111353926,0.00013053913,0.000104030165,0.00005450672,0.000023469325,0.000031484164,0.000058774516,0.00008005087],"category_scores_gemma":[0.00002842853,0.00011243314,0.000011724523,0.00004115617,0.00004895578,0.00023520464,0.000008485343,0.00017713483,0.0000027463307],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021903687,0.00018194705,0.0028977704,0.00029090839,0.000031075437,0.0000016611474,0.003463543,0.27002653,0.06982575,0.0102321105,0.000027171163,0.6428025],"study_design_scores_gemma":[0.0015963733,0.00017321244,0.008872743,0.0007315789,0.000014655514,0.000006642757,0.0008824995,0.9165553,0.019590897,0.0450419,0.0060059666,0.00052822445],"about_ca_topic_score_codex":0.00011606432,"about_ca_topic_score_gemma":0.00015312203,"teacher_disagreement_score":0.6465288,"about_ca_system_score_codex":0.00003317806,"about_ca_system_score_gemma":0.000008981336,"threshold_uncertainty_score":0.45848903},"labels":[],"label_agreement":null},{"id":"W2009006248","doi":"10.2118/147302-ms","title":"Evaluation of the Clearwater Formation Caprock for a Proposed, Low Pressure, Steam-Assisted Gravity-Drainage Pilot Project in Northeast Alberta","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Imperial Oil (Canada); Alberta Energy","funders":"","keywords":"Caprock; Geology; Steam-assisted gravity drainage; Petroleum engineering; Oil sands; Asphalt; Geotechnical engineering; Mining engineering","score_opus":0.0483712632262028,"score_gpt":0.25102370219614784,"score_spread":0.20265243896994503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009006248","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95531404,0.000120889395,0.028106319,0.00007871678,0.0001838848,0.0032335569,0.00009874476,0.00024173735,0.012622117],"genre_scores_gemma":[0.9994903,0.00001552774,0.00029497227,0.0000060905613,0.000020077186,0.00010169926,0.000023681701,0.000015316915,0.00003229034],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991747,0.00004331661,0.0002549997,0.00014120029,0.0002153958,0.00017035485],"domain_scores_gemma":[0.9995606,0.00002055256,0.000044554847,0.00014918257,0.00020032394,0.000024776093],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043556743,0.000118983226,0.00014259206,0.000081312464,0.000041310832,0.000015624117,0.000088828965,0.00008529518,0.000007696057],"category_scores_gemma":[0.00006614631,0.00009072982,0.000038609567,0.00014532391,0.000039288174,0.00027132247,0.00002554933,0.00013118831,0.0000015930184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.002171875,0.002965978,0.003812875,0.013344172,0.00048545678,0.0000075579724,0.038560946,0.0741004,0.46331546,0.05399309,0.003356953,0.34388524],"study_design_scores_gemma":[0.0041944375,0.0013915864,0.042918656,0.0018243863,0.00045471854,0.000040525938,0.0014491687,0.7979099,0.12560567,0.02226925,0.00096691085,0.0009747489],"about_ca_topic_score_codex":0.00023605338,"about_ca_topic_score_gemma":0.00088085956,"teacher_disagreement_score":0.72380954,"about_ca_system_score_codex":0.00003286178,"about_ca_system_score_gemma":0.000031361535,"threshold_uncertainty_score":0.3699855},"labels":[],"label_agreement":null},{"id":"W2009099992","doi":"10.1190/1.1816304","title":"Visco‐elastic modeling, 3D DMO bin simulation, and multidisciplinary 2D/3D OB design analyses for reservoir characterization of an offshore carbonate field in Abu Dhabi, UAE","year":2001,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Abu dhabi; Multidisciplinary approach; Bin; Carbonate; Submarine pipeline; Petroleum engineering; Field (mathematics); Geology; Characterization (materials science); Marine engineering; Engineering; Geotechnical engineering; Materials science; Mechanical engineering; Geography; Archaeology; Political science; Nanotechnology","score_opus":0.04738943728600428,"score_gpt":0.30154429586711157,"score_spread":0.2541548585811073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009099992","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49452487,0.000053873893,0.5049978,0.000008981271,0.000055998546,0.00015296812,0.000004331749,0.00009551472,0.00010569262],"genre_scores_gemma":[0.9880738,0.000085684,0.011569107,0.0000059610798,0.00007531215,0.000024261612,0.0000572854,0.000042491894,0.000066093846],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990584,0.000021861908,0.0003738771,0.0002114046,0.00010071497,0.00023373347],"domain_scores_gemma":[0.9994559,0.00018690486,0.000033598677,0.00019286925,0.00006301289,0.00006771038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001961163,0.00017887937,0.00026227295,0.00025186996,0.000039777024,0.000026044321,0.00009168826,0.00011567032,0.000011711423],"category_scores_gemma":[0.000062930696,0.00017628375,0.000034963585,0.00024397168,0.000010633943,0.00025716628,0.000022416221,0.00010152479,6.4009305e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046729914,0.000023851257,0.00093479006,0.00010907236,0.000022369944,0.0000023619305,0.0003586372,0.97340196,0.024164118,0.0000078916755,0.0000021998087,0.00092604075],"study_design_scores_gemma":[0.0004293288,0.00009139576,0.0016780468,0.000092589464,0.000025607189,0.0000013019161,0.000042997643,0.99407387,0.0032768715,0.00006709909,0.000018351273,0.00020251927],"about_ca_topic_score_codex":0.000059791273,"about_ca_topic_score_gemma":0.000056776113,"teacher_disagreement_score":0.49354896,"about_ca_system_score_codex":0.000028948512,"about_ca_system_score_gemma":0.000011449174,"threshold_uncertainty_score":0.7188643},"labels":[],"label_agreement":null},{"id":"W2009112276","doi":"10.2118/0506-0069-jpt","title":"Cyclic Mechanical and Fatigue Properties of OCTG Materials","year":2006,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Cyclic stress; Thermal expansion; Materials science; Thermal; Yield (engineering); Structural engineering; Engineering; Geotechnical engineering; Mechanical engineering; Composite material; Physics","score_opus":0.006965583571026358,"score_gpt":0.17738144550245094,"score_spread":0.17041586193142458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009112276","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.987889,0.001463857,0.009962586,0.00014301788,0.00028251245,0.000020162995,0.0000017523957,0.000108656124,0.00012847778],"genre_scores_gemma":[0.9981851,0.00017214507,0.0015019502,0.0000022210932,0.00009565578,0.0000014727838,2.2737707e-7,0.000019383398,0.000021831103],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99928033,0.000007087384,0.00041479594,0.00005583603,0.00009268037,0.00014927903],"domain_scores_gemma":[0.99973506,0.000010009935,0.00009622225,0.000096807926,0.000038544465,0.000023339124],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014286945,0.000099012796,0.00030390956,0.00032755247,0.000013577064,0.000009564819,0.00012492709,0.0001424833,0.0000064736614],"category_scores_gemma":[0.000027315224,0.00008092742,0.00003568847,0.00009955385,0.000047234884,0.00005996972,0.00002248458,0.00017360356,0.0000013009728],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000073419988,0.000013081417,0.0001594114,0.00008337747,0.000031870914,0.000011120382,0.000008346896,0.023625406,0.97378767,0.0014604251,0.00008111255,0.00073081395],"study_design_scores_gemma":[0.00032983883,0.000106903775,0.00025967704,0.00014277692,0.000023693867,0.00023685877,0.000034152417,0.0038100008,0.9929596,0.00091181364,0.0010872096,0.00009743969],"about_ca_topic_score_codex":0.0000055802197,"about_ca_topic_score_gemma":0.0000018723929,"teacher_disagreement_score":0.019815404,"about_ca_system_score_codex":0.000021645605,"about_ca_system_score_gemma":0.000007208373,"threshold_uncertainty_score":0.33001244},"labels":[],"label_agreement":null},{"id":"W2009132386","doi":"10.1002/cjce.20225","title":"The use of physical modeling in the optimisation of a primary separation vessel feedwell","year":2009,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Syncrude (Canada); Coanda Research and Development Corporation (Canada)","funders":"","keywords":"Asphalt; Separation (statistics); Materials science; Flow (mathematics); Scale (ratio); Mechanical engineering; Engineering; Mechanics; Computer science; Composite material; Physics","score_opus":0.019680514106030285,"score_gpt":0.19528263129834883,"score_spread":0.17560211719231855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009132386","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98255724,0.0005518117,0.016320527,0.00024336626,0.00011673567,0.00008479317,0.0000022165125,0.000013509501,0.000109803885],"genre_scores_gemma":[0.99930674,0.000018678544,0.00051424676,0.00001765952,0.00012399457,0.000001221077,0.0000013999786,0.000014148043,0.0000019260103],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919736,0.00001358423,0.00035880756,0.000045755085,0.00018382956,0.00020067878],"domain_scores_gemma":[0.9994301,0.00021522086,0.00006023277,0.00015627078,0.000060614286,0.00007755099],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033618652,0.00010986897,0.00018756685,0.00009339876,0.000031657153,0.000039879982,0.0002754064,0.00005007342,5.339307e-7],"category_scores_gemma":[0.000105692576,0.000067815585,0.00008907863,0.00022197004,0.00002648541,0.00013487203,0.0000037013797,0.00035883219,2.6823878e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000043822406,0.0000041646076,0.0000033972024,0.000022487198,0.000014433283,0.000002021887,0.00077699387,0.9441485,0.053381756,0.0003009204,0.00004692962,0.0012940234],"study_design_scores_gemma":[0.00012017933,0.000019469706,0.000058337726,0.00010955031,0.000017791159,0.000018267174,0.000016929238,0.9778186,0.021385416,0.00011471451,0.00024956715,0.00007116277],"about_ca_topic_score_codex":0.00012989623,"about_ca_topic_score_gemma":0.00002192141,"teacher_disagreement_score":0.033670124,"about_ca_system_score_codex":0.000114996634,"about_ca_system_score_gemma":0.00007288987,"threshold_uncertainty_score":0.27654392},"labels":[],"label_agreement":null},{"id":"W2009212272","doi":"10.2118/96828-ms","title":"Reservoir Drilling Fluids—Designing for Challenging Wells in a Remote Location","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Petroleum engineering; Drilling fluid; Drilling; Geology; Drill; Directional drilling; Situated; Wellbore; Geobiology; Completion (oil and gas wells); Marine engineering; Regional geology; Computer science; Engineering; Metamorphic petrology; Geotechnical engineering; Mechanical engineering; Hydrogeology","score_opus":0.020342463597334035,"score_gpt":0.2465118580772937,"score_spread":0.22616939447995965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009212272","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0605394,0.0007343783,0.9348632,0.0006014421,0.000095267525,0.00032237518,0.000009833734,0.00058123196,0.002252852],"genre_scores_gemma":[0.98624015,0.0006548311,0.012734279,0.000040238367,0.00020852861,0.000019290459,0.000024726784,0.000029949832,0.00004797956],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905646,0.000011100291,0.0002834695,0.00023227077,0.000104936145,0.00031178785],"domain_scores_gemma":[0.9996293,0.00007156287,0.00002058675,0.00013375159,0.00007427649,0.00007049887],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032587102,0.00015930184,0.0001852794,0.00015695291,0.00006327869,0.000045412802,0.00007971293,0.00015476598,0.000010132984],"category_scores_gemma":[0.000056452114,0.00017473896,0.00003596714,0.00018811572,0.000025357831,0.00031464273,0.000020716627,0.00022051958,0.000011574575],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036050875,0.000030088473,0.000033861877,0.00038119583,0.0000136530225,0.000004887362,0.00082351203,0.85108316,0.062326234,0.005584341,0.0007811891,0.078901805],"study_design_scores_gemma":[0.00046759265,0.000076460725,0.00022180211,0.00064912456,0.0000104816745,0.000008920891,0.0002590757,0.9726392,0.017016234,0.0024634097,0.0058480343,0.0003396774],"about_ca_topic_score_codex":0.000018969658,"about_ca_topic_score_gemma":0.00003428535,"teacher_disagreement_score":0.9257008,"about_ca_system_score_codex":0.00007094714,"about_ca_system_score_gemma":0.000012032678,"threshold_uncertainty_score":0.7125648},"labels":[],"label_agreement":null},{"id":"W2009410075","doi":"10.2118/65517-ms","title":"Inflow Analysis and Optimization of Slotted Liners","year":2000,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inflow; Outflow; Characterization (materials science); Marine engineering; Petroleum engineering; Environmental science; Mechanical engineering; Computer science; Geology; Engineering; Materials science; Nanotechnology","score_opus":0.0022218763409729532,"score_gpt":0.15830331558207933,"score_spread":0.15608143924110637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2009410075","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25382257,0.000119199794,0.73374635,0.0000075629746,0.00002560015,0.00002363749,0.0000015954575,0.00025042423,0.012003036],"genre_scores_gemma":[0.9791696,0.00021835814,0.02023256,0.000005189229,0.0000111903555,8.2462344e-7,0.0000073154997,0.000008425651,0.00034655127],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99977285,0.0000017436064,0.00008833432,0.000044439545,0.00003533512,0.000057312143],"domain_scores_gemma":[0.99989283,0.000009472955,0.000003830039,0.000062188614,0.000007933348,0.000023718969],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000262097,0.00004520432,0.00008524957,0.00009645004,0.000006122181,0.0000058711757,0.000020391664,0.000024908246,0.0003113489],"category_scores_gemma":[0.0000024660897,0.000043644093,0.00002305499,0.00032825934,0.0000055993864,0.00003631957,0.0000017427742,0.0000246153,0.0000026200778],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.034662e-7,0.0000014623578,0.00037436394,0.000010734111,0.00008682629,1.5358258e-7,0.00003196151,0.992841,0.00020044764,0.000009807335,0.000019293273,0.006423354],"study_design_scores_gemma":[0.00006141568,0.000003261482,0.0006695381,0.0000035328644,0.000056629666,2.40804e-7,0.0000035128994,0.99742126,0.0014682263,0.0000018444373,0.00025951443,0.0000510434],"about_ca_topic_score_codex":0.000015997743,"about_ca_topic_score_gemma":0.0000031875588,"teacher_disagreement_score":0.72534704,"about_ca_system_score_codex":0.000003846441,"about_ca_system_score_gemma":8.9599206e-7,"threshold_uncertainty_score":0.34090522},"labels":[],"label_agreement":null},{"id":"W2010226577","doi":"10.2118/166841-ms","title":"Hybrid Drill Bit For Horizontal Drilling In Highly Interbedded Formations Of Timano-Pechora Arctic Fields","year":2013,"lang":"en","type":"article","venue":"SPE Arctic and Extreme Environments Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Directional drilling; Geology; Measurement while drilling; Submarine pipeline; Drill; Hydrocarbon exploration; Mining engineering; Engineering; Tectonics; Geotechnical engineering; Mechanical engineering; Seismology","score_opus":0.014357884456431613,"score_gpt":0.19497416791591957,"score_spread":0.18061628345948796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010226577","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7220179,0.00012651566,0.27665183,0.00012583724,0.00006334603,0.00034546253,0.000007413379,0.000070304486,0.0005914323],"genre_scores_gemma":[0.99671286,0.0005968868,0.0025012363,0.000019331688,0.000025237703,0.000067978,0.000031111806,0.00001626891,0.000029073275],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922985,0.0000073723445,0.00029240755,0.0001701501,0.000088625675,0.00021162455],"domain_scores_gemma":[0.9997125,0.0000527423,0.000032966494,0.000120968085,0.000010467806,0.00007035471],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008510451,0.00014354683,0.00018941413,0.000095819,0.000039961997,0.00003112116,0.00005624275,0.00008225507,0.000047635745],"category_scores_gemma":[0.000020350328,0.00014243333,0.00003791582,0.000044540866,0.000062636216,0.00027918423,0.000032287648,0.00014896599,0.000008219734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016483046,0.00060787966,0.019769674,0.0035249821,0.00026368862,0.000017265025,0.00204845,0.044745818,0.7199909,0.014981216,0.00092456385,0.19296071],"study_design_scores_gemma":[0.0031697268,0.0008349532,0.038861487,0.0017516203,0.00014454206,0.000068941314,0.00054734066,0.83440834,0.062015187,0.05477485,0.0020446463,0.0013783774],"about_ca_topic_score_codex":0.00006201278,"about_ca_topic_score_gemma":0.000012866671,"teacher_disagreement_score":0.78966254,"about_ca_system_score_codex":0.00004530517,"about_ca_system_score_gemma":0.0000032538373,"threshold_uncertainty_score":0.5808263},"labels":[],"label_agreement":null},{"id":"W2010686212","doi":"10.2118/166131-ms","title":"Propagation Measurements for Acoustic Downhole Telemetry Systems","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"University of California, San Diego; University of Jordan; Texas A and M University; University of Utah","keywords":"Acoustics; Attenuation; Harmonics; Acoustic attenuation; SIGNAL (programming language); Acoustic wave; Engineering; Computer science; Physics; Electrical engineering; Optics","score_opus":0.024340942248453144,"score_gpt":0.22823614136239026,"score_spread":0.2038951991139371,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010686212","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11877688,0.0002908272,0.874668,0.000085280095,0.00034652188,0.0010014895,0.000043338594,0.00085341226,0.003934222],"genre_scores_gemma":[0.99879026,0.00004345734,0.0007519228,0.000009615619,0.00011025904,0.00017705155,0.000038013484,0.000018998891,0.0000604173],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999322,0.000007245311,0.00018987464,0.00015013179,0.00012694603,0.0002038314],"domain_scores_gemma":[0.999646,0.00002345534,0.000019569976,0.0001012208,0.00013879448,0.00007097852],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013646229,0.000121172474,0.0001330099,0.00006253989,0.000051771152,0.00008529183,0.00005497175,0.00010525592,0.000021274507],"category_scores_gemma":[0.000037209247,0.00011238437,0.000023501123,0.00008351832,0.000022279984,0.00025951714,0.000012191151,0.000103501305,0.000034858065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017384255,0.00006972351,0.0002329052,0.0012810954,0.000058116777,0.0000023054158,0.00017597206,0.117573544,0.8318682,0.0036503093,0.0147178145,0.03035265],"study_design_scores_gemma":[0.00094797736,0.00033517528,0.0023231816,0.0006234332,0.00007186747,0.000037294765,0.00042024642,0.95724833,0.031919423,0.0028063636,0.002421011,0.0008456957],"about_ca_topic_score_codex":0.000019047604,"about_ca_topic_score_gemma":0.000002822176,"teacher_disagreement_score":0.8800134,"about_ca_system_score_codex":0.000033360233,"about_ca_system_score_gemma":0.000007814845,"threshold_uncertainty_score":0.45829016},"labels":[],"label_agreement":null},{"id":"W2010841560","doi":"10.2118/109722-ms","title":"Aluminium Alloy Tubulars—Assessment for Ultralong Well Construction","year":2007,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Research & Development Corporation","funders":"","keywords":"Drilling; Drill string; Drill; Borehole; Drill pipe; Drag; Petroleum engineering; Boom; Geology; Displacement (psychology); Submarine pipeline; Well drilling; Mining engineering; Engineering; Geotechnical engineering; Mechanical engineering; Oceanography","score_opus":0.010480833900686163,"score_gpt":0.24710753389653436,"score_spread":0.2366266999958482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010841560","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13591017,0.00007692323,0.85165256,0.0001279409,0.0003595883,0.00031418464,0.000039102706,0.00074371335,0.010775833],"genre_scores_gemma":[0.9833143,0.00015883583,0.01618335,0.000032578115,0.0001695475,0.000017759468,0.000058023743,0.000022130911,0.00004352581],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991479,0.000005455848,0.00024310598,0.00019550782,0.000114002396,0.0002940247],"domain_scores_gemma":[0.99962646,0.000061349194,0.000022176666,0.00011538224,0.000073072646,0.00010157817],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030014632,0.00015030417,0.00016070645,0.00008284477,0.00006509714,0.00004131952,0.00005927753,0.00015566182,0.000027085192],"category_scores_gemma":[0.00001482002,0.00015581815,0.000051693412,0.00009229794,0.0000645579,0.00018195671,0.000013253391,0.00018656378,0.000008712061],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013609637,0.00014979987,0.0014694275,0.000832551,0.00011874399,0.000038161128,0.00043421963,0.015787292,0.715127,0.13094306,0.008838892,0.12612478],"study_design_scores_gemma":[0.0057012644,0.0019916622,0.038296923,0.0013562575,0.0003455136,0.0005866734,0.0035804533,0.27553555,0.48844942,0.04228705,0.13769089,0.0041783503],"about_ca_topic_score_codex":0.0000067032233,"about_ca_topic_score_gemma":0.000016252654,"teacher_disagreement_score":0.84740406,"about_ca_system_score_codex":0.000041673557,"about_ca_system_score_gemma":0.000012132952,"threshold_uncertainty_score":0.635408},"labels":[],"label_agreement":null},{"id":"W2010852696","doi":"10.2118/128376-ms","title":"A New Criteria to Predict Stuck Pipe Occurrence","year":2010,"lang":"en","type":"article","venue":"North Africa Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Drilling; Viscosity; Drilling fluid; Oil viscosity; Environmental science; Engineering; Geology; Geotechnical engineering; Forensic engineering; Mechanical engineering; Materials science","score_opus":0.01951910293802991,"score_gpt":0.22694018294532609,"score_spread":0.20742108000729617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010852696","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5071561,0.000104987994,0.47924927,0.00020571538,0.0007233258,0.0003554376,0.00008468393,0.0018746578,0.010245839],"genre_scores_gemma":[0.9949695,0.000043687192,0.0047099404,0.000024920808,0.00014470525,0.000027412163,0.000025352216,0.000014261065,0.00004025721],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99914336,0.000005448286,0.00019197063,0.00023266688,0.0001421943,0.00028436005],"domain_scores_gemma":[0.9993965,0.0000309564,0.000013791241,0.00021470735,0.000044276574,0.0002997446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008075899,0.00016789767,0.00016394582,0.00009276442,0.000051868297,0.00008114453,0.00013403657,0.00011935661,0.0001230722],"category_scores_gemma":[0.00005553103,0.00016677163,0.000032314972,0.00022121263,0.000024901967,0.00013897692,0.000041680876,0.00036860586,0.000051632218],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007625695,0.000120193035,0.0063780225,0.0004626359,0.0000496192,0.000043326294,0.0016897633,0.0061700726,0.5645577,0.004596916,0.07888414,0.3369714],"study_design_scores_gemma":[0.0033530646,0.0018263572,0.14546077,0.0013723839,0.00027566103,0.00026892888,0.00022038078,0.28104264,0.049717177,0.009245953,0.5015296,0.0056870976],"about_ca_topic_score_codex":0.0000107478845,"about_ca_topic_score_gemma":0.000104161234,"teacher_disagreement_score":0.5148405,"about_ca_system_score_codex":0.0000119821025,"about_ca_system_score_gemma":0.000023999411,"threshold_uncertainty_score":0.68007493},"labels":[],"label_agreement":null},{"id":"W2010936992","doi":"10.1109/oceans.2003.178606","title":"Transport properties of offshore discharged synthetic based drilling cuttings","year":2003,"lang":"en","type":"article","venue":"Oceans 2003. Celebrating the Past ... Teaming Toward the Future (IEEE Cat. No.03CH37492)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Settling; Drilling fluid; Cutting; Flocculation; Drill cuttings; Salinity; Shear (geology); Shear stress; Steady state (chemistry); Drilling; Petroleum engineering; Geotechnical engineering; Geology; Materials science; Environmental engineering; Chemistry; Environmental science; Composite material; Botany; Oceanography","score_opus":0.007601547199489509,"score_gpt":0.17231230373125936,"score_spread":0.16471075653176984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010936992","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9066164,0.0024976935,0.07416107,0.0013035346,0.007016934,0.0015797374,0.00007322307,0.0018351479,0.0049162866],"genre_scores_gemma":[0.98952395,0.0001484717,0.007890003,0.00016776274,0.0013601979,0.00007736444,0.000022769469,0.00030201938,0.00050746545],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9962116,0.00024742007,0.0010510873,0.0006244793,0.0007139201,0.0011514879],"domain_scores_gemma":[0.9977702,0.00020429198,0.0002684283,0.0011870019,0.00037031414,0.00019975229],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015356506,0.00087963097,0.0007904416,0.0001942588,0.0006107393,0.00012885842,0.0010528208,0.0002982691,0.000053231408],"category_scores_gemma":[0.00027745633,0.0005727927,0.0003563695,0.0011376984,0.00027494776,0.00022463051,0.000031400745,0.0010135908,0.00005123433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048773683,0.00015204164,0.0025856432,0.0017170949,0.00043360915,0.000019419256,0.01590775,0.86115295,0.11171362,0.0009906365,0.00364751,0.0016309485],"study_design_scores_gemma":[0.0010010699,0.0001174572,0.0002778017,0.0015427852,0.00044527074,0.00007590309,0.00520258,0.8183377,0.14357604,0.000072229035,0.02763945,0.0017117057],"about_ca_topic_score_codex":0.000026132575,"about_ca_topic_score_gemma":0.000017684333,"teacher_disagreement_score":0.082907565,"about_ca_system_score_codex":0.00014617156,"about_ca_system_score_gemma":0.00015587518,"threshold_uncertainty_score":0.99967235},"labels":[],"label_agreement":null},{"id":"W2011221338","doi":"10.2118/128926-ms","title":"Improved Drilling Performance and Economics Using Hybrid Coiled Tubing Unit on the Chittim Ranch, West Texas","year":2010,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Drilling; Coring; Casing; Drill; Petroleum engineering; Drilling rig; Engineering; Measurement while drilling; Marine engineering; Mechanical engineering","score_opus":0.015018211075768027,"score_gpt":0.19193893758913885,"score_spread":0.17692072651337082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011221338","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98460144,0.00010550488,0.012759207,0.00008721208,0.0007558323,0.00021196288,0.000016066131,0.0002547017,0.0012080983],"genre_scores_gemma":[0.9973852,0.0012724848,0.000759715,0.00006374034,0.00038847426,0.000009670217,0.000028995555,0.000063007,0.000028696915],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876684,0.000018011468,0.0003418719,0.00034691783,0.00010129181,0.00042508135],"domain_scores_gemma":[0.99928886,0.00015044711,0.00007267736,0.00029352677,0.000062541876,0.00013195824],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003560569,0.0003375729,0.00029344548,0.00013786976,0.00034043708,0.00029136715,0.00013016972,0.00013567501,0.00003666565],"category_scores_gemma":[0.000036184356,0.00029938307,0.000053250125,0.00010577082,0.00010977455,0.00031631603,0.000037526544,0.0006183888,0.000016172768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000809052,0.0000511461,0.0040374245,0.0005749335,0.00017769194,0.000012210774,0.0017754721,0.66095555,0.26033592,0.005409824,0.000055748915,0.066533186],"study_design_scores_gemma":[0.00039059581,0.00004339774,0.0006000174,0.00029399904,0.000031968022,0.000040216288,0.000092049784,0.95934546,0.03779146,0.00029824354,0.0006727736,0.00039980674],"about_ca_topic_score_codex":0.00003393554,"about_ca_topic_score_gemma":0.000032867316,"teacher_disagreement_score":0.2983899,"about_ca_system_score_codex":0.00002829692,"about_ca_system_score_gemma":0.000027892193,"threshold_uncertainty_score":0.9999458},"labels":[],"label_agreement":null},{"id":"W2011230752","doi":"10.2118/0707-0078-jpt","title":"Evaluation of the Potential for Gas and CO2 Leakage Along Wellbores","year":2007,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fossil fuel; Natural gas; Greenhouse gas; Environmental science; Leakage (economics); Waste management; Petroleum engineering; Leak; Enhanced oil recovery; Engineering; Environmental engineering; Geology","score_opus":0.006501426636943989,"score_gpt":0.22259653896412082,"score_spread":0.21609511232717682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011230752","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.883856,0.0016706992,0.1135154,0.00020445834,0.0005035703,0.000050787337,0.000001518893,0.00003701326,0.00016056887],"genre_scores_gemma":[0.99848104,0.00007713974,0.0013114437,0.000003889723,0.00010194261,0.000001305548,1.8609873e-7,0.000014433384,0.000008630267],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927765,0.000008789243,0.00029518877,0.000047363657,0.0002276472,0.00014337376],"domain_scores_gemma":[0.99956346,0.000036880836,0.00010782713,0.0001028083,0.00016678333,0.000022225606],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013042515,0.00007123645,0.00015130374,0.00025904214,0.000027893237,0.000005726453,0.00013591473,0.000110565226,0.0000029754738],"category_scores_gemma":[0.00013558558,0.000053902753,0.0000646345,0.00011700431,0.00004842383,0.00004400335,0.000016902652,0.0001945662,2.9243242e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020596024,0.000019539637,0.001275695,0.00006850465,0.00014896844,0.0000054463926,0.000053410033,0.80885684,0.119821265,0.0008431553,0.00030262614,0.06858392],"study_design_scores_gemma":[0.002135014,0.0002669738,0.0085876845,0.00016030666,0.0004184017,0.00042269175,0.00036267404,0.7607975,0.21594758,0.0067873965,0.003924501,0.00018925675],"about_ca_topic_score_codex":0.0000013565699,"about_ca_topic_score_gemma":0.0000092688415,"teacher_disagreement_score":0.114625044,"about_ca_system_score_codex":0.000046680583,"about_ca_system_score_gemma":0.000018638488,"threshold_uncertainty_score":0.21980906},"labels":[],"label_agreement":null},{"id":"W2011344315","doi":"10.1016/j.jnnfm.2004.01.008","title":"Upper bounds on the slump length in plug cementing of near-horizontal wells","year":2004,"lang":"en","type":"article","venue":"Journal of Non-Newtonian Fluid Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Slumping; Slump; Spark plug; Geotechnical engineering; Geology; Buoyancy; Mechanics; Flow (mathematics); Plug flow; Yield (engineering); Cement; Materials science; Engineering; Composite material; Physics; Mechanical engineering; Geomorphology","score_opus":0.006079314840932744,"score_gpt":0.18984085759846012,"score_spread":0.18376154275752737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011344315","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93729997,0.00044333012,0.05817628,0.00031597784,0.0017836357,0.0001597535,0.0000054399234,0.00004904473,0.0017665662],"genre_scores_gemma":[0.9953346,0.00028805496,0.003992932,0.00005547186,0.00022700902,0.0000020582377,7.7863416e-7,0.00006209169,0.00003699942],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99840885,0.00001898036,0.00068888,0.00011671257,0.00039429683,0.00037227277],"domain_scores_gemma":[0.99938476,0.00007605979,0.00014444655,0.00022381455,0.00006765488,0.000103256534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00073036173,0.00022477118,0.00035852258,0.0002056655,0.000067833134,0.000060235616,0.00032815698,0.00011627273,0.000038433584],"category_scores_gemma":[0.000056586116,0.00018022658,0.00019350907,0.00029811703,0.000016370417,0.00016267173,0.00003233753,0.0005824907,0.000019180747],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030973602,0.00008277037,0.000061985644,0.0000917264,0.00011759498,0.000055971363,0.0009155308,0.88762563,0.105830275,0.0024769453,0.0002010762,0.002509529],"study_design_scores_gemma":[0.0019562705,0.000594698,0.00032524203,0.0012472618,0.000062121195,0.000111880516,0.00042235604,0.860409,0.12692395,0.0013130012,0.0062089465,0.0004252181],"about_ca_topic_score_codex":0.000022127946,"about_ca_topic_score_gemma":0.000009534179,"teacher_disagreement_score":0.058034632,"about_ca_system_score_codex":0.0002419007,"about_ca_system_score_gemma":0.000088393535,"threshold_uncertainty_score":0.7349426},"labels":[],"label_agreement":null},{"id":"W2011612582","doi":"10.1190/1.3657072","title":"The need for an interpretation strategy","year":2011,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Interpretation (philosophy); Computer science; Epistemology; Philosophy; Programming language","score_opus":0.039537745583319885,"score_gpt":0.23955407099993611,"score_spread":0.20001632541661624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011612582","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18996663,0.00085994805,0.72802615,0.00008100122,0.0029008437,0.00047595368,0.000005042951,0.001345414,0.076339],"genre_scores_gemma":[0.9990008,0.000017783814,0.00028165942,0.000014692014,0.00014752625,0.000023579016,0.0000021613996,0.000027447511,0.0004843895],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996511,0.000009034036,0.00008711832,0.00005664993,0.000034577777,0.00016152253],"domain_scores_gemma":[0.99969846,0.00008627743,0.00001047204,0.00016686963,0.000013193683,0.00002471788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002075827,0.00007126497,0.0000553319,0.000018003724,0.00010260137,0.000040865216,0.00017211061,0.000027407958,0.0000025664317],"category_scores_gemma":[0.000015347608,0.000043628548,0.000030071977,0.00005013575,0.000018526924,0.000078336896,0.00000588214,0.00008683859,0.00003770151],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006634335,0.000020930085,0.000070377144,0.000119844306,0.00015169423,0.0000010593118,0.018845186,0.6278884,0.01572847,0.028354125,0.008773574,0.29998004],"study_design_scores_gemma":[0.00009940654,0.000050606755,0.0001448929,0.000020992,0.000015165934,0.0000023572666,0.0002701324,0.982206,0.0072973836,0.0022942508,0.0074857557,0.0001130911],"about_ca_topic_score_codex":0.0000058624546,"about_ca_topic_score_gemma":0.000011804508,"teacher_disagreement_score":0.8090341,"about_ca_system_score_codex":0.000015716572,"about_ca_system_score_gemma":0.0000032126914,"threshold_uncertainty_score":0.17791206},"labels":[],"label_agreement":null},{"id":"W2011653148","doi":"10.2118/150941-ms","title":"Advanced Drilling Simulation Environment for Testing New Drilling Automation Techniques","year":2012,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Automation; Drilling; Measurement while drilling; Process (computing); Computer science; Drilling rig; Process automation system; Drilling fluid; Simulation; Engineering; Embedded system; Mechanical engineering; Operating system","score_opus":0.028570108670236294,"score_gpt":0.23920703250253533,"score_spread":0.21063692383229904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011653148","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11266565,0.00080018217,0.88395244,0.000037686295,0.0004282444,0.0004536147,0.000010254689,0.0011384672,0.0005134869],"genre_scores_gemma":[0.9121686,0.00046522057,0.086403236,0.000025825155,0.0006504451,0.00005443715,0.00010577753,0.000077835575,0.000048631005],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983783,0.000017623193,0.0004692661,0.00031662823,0.00023014899,0.00058806734],"domain_scores_gemma":[0.9991353,0.000259408,0.00010533446,0.000205605,0.00007695018,0.00021738817],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00038215108,0.0003447041,0.00030362094,0.00018729019,0.00022990577,0.00014165543,0.0000906347,0.00020181935,0.000017791823],"category_scores_gemma":[0.00009647581,0.00038369966,0.000076546996,0.00015822457,0.000030285528,0.0007828872,0.00002543426,0.00019962505,0.000020287276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008245423,0.000013209872,0.00025807592,0.00017534943,0.00001935364,3.845505e-7,0.00060879544,0.8084226,0.041063398,0.00038936693,0.000028828525,0.14901236],"study_design_scores_gemma":[0.00033665332,0.000059488888,0.00031043083,0.00052552315,0.000048579637,0.000005805879,0.00012545456,0.9534749,0.037054084,0.0010181826,0.0065400843,0.0005008137],"about_ca_topic_score_codex":0.000012951365,"about_ca_topic_score_gemma":0.0000020012274,"teacher_disagreement_score":0.79950297,"about_ca_system_score_codex":0.00012448209,"about_ca_system_score_gemma":0.000019891218,"threshold_uncertainty_score":0.9998615},"labels":[],"label_agreement":null},{"id":"W2011702320","doi":"10.2118/83979-ms","title":"Safely Improving Production Performance through Improved Sand Management","year":2003,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Production (economics); Erosion; Grading (engineering); Revenue; Risk management; Risk analysis (engineering); Computer science; Environmental science; Civil engineering; Engineering; Business; Geology","score_opus":0.005444595044180466,"score_gpt":0.1653070138983377,"score_spread":0.15986241885415725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011702320","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2858844,0.0005341098,0.34529415,0.000024575465,0.0027497106,0.0003908578,6.608746e-7,0.0017616643,0.36335987],"genre_scores_gemma":[0.98019034,0.00032257265,0.016826242,0.000013595266,0.00008014,0.000020444937,0.0000016045609,0.000035535544,0.0025095444],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993602,0.000004064354,0.00014397917,0.00016417628,0.00007720666,0.00025035325],"domain_scores_gemma":[0.99974257,0.000004440696,0.000010838817,0.00019752444,0.000012717709,0.00003194024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010736421,0.00013439034,0.000091171445,0.000041904317,0.000055931516,0.000027232789,0.00005865997,0.000037103022,0.00003455495],"category_scores_gemma":[0.000006830003,0.00012874506,0.000027791231,0.00013813957,0.000008133544,0.00021505382,0.000009147438,0.00009746288,0.00003137733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005082788,0.000023633034,0.00026112344,0.0008671759,0.00009159431,0.0000031442798,0.00027213185,0.890972,0.039542694,0.0024902332,0.00075796904,0.06471322],"study_design_scores_gemma":[0.0004667566,0.00004113169,0.00056181184,0.00007102449,0.00003602936,0.000022094633,0.00012259439,0.56912136,0.36848283,0.0001329953,0.06035249,0.00058889494],"about_ca_topic_score_codex":0.000003339074,"about_ca_topic_score_gemma":7.601731e-7,"teacher_disagreement_score":0.6943059,"about_ca_system_score_codex":0.00004840296,"about_ca_system_score_gemma":0.000003062126,"threshold_uncertainty_score":0.52500707},"labels":[],"label_agreement":null},{"id":"W2011786258","doi":"10.2118/132050-ms","title":"Managed Pressure Drilling Micro Flux Technology Allows Safer Drilling in Highly Sour Reservoirs","year":2010,"lang":"en","type":"article","venue":"International Oil and Gas Conference and Exhibition in China","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Sour gas; Petroleum engineering; Measurement while drilling; Underbalanced drilling; Drill; SAFER; Drilling fluid; Engineering; Drilling engineering; High pressure; Natural gas; Mechanical engineering; Computer science; Waste management","score_opus":0.005753105918327698,"score_gpt":0.20218885973629655,"score_spread":0.19643575381796885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2011786258","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9891655,0.0003024973,0.0017585158,0.0014635127,0.0005923133,0.000035144683,0.000010670473,0.00013432118,0.0065375688],"genre_scores_gemma":[0.99725574,0.0010677148,0.00092099287,0.000025749634,0.00011217669,0.000019315888,0.000024706496,0.000018904288,0.0005546689],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917156,0.000009112425,0.00025974796,0.00023477926,0.000112922986,0.00021186749],"domain_scores_gemma":[0.9997457,0.00003627416,0.000026526239,0.00010370942,0.000038343456,0.00004943463],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016462707,0.00016027829,0.00016878077,0.00039672962,0.000043465712,0.00008220836,0.0001286035,0.0001669622,0.00004432969],"category_scores_gemma":[0.000031491327,0.0001663457,0.000023337498,0.00013414152,0.00005177102,0.00020250557,0.000046083675,0.00050511083,0.000005205651],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011981219,0.00014396639,0.059989907,0.0007465254,0.0002116641,0.00019795405,0.004613988,0.43797913,0.29650775,0.038288742,0.00042810867,0.16077246],"study_design_scores_gemma":[0.002046225,0.00004331939,0.022992292,0.0010885302,0.000022628388,0.00009402705,0.00040522544,0.9005938,0.015213887,0.023484854,0.0332005,0.0008146879],"about_ca_topic_score_codex":0.00007834822,"about_ca_topic_score_gemma":0.00032981223,"teacher_disagreement_score":0.4626147,"about_ca_system_score_codex":0.000015418236,"about_ca_system_score_gemma":0.000008330673,"threshold_uncertainty_score":0.67833805},"labels":[],"label_agreement":null},{"id":"W2012175106","doi":"10.2118/130689-ms","title":"Selective Fracturing of a Series of Perforations in a Horizontal Well Using a Resettable Straddle System","year":2010,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Straddle; Geology; Borehole; Petroleum engineering; Geotechnical engineering; Engineering","score_opus":0.010420156393396166,"score_gpt":0.21592724930071433,"score_spread":0.20550709290731817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012175106","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9848372,0.00018210932,0.012733338,0.0000077515715,0.00022756842,0.00013097143,0.000013789789,0.00006767269,0.0017996186],"genre_scores_gemma":[0.9992486,0.00007966166,0.0005445096,6.342747e-7,0.000047216643,0.000009414461,0.000019737246,0.000016853413,0.000033361954],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915546,0.000024977504,0.0003865903,0.00016988955,0.00009612929,0.00016696844],"domain_scores_gemma":[0.99965733,0.000029944515,0.0000847618,0.000102349426,0.00007854756,0.000047052356],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023182885,0.00014261832,0.00025189627,0.0002077656,0.000058783626,0.000049024726,0.000044961052,0.00010555389,0.000028998884],"category_scores_gemma":[0.000015307998,0.00015509869,0.00005690767,0.00016427503,0.000054529417,0.00035329658,0.000021834048,0.00024942594,0.0000013418182],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015423568,0.00018025661,0.009737166,0.0053283456,0.00015310403,0.000010668139,0.004416663,0.0812654,0.88279617,0.009035299,0.00004896137,0.0068737087],"study_design_scores_gemma":[0.0009415339,0.00022215518,0.0025916472,0.002995525,0.000041055202,0.000050681505,0.0039427797,0.7519899,0.23643409,0.00044239714,0.0000563631,0.00029188205],"about_ca_topic_score_codex":0.00040362688,"about_ca_topic_score_gemma":0.0003062536,"teacher_disagreement_score":0.6707245,"about_ca_system_score_codex":0.000028728846,"about_ca_system_score_gemma":0.000016740549,"threshold_uncertainty_score":0.6324741},"labels":[],"label_agreement":null},{"id":"W2012269578","doi":"10.2118/163463-ms","title":"Extended Reach Drilling - new solution with a unique potential","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Petrobras; Shell Canada","keywords":"Drill string; Drilling; Drill; RDM; String (physics); Engineering; Drilling fluid; Piston (optics); Mechanical engineering; Torque; Underbalanced drilling; Flow (mathematics); Petroleum engineering; Computer science; Mechanics; Physics","score_opus":0.0034790506540491126,"score_gpt":0.152612087444621,"score_spread":0.14913303679057188,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2012269578","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.039984114,0.0001114495,0.9446559,0.0000737786,0.00020715938,0.00012629082,3.057605e-7,0.0011700854,0.013670927],"genre_scores_gemma":[0.97180617,0.00003598678,0.025913447,0.000018832783,0.00017336264,0.000011518427,0.0000061690903,0.000044314314,0.0019902207],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938405,0.000004537558,0.00012155307,0.00012362283,0.00010272845,0.0002634942],"domain_scores_gemma":[0.9996811,0.000008741918,0.000009394791,0.00015676969,0.000024356803,0.0001196021],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000042685315,0.00013594385,0.000107990716,0.00006565533,0.00003472591,0.000055020446,0.00007293951,0.00006443653,0.00016835248],"category_scores_gemma":[0.0000033714655,0.000113661496,0.000030229261,0.00011632231,0.000009043814,0.00019030285,0.000009840595,0.00013060123,0.00013801237],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002888335,0.000008098108,0.000026747522,0.00003228979,0.000044923498,0.0000051798356,0.000106209925,0.94625837,0.03091198,0.0006482474,0.0047806175,0.017174477],"study_design_scores_gemma":[0.00024859217,0.000027551938,0.00051039865,0.00004111664,0.000012086277,0.000024091087,0.000026288244,0.9858092,0.010741757,0.00036078648,0.0019590496,0.00023909679],"about_ca_topic_score_codex":0.000313907,"about_ca_topic_score_gemma":0.000011502548,"teacher_disagreement_score":0.93182206,"about_ca_system_score_codex":0.000035693924,"about_ca_system_score_gemma":0.000012948841,"threshold_uncertainty_score":0.46349815},"labels":[],"label_agreement":null},{"id":"W2013477298","doi":"10.2118/137134-ms","title":"Two Issues in Wellbore Heat Flow Modeling along with the Prediction of Casing Temperature in the Steam Injection Wells","year":2010,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Exhibition and Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Alberta Innovates - Technology Futures","keywords":"Casing; Wellbore; Heat transfer; Petroleum engineering; Steam injection; Work (physics); Mechanics; Thermal; Flow (mathematics); Isothermal process; Discretization; Thermodynamics; Mechanical engineering; Engineering; Mathematics","score_opus":0.006151467683824223,"score_gpt":0.20260391456445986,"score_spread":0.19645244688063565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2013477298","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9906002,0.00010440213,0.005987881,0.00046627197,0.00032645985,0.00008946966,0.000014004639,0.000051253508,0.0023600138],"genre_scores_gemma":[0.9993746,0.00017213996,0.00016987376,0.00004349909,0.00014303738,0.000021791844,0.00003307551,0.000012826314,0.000029153542],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992869,0.000022061715,0.00020427362,0.00014161167,0.00020785035,0.00013732177],"domain_scores_gemma":[0.9997347,0.000042804495,0.000021082486,0.00011525567,0.000063280386,0.00002290366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021449525,0.00012374853,0.00010773595,0.00013950064,0.000046767098,0.00007881829,0.000115964904,0.000064551714,0.000017244063],"category_scores_gemma":[0.000011274156,0.00008452741,0.000022989016,0.00012691655,0.000038657265,0.00021326482,0.000011842342,0.00045118597,0.0000013718419],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016356049,0.000014617378,0.0035665063,0.00001945989,0.000010919644,0.0000029396138,0.0012105188,0.97937375,0.014105549,0.0010754312,0.000042417527,0.00056150765],"study_design_scores_gemma":[0.0004336877,0.000031033742,0.0054656826,0.00016505943,0.000005616257,0.000034359862,0.0013590704,0.99061304,0.0014267026,0.00015241407,0.000225833,0.000087478365],"about_ca_topic_score_codex":0.00041444064,"about_ca_topic_score_gemma":0.0012801291,"teacher_disagreement_score":0.012678847,"about_ca_system_score_codex":0.00003709941,"about_ca_system_score_gemma":0.00001710697,"threshold_uncertainty_score":0.3446928},"labels":[],"label_agreement":null},{"id":"W2014270139","doi":"10.2118/121716-pa","title":"Rheological Properties of a New Class of Viscoelastic Surfactant","year":2010,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Crisman Institute for Petroleum Research, Texas A and M University; University of Ottawa; Saudi Aramco; Texas A and M University","keywords":"Pulmonary surfactant; Chemistry; Viscoelasticity; Rheology; Chemical engineering; Viscosity; Solvent; Dilution; Polymer; Inorganic chemistry; Organic chemistry; Materials science; Composite material; Thermodynamics","score_opus":0.016092089701122178,"score_gpt":0.20241225722290138,"score_spread":0.1863201675217792,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014270139","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9344652,0.00014492779,0.06240757,0.00033379343,0.0014964116,0.00015207294,0.0000029636026,0.0001760532,0.0008210038],"genre_scores_gemma":[0.98001915,0.000035428322,0.01896998,0.0000018102733,0.00019588458,0.000005838726,0.0000030966153,0.000014037523,0.00075478875],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994791,0.0000060512293,0.00021914004,0.00010926504,0.00008746194,0.00009897525],"domain_scores_gemma":[0.99969083,0.0000048509055,0.0000139327885,0.00017721661,0.000073745134,0.00003940395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008142277,0.000082729115,0.00012539476,0.00006215932,0.000032906337,0.000011226422,0.00006305911,0.000050280934,0.00008754623],"category_scores_gemma":[0.00009893961,0.00006931463,0.000032108233,0.00014675711,0.00004703464,0.00010616821,0.000010399735,0.00016104993,0.000014152173],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015903968,0.000011827976,0.000062556705,0.000025972351,0.000008862303,6.1167896e-8,0.00021593053,0.5777171,0.42099652,0.00052639435,0.00010526456,0.0003279249],"study_design_scores_gemma":[0.00011475582,0.00003899203,0.0003747182,0.000044765904,0.000020219117,0.000012041991,0.00007407254,0.3644172,0.63256377,0.000046825073,0.0021542823,0.0001383976],"about_ca_topic_score_codex":0.000023087227,"about_ca_topic_score_gemma":0.000055760338,"teacher_disagreement_score":0.21329992,"about_ca_system_score_codex":0.000008227507,"about_ca_system_score_gemma":0.000032758126,"threshold_uncertainty_score":0.28265688},"labels":[],"label_agreement":null},{"id":"W2014451242","doi":"10.2118/110040-pa","title":"Different Methods To Avoid Annular Pressure Buildup by Appropriate Engineered Sealant and Applying Best Practices (Cementing and Drilling)","year":2009,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve","funders":"","keywords":"Annulus (botany); Petroleum engineering; Cement; Casing; Completion (oil and gas wells); Drilling; Wellbore; Slurry; Injection well; Coiled tubing; Engineering; Geotechnical engineering; Mechanical engineering; Materials science; Composite material; Environmental engineering","score_opus":0.022389738998519888,"score_gpt":0.28384341073363734,"score_spread":0.26145367173511747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014451242","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3239867,0.004766749,0.6691244,0.00018327504,0.00043234002,0.0005549659,0.000022952197,0.0005860125,0.00034255322],"genre_scores_gemma":[0.9414846,0.0010323322,0.056824923,0.000056750727,0.0003106061,0.000037397436,0.000073446485,0.000081154016,0.000098845536],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99812704,0.000070081085,0.0004441741,0.0005185569,0.0002775053,0.0005626539],"domain_scores_gemma":[0.9990667,0.00019573736,0.00013811802,0.0002866197,0.000060861534,0.0002519274],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000596182,0.0004302634,0.00047530158,0.00020144814,0.00022311842,0.00025818817,0.00014809507,0.0001441762,0.000008287307],"category_scores_gemma":[0.00015294991,0.00043867616,0.000057632475,0.00021926514,0.00002253978,0.00022691247,0.00005584209,0.0003912325,0.0000073935107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024864472,0.000053953532,0.00052163604,0.0005221864,0.00016089407,0.000005476304,0.0009821688,0.52453166,0.41577518,0.00035619858,0.00021105546,0.056854725],"study_design_scores_gemma":[0.00045831647,0.00012607161,0.0008968554,0.00036343865,0.00014874472,0.000022845881,0.00012356973,0.92392707,0.022818793,0.00026346833,0.05018186,0.00066899176],"about_ca_topic_score_codex":0.000046023233,"about_ca_topic_score_gemma":0.0000033088234,"teacher_disagreement_score":0.6174978,"about_ca_system_score_codex":0.000046563408,"about_ca_system_score_gemma":0.000004872865,"threshold_uncertainty_score":0.9998065},"labels":[],"label_agreement":null},{"id":"W2014517567","doi":"10.2118/60690-ms","title":"Fracturing Through Coiled Tubing - Recent Developments and Case Histories","year":2000,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Roundtable","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Petroleum engineering; Well stimulation; Abrasion (mechanical); Hydraulic fracturing; Work (physics); Abrasive; Fracturing fluid; Geology; Reservoir engineering; Engineering; Mechanical engineering; Petroleum","score_opus":0.011858899879210523,"score_gpt":0.20289933913747235,"score_spread":0.19104043925826183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014517567","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94618946,0.0065302867,0.011203664,0.000111197485,0.0022476001,0.00036199682,0.000015464819,0.0017237529,0.031616572],"genre_scores_gemma":[0.98012257,0.0031443504,0.007968582,0.00008136924,0.00031531136,0.0000446632,0.000031558695,0.0001870954,0.00810449],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99763674,0.00003014542,0.00056560786,0.00053100433,0.0003133935,0.0009230988],"domain_scores_gemma":[0.99909693,0.00013082054,0.000054840537,0.00043907628,0.00006000655,0.0002183356],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027342036,0.0005280356,0.00052473537,0.00013106101,0.00046848282,0.00053830905,0.00020387238,0.00019896416,0.00045396076],"category_scores_gemma":[0.00005194429,0.0005885641,0.00007156038,0.00040746847,0.00004497947,0.0015244824,0.00006586946,0.00050056924,0.00009563336],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001004538,0.00015448988,0.0026438546,0.0010566161,0.00069279707,0.0027396162,0.012180464,0.8403312,0.005492503,0.0008282651,0.0041139866,0.12966573],"study_design_scores_gemma":[0.0027174521,0.000089410256,0.00031445714,0.00085664826,0.00018383413,0.0028546387,0.0008170349,0.09234726,0.017892882,0.00075247406,0.87858903,0.002584875],"about_ca_topic_score_codex":0.0003980705,"about_ca_topic_score_gemma":0.000082826424,"teacher_disagreement_score":0.87447506,"about_ca_system_score_codex":0.0008172323,"about_ca_system_score_gemma":0.000051801522,"threshold_uncertainty_score":0.99965656},"labels":[],"label_agreement":null},{"id":"W2014662809","doi":"10.2118/2007-086","title":"Drilling Simulation Improves Field Communication and Reduces Drilling Cost in Western Canada","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada); Canadian Natural Resources; University of Calgary","funders":"","keywords":"Drilling; Petroleum engineering; Field (mathematics); Computer science; Geology; Engineering; Mechanical engineering","score_opus":0.010750246966711402,"score_gpt":0.22164581939777972,"score_spread":0.21089557243106832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014662809","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97268736,0.00027209794,0.01834369,0.00035136243,0.0006455096,0.000074187294,0.000015047678,0.00005635307,0.007554405],"genre_scores_gemma":[0.9992537,0.00012652656,0.00022160939,0.000104449355,0.00008374944,0.0000060293937,0.000034638757,0.000017887494,0.00015144539],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992004,0.00000783751,0.0002452613,0.00014229938,0.00013329308,0.00027087991],"domain_scores_gemma":[0.99941105,0.00018485948,0.000029182445,0.00012502159,0.00006726087,0.00018265733],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018550766,0.00012428341,0.00011151312,0.00023752694,0.000054902936,0.00008835771,0.0001972001,0.00006932521,0.000022091646],"category_scores_gemma":[0.00006431198,0.00015367374,0.000014090036,0.00007898703,0.000016782053,0.00016244268,0.0000121706935,0.00021648471,0.000002253873],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000040198756,0.0000019205888,0.008412781,0.000015218258,0.00001670288,0.0000117556,0.00019316806,0.98271286,0.0008761458,0.00036920368,0.000060871567,0.007325372],"study_design_scores_gemma":[0.00017617899,0.0000067637984,0.012237686,0.00014956233,0.000003344804,0.000004213997,0.00014278253,0.96928895,0.0019873725,0.00005423068,0.015741805,0.00020713007],"about_ca_topic_score_codex":0.5451791,"about_ca_topic_score_gemma":0.9771662,"teacher_disagreement_score":0.43198705,"about_ca_system_score_codex":0.00045275543,"about_ca_system_score_gemma":0.00016819111,"threshold_uncertainty_score":0.6266633},"labels":[],"label_agreement":null},{"id":"W2014741195","doi":"10.2118/80999-ms","title":"Effective and Ineffective Strategies for Mud Removal and Cement Slurry Design","year":2003,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Annulus (botany); Casing; Drilling fluid; Geology; Petroleum engineering; Geotechnical engineering; Lost circulation; Displacement (psychology); Drilling; Front (military); Mechanics; Environmental science; Materials science; Engineering; Mechanical engineering","score_opus":0.00833573401623577,"score_gpt":0.1988465003615434,"score_spread":0.19051076634530761,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014741195","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25822702,0.00092334533,0.7385936,0.000017806906,0.00018408084,0.00035396183,0.000018243063,0.0003213229,0.0013606453],"genre_scores_gemma":[0.97618854,0.00027898612,0.023264563,0.0000131630195,0.00005442426,0.00009955958,0.0000045852016,0.00005969447,0.00003647125],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989289,0.00003130148,0.00019210883,0.0003403612,0.00010654287,0.00040075276],"domain_scores_gemma":[0.99930453,0.00030226345,0.0000368793,0.00014853015,0.00003718585,0.00017060053],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021605047,0.000351847,0.0003988035,0.00013176064,0.000079668716,0.00014211483,0.00006038011,0.00006238297,0.0000038014964],"category_scores_gemma":[0.00006890883,0.0003661954,0.00003675811,0.00013544707,0.00011515485,0.00012360638,0.000023897808,0.00022243818,7.98066e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052879644,0.000027962107,0.00073079625,0.00087781815,0.00036115892,0.000026774787,0.0023383405,0.86255413,0.02465623,0.044332102,0.000084542975,0.06395728],"study_design_scores_gemma":[0.00085201097,0.0004373718,0.0026305635,0.00013754952,0.00007080667,0.000045034307,0.0013432386,0.9880522,0.002625583,0.00049596786,0.0026354822,0.0006742052],"about_ca_topic_score_codex":0.00003583097,"about_ca_topic_score_gemma":0.0000061243995,"teacher_disagreement_score":0.71796155,"about_ca_system_score_codex":0.00004816547,"about_ca_system_score_gemma":0.000024117408,"threshold_uncertainty_score":0.999879},"labels":[],"label_agreement":null},{"id":"W2014899406","doi":"10.2118/59227-ms","title":"Field Test Results for a Real-Time Intelligent Drilling Monitor","year":2000,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"GRi Simulations (Canada)","funders":"","keywords":"Computer science; Inflow; Metre; Real-time computing; Simulation; Flow measurement; Field (mathematics); Marine engineering; Engineering; Geology","score_opus":0.007514505895255486,"score_gpt":0.20874062366965104,"score_spread":0.20122611777439556,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2014899406","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17018904,0.00047638273,0.23134035,0.00049324566,0.001679645,0.0010572633,0.00016981845,0.006916527,0.5876777],"genre_scores_gemma":[0.9559648,0.00095694064,0.017850317,0.00005185287,0.0007823258,0.000054917924,0.00004068684,0.00009767512,0.024200454],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922854,0.000002434386,0.00025039224,0.00015791188,0.00007592096,0.0002848266],"domain_scores_gemma":[0.99930835,0.00037746783,0.000008723892,0.00020169947,0.000019420866,0.00008432545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010455007,0.00014682574,0.000143651,0.000050461265,0.000042811742,0.000036240785,0.000106424464,0.00008216722,0.00021461335],"category_scores_gemma":[0.00005952465,0.0001419149,0.00007249419,0.00009595445,0.000005573781,0.000058000696,0.000005734275,0.00008608995,0.0003115222],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000041901552,0.00002428586,0.000021182545,0.00007792007,0.000038053215,0.0000037751952,0.00023303728,0.8695615,0.008256882,0.000056637746,0.021020155,0.1006647],"study_design_scores_gemma":[0.00027490713,0.000102239974,0.000023151755,0.00006613952,0.000011402642,0.0000029978396,0.000015536185,0.86939883,0.06416447,0.00006599135,0.0656155,0.0002588636],"about_ca_topic_score_codex":0.000024744539,"about_ca_topic_score_gemma":0.0000027674864,"teacher_disagreement_score":0.7857758,"about_ca_system_score_codex":0.000029784585,"about_ca_system_score_gemma":0.0000039268625,"threshold_uncertainty_score":0.57871217},"labels":[],"label_agreement":null},{"id":"W2015013776","doi":"10.2118/150801-ms","title":"Properties of Salt Formations Essential for Modeling Instabilities While Drilling","year":2011,"lang":"en","type":"article","venue":"Nigeria Annual International Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Geology; Creep; Solubility; Salt (chemistry); Petroleum engineering; Oil shale; Drilling fluid; Geotechnical engineering; Petrology; Materials science; Composite material; Metallurgy; Chemistry","score_opus":0.04563950559330017,"score_gpt":0.22541827035918827,"score_spread":0.1797787647658881,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015013776","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72231275,0.000083607214,0.27414697,0.000023792863,0.00041518503,0.00011086847,0.00007862476,0.00010493985,0.0027232808],"genre_scores_gemma":[0.99835306,0.00011371929,0.0013103372,0.000007709218,0.000082838415,0.0000406673,0.0000514415,0.000013192817,0.000027052603],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99946165,0.000004765999,0.00023650489,0.00009298552,0.00009048443,0.00011360086],"domain_scores_gemma":[0.99963725,0.000009394356,0.000026724332,0.000057087556,0.0002396669,0.000029867177],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008016922,0.00009351816,0.000109265806,0.000092798386,0.000047460544,0.000029297256,0.00006634975,0.000051546962,0.00003964383],"category_scores_gemma":[0.000017109047,0.00009319979,0.00003823606,0.00003202886,0.000029571369,0.00046381916,0.000014678382,0.00005440092,0.0000018345721],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025840424,0.00014702594,0.0004914265,0.0013516529,0.00032987163,0.0000013299297,0.07326831,0.59322596,0.23764527,0.08640195,0.00033674986,0.0065420526],"study_design_scores_gemma":[0.00018613832,0.000030455496,0.000022671711,0.00016505018,0.000007922412,0.0000025921058,0.002327368,0.9440028,0.051175777,0.0017908674,0.00015758531,0.00013075183],"about_ca_topic_score_codex":0.000037946586,"about_ca_topic_score_gemma":0.000021312402,"teacher_disagreement_score":0.35077685,"about_ca_system_score_codex":0.000016676333,"about_ca_system_score_gemma":0.0000137767465,"threshold_uncertainty_score":0.38005772},"labels":[],"label_agreement":null},{"id":"W2015333916","doi":"10.1190/1.3525362","title":"Microstructural controls on electric and acoustic properties in tight gas sandstones; some empirical data and observations","year":2010,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Tight gas; Interpretation (philosophy); Geology; Econometrics; Petroleum engineering; Mineralogy; Computer science; Mathematics; Hydraulic fracturing","score_opus":0.03996963799345365,"score_gpt":0.2470188875738451,"score_spread":0.20704924958039145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015333916","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99802965,0.000744428,0.00028013618,0.00030219837,0.00030394393,0.00010493042,0.0000058544515,0.00012671448,0.00010216641],"genre_scores_gemma":[0.99942976,0.00007832837,0.00011881254,0.00007337387,0.00016867886,0.0000064470296,0.000006382565,0.000022401047,0.00009578649],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994838,0.000009641102,0.000113804854,0.00013851497,0.00005433881,0.00019989008],"domain_scores_gemma":[0.99958,0.00011445911,0.000010614185,0.0002502829,0.000006978591,0.000037664704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013848851,0.00011343486,0.00013290749,0.0000663673,0.0000702753,0.000060874212,0.00015861116,0.00005506659,0.0000012900648],"category_scores_gemma":[0.00007539962,0.00007789582,0.000008827005,0.00010331862,0.000039029746,0.0001289234,0.000037705773,0.0003548263,0.000006600265],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001415671,0.00001015997,0.005394474,0.00008630612,0.000026312442,0.0000043347723,0.0010629904,0.024024319,0.96436,0.00020298216,0.001043664,0.0037702855],"study_design_scores_gemma":[0.00044605587,0.000024183708,0.026021957,0.00006612951,0.000024706382,0.000036220226,0.000022508193,0.9634762,0.0071663354,0.00022576474,0.0022687505,0.00022119959],"about_ca_topic_score_codex":0.000005801953,"about_ca_topic_score_gemma":0.0000326067,"teacher_disagreement_score":0.9571937,"about_ca_system_score_codex":0.000013595953,"about_ca_system_score_gemma":0.0000074069126,"threshold_uncertainty_score":0.31764993},"labels":[],"label_agreement":null},{"id":"W2015390141","doi":"10.2118/93782-ms","title":"Mechanical Methods of Reducing Torque and Drag in Extended-Reach Wells Facilitate Continued Canadian Foothills Development","year":2005,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Impact; Shell (Canada)","funders":"","keywords":"Drag; Torque; Drilling; Foothills; Marine engineering; Reduction (mathematics); Position (finance); Geology; Petroleum engineering; Engineering; Mechanical engineering; Aerospace engineering; Physics; Geography","score_opus":0.0154138663221832,"score_gpt":0.22672837322489034,"score_spread":0.21131450690270714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2015390141","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9713615,0.0013145371,0.009074427,0.0005820681,0.0001540065,0.000090541675,0.000019849342,0.000087792345,0.01731523],"genre_scores_gemma":[0.98841715,0.0012912863,0.010028958,0.00000878254,0.000026905718,0.000008156721,0.000015379497,0.000012243173,0.00019112583],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991819,0.000030063056,0.00025988222,0.00020859805,0.00006842752,0.00025109848],"domain_scores_gemma":[0.9996657,0.000039065733,0.000021613589,0.0000866293,0.00002762939,0.00015938802],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034404316,0.00015228016,0.00023028874,0.00014968864,0.000045292025,0.000039396007,0.00003111887,0.00010129273,0.000017811035],"category_scores_gemma":[0.000017369466,0.00015537016,0.000016171143,0.00007936683,0.00004068293,0.00011838184,0.000012075305,0.00014108226,0.000002254277],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000903174,0.00001151529,0.00016118414,0.00018970665,0.000021226533,0.0000059433946,0.0038274103,0.0017946216,0.024909683,0.0012014369,0.000055242097,0.967813],"study_design_scores_gemma":[0.0045497757,0.00036672625,0.019473765,0.0037542067,0.000121290825,0.00024339,0.012657822,0.44349644,0.42474568,0.008189361,0.07942974,0.002971814],"about_ca_topic_score_codex":0.0016582569,"about_ca_topic_score_gemma":0.0029270232,"teacher_disagreement_score":0.9648412,"about_ca_system_score_codex":0.00004266054,"about_ca_system_score_gemma":0.000037861944,"threshold_uncertainty_score":0.6335811},"labels":[],"label_agreement":null},{"id":"W2016073136","doi":"10.1002/pmj.20080","title":"Analysis of the Front-End Loading of Alberta Mega Oil Sands Projects","year":2008,"lang":"en","type":"article","venue":"Project Management Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":79,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Scope (computer science); Mega-; Engineering; Oil sands; Schedule; Front (military); Key (lock); Construction engineering; Civil engineering; Management; Economics; Archaeology; Geography; Computer science; Mechanical engineering","score_opus":0.013981587998031836,"score_gpt":0.2095566369299887,"score_spread":0.19557504893195685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016073136","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7208837,0.0019300479,0.020733215,0.00007564034,0.0014599413,0.00033606484,0.000009590021,0.00016855168,0.2544032],"genre_scores_gemma":[0.99584454,0.0010580749,0.0010162747,0.000009600791,0.000060895836,0.000006858677,0.0000019033508,0.000024914962,0.0019769284],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886,0.000026116753,0.00040912966,0.00011521966,0.00033782283,0.00025173574],"domain_scores_gemma":[0.99950093,0.000039116396,0.00012363547,0.00025909912,0.000039979957,0.000037215443],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026775798,0.00015456112,0.00031452675,0.00063823035,0.00009500336,0.00001976237,0.00031122004,0.000039273116,0.000055245706],"category_scores_gemma":[0.00002083307,0.00011457069,0.00027173513,0.00095283345,0.000034837652,0.00010548019,0.00006222209,0.00020428667,0.0000019285876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022257953,0.0000823582,0.017257653,0.0007236431,0.006847212,0.000034020843,0.004773095,0.9549833,0.0012142844,0.00031756755,0.0028964027,0.010848232],"study_design_scores_gemma":[0.0014887111,0.000082981795,0.016093517,0.0006224144,0.0035938402,0.00011462585,0.00075854885,0.94479424,0.011049,0.000050653383,0.020668149,0.00068330084],"about_ca_topic_score_codex":0.000080096426,"about_ca_topic_score_gemma":0.000029011688,"teacher_disagreement_score":0.27496082,"about_ca_system_score_codex":0.00005946528,"about_ca_system_score_gemma":0.00001780894,"threshold_uncertainty_score":0.46720573},"labels":[],"label_agreement":null},{"id":"W2016159080","doi":"10.2118/00-07-02","title":"Logging While Tripping-A New Alternative in Formation Evaluation","year":2000,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Pittsburgh; Dalhousie University; Georgia Institute of Technology","keywords":"Tripping; Wireline; Casing; Well logging; Logging while drilling; Measurement while drilling; Logging; Borehole; Drilling; Petroleum engineering; Drill pipe; Drill; Wellbore; Sonic logging; Formation evaluation; Geology; Engineering; Mechanical engineering; Geotechnical engineering; Wireless; Telecommunications","score_opus":0.011482100588133797,"score_gpt":0.20016487626899668,"score_spread":0.1886827756808629,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016159080","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96156967,0.0023494288,0.013030053,0.0019685577,0.0007314096,0.00011474567,0.0000040139653,0.0001427318,0.020089395],"genre_scores_gemma":[0.9986694,0.0003585449,0.0006925419,0.000028236114,0.00012931587,0.0000025675838,0.0000018161583,0.000017439832,0.00010014959],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999149,0.000011833267,0.00035311986,0.000061351464,0.00015503449,0.0002696418],"domain_scores_gemma":[0.99964947,0.000012915372,0.000056634988,0.00009812071,0.000048022877,0.00013486507],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030018744,0.00009839184,0.00017989913,0.003095599,0.000022907785,0.000019191,0.00016939836,0.0001267369,0.00018901343],"category_scores_gemma":[0.00003614029,0.000107401196,0.0000397649,0.00060236565,0.000011765628,0.00025435287,0.0000027665064,0.00036101203,0.000022528506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035815428,0.000002485431,0.00011519843,0.000008167572,0.000016732678,0.000027728936,0.00013028539,0.8758051,0.00039448214,0.00011982547,0.0012439594,0.12213248],"study_design_scores_gemma":[0.0010654866,0.000063793974,0.00047499052,0.0001539953,0.000020515567,0.00026339423,0.00011468439,0.87162936,0.002135638,0.0017597785,0.12214782,0.0001705349],"about_ca_topic_score_codex":0.0023314145,"about_ca_topic_score_gemma":0.018166794,"teacher_disagreement_score":0.121961944,"about_ca_system_score_codex":0.00059366546,"about_ca_system_score_gemma":0.00015054125,"threshold_uncertainty_score":0.9997491},"labels":[],"label_agreement":null},{"id":"W2016410194","doi":"10.2118/166753-ms","title":"Fully Rotating PDC Cutter Gaining Momentum: Conquering Frictional Heat in Hard/Abrasive Formations Improves Footage Totals","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Abrasive; Drilling; Mechanical engineering; Shear force; Enhanced Data Rates for GSM Evolution; Structural engineering; Rotation (mathematics); Shearing (physics); Engineering; Bit (key); Computer science; Geotechnical engineering","score_opus":0.0065308897226578405,"score_gpt":0.1827591973965623,"score_spread":0.17622830767390446,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016410194","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84860027,0.00012959592,0.1250107,0.00011390023,0.00052968296,0.00037653666,0.000006485601,0.00075731357,0.024475537],"genre_scores_gemma":[0.9921227,0.000020182182,0.007017917,0.00008352368,0.0001250228,0.00018626476,0.000018311976,0.00005034393,0.00037573386],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880356,0.000009986899,0.00040656235,0.00017930832,0.00015330891,0.00044729866],"domain_scores_gemma":[0.99958235,0.00009855572,0.000021543938,0.0001552776,0.000043165797,0.00009909168],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012124039,0.00021811257,0.0002056223,0.00021589857,0.00008733335,0.00013475893,0.00010487247,0.000075774864,0.00026637106],"category_scores_gemma":[0.000028191022,0.0002247057,0.000060727663,0.0001977312,0.0000107863425,0.0007064212,0.000038306138,0.00024078353,0.0001760526],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013342595,0.000013776109,0.0015308919,0.00011565001,0.000052016392,0.0000037632312,0.0013661745,0.93000436,0.060600054,0.0009573761,0.0009972189,0.0043573743],"study_design_scores_gemma":[0.00035360246,0.000022041948,0.0058098743,0.00009875777,0.000005551521,0.000010532892,0.000628367,0.98503613,0.0069491914,0.0001776286,0.00058636494,0.0003219808],"about_ca_topic_score_codex":0.00012464476,"about_ca_topic_score_gemma":0.000011034448,"teacher_disagreement_score":0.14352246,"about_ca_system_score_codex":0.00009651853,"about_ca_system_score_gemma":0.00001028322,"threshold_uncertainty_score":0.91632324},"labels":[],"label_agreement":null},{"id":"W2016426956","doi":"10.2118/136828-ms","title":"Effect of Real Time Measurements and Analysis on Carbonate Stimulation in Horizontal Open Hole Producers - Lessons Learned at Eocene Field in the Partitioned Zone","year":2010,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Exhibition and Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Workover; Petroleum engineering; Wireline; Coiled tubing; Environmental geology; Casing; Permeability (electromagnetism); Carbonate; Geology; Oil field; Petrophysics; Telemetry; Completion (oil and gas wells); Engineering; Porosity; Geotechnical engineering; Materials science","score_opus":0.019775820473396707,"score_gpt":0.27209293687188707,"score_spread":0.25231711639849036,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016426956","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99272615,0.000009025122,0.0003518428,0.0003542791,0.00008836385,0.000118193224,0.000012577821,0.000021655549,0.006317923],"genre_scores_gemma":[0.9996928,0.00005061038,0.000034785746,0.00001576751,0.000021877158,0.000032666674,0.00007403702,0.0000070022716,0.00007043063],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993115,0.000046645124,0.00017890336,0.00017450989,0.00018854237,0.000099915254],"domain_scores_gemma":[0.9996772,0.00012439456,0.00003687551,0.00010427369,0.000029726476,0.000027527918],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044849713,0.00010294199,0.00015950904,0.00018489239,0.000028851431,0.000055170687,0.00011758143,0.00005293187,0.000053908032],"category_scores_gemma":[0.000045076456,0.00008866456,0.00002710878,0.00013003475,0.000023267346,0.0001216325,0.00003084288,0.00015990819,0.000003084634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00059071166,0.00015329069,0.0872996,0.00009356593,0.00029985062,0.000012098215,0.001104908,0.59379774,0.29760942,0.002009617,0.000104242936,0.016924959],"study_design_scores_gemma":[0.0015222722,0.00025364372,0.12109354,0.000103526065,0.000055565913,0.0000024803041,0.00003133693,0.851307,0.025246736,0.00014793577,0.000056068937,0.0001799205],"about_ca_topic_score_codex":0.00022073224,"about_ca_topic_score_gemma":0.0005367127,"teacher_disagreement_score":0.27236268,"about_ca_system_score_codex":0.000036658214,"about_ca_system_score_gemma":0.0000067592364,"threshold_uncertainty_score":0.3615636},"labels":[],"label_agreement":null},{"id":"W2016697443","doi":"10.2118/08-11-15-cs","title":"Physico-Chemical Characterization of Aphron-Based Drilling Fluids","year":2008,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Drilling fluid; Underbalanced drilling; Petroleum engineering; Drilling; Rheology; Colloid; Bubble; Filtration (mathematics); Pulmonary surfactant; Pressure drop; Materials science; Viscosity; Well drilling; Chemical engineering; Geology; Composite material; Mechanics; Engineering","score_opus":0.005101354693765815,"score_gpt":0.1560353785586588,"score_spread":0.15093402386489296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2016697443","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.963724,0.00020767096,0.03486542,0.00028241656,0.00035660647,0.000023899862,0.000010303393,0.00009530506,0.00043436993],"genre_scores_gemma":[0.9979336,0.0001388577,0.0017012618,0.000023851033,0.00014409704,0.0000014469019,0.00000514955,0.000033293312,0.000018401297],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991406,0.0000050766316,0.00037878804,0.00007233702,0.00013313747,0.00027004117],"domain_scores_gemma":[0.9994938,0.000016603834,0.00009395319,0.00015002603,0.000095933945,0.00014971709],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007363308,0.00012625466,0.00029786886,0.0019019871,0.000031686275,0.0000051796223,0.0002055067,0.00018584695,0.000017791175],"category_scores_gemma":[0.000029113078,0.00013628618,0.000091038186,0.0006123775,0.000068481415,0.0000772566,0.0000050810972,0.00032349676,0.0000044351973],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005702269,0.000012009326,0.0012619608,0.0000450221,0.000057472836,0.000080278995,0.000041824034,0.19345456,0.8027363,0.00020543479,0.00017073887,0.0019287188],"study_design_scores_gemma":[0.00075798674,0.0001381516,0.0009634676,0.00018270712,0.00003948946,0.00039524955,0.000024735127,0.31612092,0.6413754,0.00007309985,0.039604574,0.0003241928],"about_ca_topic_score_codex":0.00018607297,"about_ca_topic_score_gemma":0.0001465583,"teacher_disagreement_score":0.16136086,"about_ca_system_score_codex":0.00015522499,"about_ca_system_score_gemma":0.00015785132,"threshold_uncertainty_score":0.5557589},"labels":[],"label_agreement":null},{"id":"W2017076886","doi":"10.2118/86941-ms","title":"Abandonment of a Former Steamflood Reservoir","year":2004,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Abandonment (legal); Petroleum engineering; Geology; Political science; Law","score_opus":0.005827249008630251,"score_gpt":0.17500252509898886,"score_spread":0.16917527609035862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017076886","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7977159,0.00027369187,0.16198952,0.00003243893,0.00020047317,0.00007149638,0.0000020695925,0.0003315489,0.039382827],"genre_scores_gemma":[0.996417,0.000046926212,0.0033145843,0.0000072099533,0.000025747677,0.000004293087,0.000001135314,0.00001585878,0.00016722931],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996307,8.964091e-7,0.00011382867,0.000050465333,0.000079548976,0.00012459657],"domain_scores_gemma":[0.9998319,0.0000069953885,0.0000056768126,0.000114266724,0.0000071997497,0.000033972323],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004269516,0.000064014675,0.00008457675,0.000037582213,0.000008180896,0.000004140651,0.00005568445,0.000026576885,0.000031561416],"category_scores_gemma":[0.0000033128952,0.000056889498,0.0000338192,0.000066476816,0.0000062052763,0.00004647705,0.000008552901,0.00004730559,0.000022172468],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011489667,0.000009824179,0.00005299311,0.0000485025,0.00001965231,9.528974e-7,0.00017639849,0.99281734,0.005073735,0.0012098729,0.00008535609,0.0005042504],"study_design_scores_gemma":[0.0030876729,0.00015140325,0.0020511262,0.0002606583,0.000036964055,0.00001609447,0.00015735609,0.13611516,0.834702,0.0025148063,0.020262022,0.00064472767],"about_ca_topic_score_codex":0.000022497135,"about_ca_topic_score_gemma":0.000008302139,"teacher_disagreement_score":0.85670215,"about_ca_system_score_codex":0.000025450041,"about_ca_system_score_gemma":0.000003793595,"threshold_uncertainty_score":0.23198864},"labels":[],"label_agreement":null},{"id":"W2017151592","doi":"10.1002/cjce.5450820427","title":"Performance of Sand Slurry Pipelines in the Oil Sands Industry","year":2004,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Syncrude (Canada)","funders":"Syncrude; Suncor Energy Incorporated","keywords":"Slurry; Tailings; Pipeline transport; Settling; Oil sands; Environmental science; Geotechnical engineering; Allowance (engineering); Petroleum engineering; Geology; Mining engineering; Materials science; Metallurgy; Environmental engineering; Engineering; Composite material; Mechanical engineering","score_opus":0.006299277451722075,"score_gpt":0.16812084458131113,"score_spread":0.16182156712958906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017151592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.997764,0.00090347964,0.00021183386,0.00019971639,0.00029221928,0.000020608564,0.000002354179,0.000016684737,0.0005891138],"genre_scores_gemma":[0.999435,0.0000286877,0.00021675683,0.000025891237,0.00026122565,0.0000016717945,6.795476e-7,0.00002461003,0.000005497775],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914545,0.0000050637955,0.00035482403,0.000050056213,0.00016137176,0.0002832423],"domain_scores_gemma":[0.99955624,0.0000626108,0.00004035797,0.00015022248,0.000039370178,0.00015121177],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035693977,0.00013661872,0.00019445765,0.00015354595,0.000029079632,0.000025429132,0.00038392452,0.00013638979,0.000007039365],"category_scores_gemma":[0.00008038273,0.00009307268,0.00006814719,0.0003100114,0.00004231893,0.00009080743,0.0000060643874,0.000892426,0.0000012375207],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023556609,0.0000026619373,0.00023072568,0.000077113415,0.000016719172,0.000016106625,0.0005746925,0.98325074,0.014967102,0.00005539152,0.000047638052,0.00075877644],"study_design_scores_gemma":[0.0020895812,0.00010073634,0.0020204373,0.0022367374,0.00009909956,0.0010671637,0.00017026013,0.539952,0.4478678,0.00015675623,0.0034306082,0.0008087998],"about_ca_topic_score_codex":0.00023216805,"about_ca_topic_score_gemma":0.00004652209,"teacher_disagreement_score":0.44329873,"about_ca_system_score_codex":0.00012673007,"about_ca_system_score_gemma":0.0001293324,"threshold_uncertainty_score":0.38771966},"labels":[],"label_agreement":null},{"id":"W2017231692","doi":"10.4043/17459-ms","title":"Drilling Underbalanced From A Floating Unit In A 1,500-m Of Water Depth Exploratory Well: Planning, Equipment, And Rig Modifications","year":2005,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Petrobras; Department of Science and Technology, Ministry of Science and Technology, India","keywords":"Drilling; Petroleum engineering; Unit (ring theory); Marine engineering; Computer science; Environmental science; Geology; Engineering; Mechanical engineering","score_opus":0.026034641623589618,"score_gpt":0.23421452122166017,"score_spread":0.20817987959807055,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017231692","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9194285,0.00067122484,0.07661404,0.00012998615,0.00006947618,0.00010899853,0.000006299023,0.000577854,0.002393613],"genre_scores_gemma":[0.99311596,0.00013672265,0.0066203377,0.000008624487,0.000022268907,0.000023334755,0.000017473409,0.00002919748,0.000026054151],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99905705,0.000010528616,0.00031116058,0.00023180466,0.000080242935,0.00030920946],"domain_scores_gemma":[0.99957013,0.000041464413,0.000034536748,0.0002755411,0.0000352151,0.000043125605],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009528801,0.00018155975,0.00025721837,0.00033087237,0.00003962125,0.000017094955,0.00020856108,0.00020251397,0.000023985936],"category_scores_gemma":[0.000018827941,0.0001757604,0.000019292233,0.00021209351,0.00009920261,0.000113584225,0.00006187237,0.00032779374,0.000016484568],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012776437,0.00006286754,0.05886264,0.00015656256,0.00011861113,0.000020194295,0.005208135,0.61840314,0.2890544,0.00538748,0.00007600166,0.022637224],"study_design_scores_gemma":[0.0005925701,0.000028567263,0.0030115133,0.00040753148,0.000020714027,0.0000044921276,0.0011083607,0.7487161,0.24149944,0.0022140036,0.0020023044,0.00039436555],"about_ca_topic_score_codex":0.000019644553,"about_ca_topic_score_gemma":0.000116988114,"teacher_disagreement_score":0.13031301,"about_ca_system_score_codex":0.000030488245,"about_ca_system_score_gemma":0.000015936448,"threshold_uncertainty_score":0.7167301},"labels":[],"label_agreement":null},{"id":"W2017464929","doi":"10.2118/163931-ms","title":"Using Electric-Line Tools To Clean Wellbore Laterals and Perforate Toes","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Tractor; Petroleum engineering; Boom; Line (geometry); Engineering; Eagle; Wellbore; Marine engineering; Mining engineering; Geology; Automotive engineering","score_opus":0.023111416170187717,"score_gpt":0.21782138696214706,"score_spread":0.19470997079195934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017464929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94130754,0.0001215569,0.054444548,0.00007013636,0.00014134383,0.00015448162,0.0000013954542,0.00042201244,0.0033369823],"genre_scores_gemma":[0.9934624,0.000055147528,0.0057039615,0.00008550041,0.00011222121,0.000007833153,0.0000021430824,0.00003961041,0.00053117535],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937344,0.0000041232042,0.00014625148,0.00013014942,0.0000648315,0.00028121],"domain_scores_gemma":[0.9996995,0.000022700877,0.0000069619014,0.00012231531,0.000025225672,0.00012333087],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000056663528,0.00014113306,0.0001409314,0.00008645199,0.000038589937,0.0001349544,0.00006250751,0.000048442344,0.00012508793],"category_scores_gemma":[0.000010500969,0.00012477403,0.000021003185,0.00015927397,0.000004137862,0.00021643998,0.000020350797,0.00009037632,0.000120135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013608029,0.000003894399,0.00018564735,0.00004968475,0.000020978314,0.0000018936594,0.00011661234,0.8491866,0.11854635,0.00014902878,0.00089242595,0.03084551],"study_design_scores_gemma":[0.00009928398,0.000027050044,0.00055825186,0.000029388055,0.0000063469042,0.0000061296882,0.00002415236,0.9389663,0.058338653,0.000075321725,0.001654818,0.0002143569],"about_ca_topic_score_codex":0.000060622075,"about_ca_topic_score_gemma":0.000004684548,"teacher_disagreement_score":0.08977964,"about_ca_system_score_codex":0.00002371905,"about_ca_system_score_gemma":0.0000033991255,"threshold_uncertainty_score":0.50881374},"labels":[],"label_agreement":null},{"id":"W2017854965","doi":"10.2118/04-11-das","title":"Drilling Induced Formation Damage of Horizontal Wells in Tight Gas Reservoirs","year":2004,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Petroleum engineering; Drilling; Tight gas; Perforation; Completion (oil and gas wells); Drill; Geology; Directional drilling; Borehole; Hydraulic fracturing; Drill pipe; Drilling fluid; Wellbore; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.006157612773475,"score_gpt":0.1758017192226311,"score_spread":0.1696441064491561,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017854965","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9933064,0.00035635405,0.0030615805,0.0009297488,0.00037252178,0.0000392031,0.0000042235615,0.000054362474,0.0018756165],"genre_scores_gemma":[0.99827325,0.00023555577,0.001383007,0.000011036793,0.00006258659,0.0000014442678,0.0000014296301,0.000026527496,0.00000518126],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99891526,0.000007348379,0.0005269786,0.00006861867,0.00014038973,0.0003414266],"domain_scores_gemma":[0.9995063,0.0000141658875,0.00011336803,0.00015864406,0.00006264119,0.00014487737],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022643321,0.00012680446,0.00029237184,0.004110314,0.000024362584,0.000011989802,0.00026503074,0.00023639211,0.00000735239],"category_scores_gemma":[0.000050354705,0.00013516468,0.00006382601,0.00088125066,0.000027028898,0.00023188055,0.000010661757,0.0005634302,0.0000054147954],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009534412,0.000014395887,0.0009394707,0.000081024395,0.00004626039,0.00026075693,0.00027235615,0.93626255,0.057305112,0.0021194457,0.00023441439,0.0024546892],"study_design_scores_gemma":[0.006853796,0.0015274605,0.004137627,0.0023181243,0.00009927564,0.0016713956,0.0023148821,0.16202796,0.7388634,0.010286871,0.06854235,0.0013568688],"about_ca_topic_score_codex":0.003200174,"about_ca_topic_score_gemma":0.033486515,"teacher_disagreement_score":0.7742346,"about_ca_system_score_codex":0.0004992565,"about_ca_system_score_gemma":0.00013539224,"threshold_uncertainty_score":0.9841498},"labels":[],"label_agreement":null},{"id":"W2017915233","doi":"10.2118/147556-ms","title":"Application &amp; Evolution of Formation Pressure While Drilling Technology (FPWD) Applied To The Gulf of Mexico","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Drilling; Petroleum engineering; Computer science; Refining (metallurgy); Quality (philosophy); Electronics; Environmental science; Geology; Mechanical engineering; Engineering; Electrical engineering; Materials science","score_opus":0.016157399453711616,"score_gpt":0.21036974521864327,"score_spread":0.19421234576493165,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2017915233","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04871554,0.00018507562,0.9463479,0.00008007098,0.000042800722,0.00031699098,0.00002906999,0.0002574315,0.0040251534],"genre_scores_gemma":[0.9966212,0.000077776094,0.0031741392,0.0000065575914,0.000027398764,0.00005462156,0.000019457862,0.000011647159,0.00000719302],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993292,0.000006802414,0.0002781315,0.00013153527,0.000113057205,0.00014124416],"domain_scores_gemma":[0.9995554,0.000015529145,0.00005716876,0.0002245924,0.00011262894,0.000034658213],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016300414,0.000105096944,0.00015985554,0.0001434283,0.000038267666,0.0000062714753,0.00012282525,0.00015037454,0.000010734572],"category_scores_gemma":[0.000018833925,0.00008934631,0.000027301701,0.00029169008,0.000057290374,0.00012814737,0.000038111855,0.00013700094,0.000010929592],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000081196195,0.00009589221,0.00040291474,0.00055794866,0.000052912004,3.0047605e-7,0.0025985404,0.07976773,0.6872987,0.18194506,0.0012375199,0.04596127],"study_design_scores_gemma":[0.00075750187,0.00040880308,0.005232715,0.0006199642,0.00018524517,0.000028488479,0.0019450178,0.1414943,0.77466685,0.055105627,0.018695101,0.0008604156],"about_ca_topic_score_codex":0.000024482022,"about_ca_topic_score_gemma":0.000031061754,"teacher_disagreement_score":0.94790566,"about_ca_system_score_codex":0.000019154237,"about_ca_system_score_gemma":0.000007703546,"threshold_uncertainty_score":0.36434367},"labels":[],"label_agreement":null},{"id":"W2018725460","doi":"10.2118/110926-ms","title":"Updating the Geomechanical Model and Calibrating Pore Pressure From 3D Seismic Using Data From the Gnu–1 Well, Dampier Sub-Basin, Australia","year":2007,"lang":"en","type":"article","venue":"Asia Pacific Oil and Gas Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Geology; Wireline; Pore water pressure; Drilling; Borehole; Drill; Context (archaeology); Geomechanics; Well logging; Seismology; Petrology; Petroleum engineering; Geotechnical engineering; Engineering","score_opus":0.038319144809737096,"score_gpt":0.23836044237114878,"score_spread":0.2000412975614117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018725460","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91577744,0.000903876,0.08165064,0.0003753511,0.00016139953,0.000064023145,0.00023926582,0.000113663125,0.0007143176],"genre_scores_gemma":[0.9974865,0.00057998794,0.0012125428,0.000046351717,0.0002221986,0.000002736877,0.00037653482,0.000024824754,0.0000483674],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989411,0.000028505709,0.00025540785,0.00034609094,0.00014228042,0.00028657762],"domain_scores_gemma":[0.99933076,0.0001650979,0.00004865392,0.0003394688,0.000024740966,0.00009127094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035663848,0.00021507258,0.0001874066,0.000026155336,0.00025953515,0.00024429648,0.00013935694,0.00013736477,0.000015502177],"category_scores_gemma":[0.000019832252,0.00015258657,0.000019316909,0.000072914874,0.00008314967,0.0003401584,0.000099491175,0.0003219095,0.00000229129],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015278287,0.000082078004,0.0074626734,0.0005840626,0.00068881136,0.00008905927,0.011255985,0.41556716,0.1679666,0.0037878978,0.005400067,0.3869628],"study_design_scores_gemma":[0.00021531984,0.00000853564,0.00051537046,0.00020122145,0.00009165715,0.000015400332,0.001423648,0.9932646,0.0017582022,0.0013290381,0.0009647713,0.00021221142],"about_ca_topic_score_codex":0.0004816574,"about_ca_topic_score_gemma":0.00009968236,"teacher_disagreement_score":0.57769746,"about_ca_system_score_codex":0.000008143972,"about_ca_system_score_gemma":0.000012859587,"threshold_uncertainty_score":0.62223},"labels":[],"label_agreement":null},{"id":"W2018899517","doi":"10.2118/143003-pa","title":"Drilling Challenges in the Bitumen-Saturated Grosmont Formation","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laricina Energy (Canada)","funders":"","keywords":"Steam-assisted gravity drainage; Asphalt; Petroleum engineering; Oil sands; Dolomite; Geology; Drilling; Directional drilling; Lost circulation; Devonian; Mining engineering; Geochemistry; Engineering; Drilling fluid; Materials science","score_opus":0.010858240990932804,"score_gpt":0.17656451876994367,"score_spread":0.16570627777901087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2018899517","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9783699,0.0035877626,0.0014279422,0.0089540435,0.001565127,0.00006774259,0.000003078885,0.00014066805,0.00588372],"genre_scores_gemma":[0.99809223,0.0011502372,0.0005634412,0.000026476902,0.00013937005,0.0000033396095,8.234527e-7,0.000017516231,0.0000065817944],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992485,0.0000086354385,0.00030103853,0.000056087563,0.00009564021,0.00029010122],"domain_scores_gemma":[0.9996155,0.00002850965,0.00006016559,0.00016687597,0.000046421523,0.000082558785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003538557,0.00010496538,0.00016537674,0.0022872556,0.00003715389,0.000026317248,0.0003180584,0.00020455325,0.0000051828797],"category_scores_gemma":[0.00005034654,0.00008430549,0.00004245738,0.00052637013,0.000024477486,0.0001574423,0.000004828295,0.0009631681,0.0000058141436],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016858916,0.000050086182,0.00160503,0.0002644412,0.00017115349,0.0012164824,0.0034763596,0.69659555,0.088484846,0.042106893,0.0035885875,0.16242373],"study_design_scores_gemma":[0.0012545668,0.00024719286,0.0042362064,0.00028120348,0.00004448921,0.0046775257,0.002632985,0.3151274,0.01205713,0.0045208773,0.6542846,0.00063582195],"about_ca_topic_score_codex":0.0003821436,"about_ca_topic_score_gemma":0.07525736,"teacher_disagreement_score":0.65069604,"about_ca_system_score_codex":0.00008923379,"about_ca_system_score_gemma":0.000041460757,"threshold_uncertainty_score":0.9416168},"labels":[],"label_agreement":null},{"id":"W2019144108","doi":"10.2118/112368-ms","title":"Tar Sands Drilling Waste Management: A Clean Solution","year":2008,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil sands; Asphalt; Drilling fluid; Drilling; tar (computing); Waste management; Steam-assisted gravity drainage; Petroleum engineering; Environmental science; Environmentally friendly; Geology; Materials science; Engineering","score_opus":0.012069916898293918,"score_gpt":0.18006607774915667,"score_spread":0.16799616085086275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019144108","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3763953,0.001040172,0.51563466,0.000049287188,0.0017214603,0.0002323383,0.0000077583045,0.0023499466,0.10256912],"genre_scores_gemma":[0.9959407,0.00068814773,0.0026900782,0.000033143697,0.00019701266,0.00000806038,0.00001888732,0.00004745799,0.00037655354],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927986,0.0000046399414,0.0001492228,0.00014000978,0.00012147152,0.00030479542],"domain_scores_gemma":[0.99970204,0.0000117639665,0.000011512146,0.00019552493,0.000008958754,0.000070191265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007167822,0.0001371852,0.00011381228,0.00008905584,0.000075568016,0.000014648719,0.00010991002,0.000052313248,0.000020168038],"category_scores_gemma":[0.0000027672982,0.00015133839,0.000054177042,0.00012414473,0.000014037336,0.00010342232,0.000025180469,0.00011671423,0.00014343472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028390414,0.000010452669,0.00007480514,0.00009702812,0.00010475186,0.000055966295,0.0005637456,0.9852708,0.0021971893,0.00056483614,0.005030405,0.0060271644],"study_design_scores_gemma":[0.0003589167,0.000016732763,0.0002636119,0.000065131855,0.000029726496,0.000026291034,0.00006210675,0.9415876,0.004563712,0.00009084473,0.052619994,0.0003152975],"about_ca_topic_score_codex":0.0000093163735,"about_ca_topic_score_gemma":0.0000033661368,"teacher_disagreement_score":0.6195454,"about_ca_system_score_codex":0.00004759125,"about_ca_system_score_gemma":0.0000019158724,"threshold_uncertainty_score":0.61714005},"labels":[],"label_agreement":null},{"id":"W2019172663","doi":"10.2118/106570-ms","title":"Drilling Simulation vs. Actual Performance in Western Canada","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Drill; Rate of penetration; Measurement while drilling; Offset (computer science); Drill bit; Borehole; Drill pipe; Petroleum engineering; Simulation; Well drilling; Geology; Computer science; Engineering; Geotechnical engineering; Mechanical engineering; Operating system","score_opus":0.005733147676738487,"score_gpt":0.18626556179043144,"score_spread":0.18053241411369295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019172663","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8434485,0.000040161343,0.15174736,0.0000050872186,0.00032788768,0.00003489372,3.811413e-7,0.00016784374,0.0042278687],"genre_scores_gemma":[0.99918437,0.000015971948,0.00050439907,0.000025302395,0.00007768781,7.4945433e-7,0.0000027929143,0.000019160409,0.00016956696],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994443,0.0000014219174,0.00015380803,0.00007068408,0.00009784873,0.00023192172],"domain_scores_gemma":[0.9998061,0.000056462362,0.000006280007,0.000076329015,0.000008793445,0.00004600458],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012388841,0.00008428563,0.000079869315,0.000064752385,0.000015893862,0.000009939408,0.000049322723,0.000036009238,0.000012440968],"category_scores_gemma":[0.0000061427318,0.00008775436,0.000009748114,0.000115554794,0.0000027955186,0.00008795279,0.000005640176,0.000100972204,0.0000077368995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018823689,0.000001222588,0.01669681,0.000027123231,0.0000026225102,0.0000038007363,0.00007481709,0.97901064,0.00006394648,0.0000068418617,0.000012749663,0.0040975274],"study_design_scores_gemma":[0.00010338057,0.00000438783,0.032417815,0.000028946808,0.0000010786749,9.56792e-7,0.000016995977,0.9592671,0.0020423967,8.377008e-7,0.0059964526,0.00011966879],"about_ca_topic_score_codex":0.010121592,"about_ca_topic_score_gemma":0.22565028,"teacher_disagreement_score":0.2155287,"about_ca_system_score_codex":0.0001336165,"about_ca_system_score_gemma":0.000015944772,"threshold_uncertainty_score":0.9964701},"labels":[],"label_agreement":null},{"id":"W2019374950","doi":"10.2516/ogst:2000003","title":"Production froide des huiles visqueuses. Première partie : Observations sur champ","year":2000,"lang":"fr","type":"article","venue":"Oil & Gas Science and Technology – Revue d’IFP Energies nouvelles","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Physics; Art","score_opus":0.012750114799229979,"score_gpt":0.192078195093427,"score_spread":0.17932808029419703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2019374950","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96298885,0.024408124,0.00042456944,0.007036873,0.0013705391,0.00010293478,0.000018650899,0.0010603669,0.0025890877],"genre_scores_gemma":[0.9111482,0.05718622,0.01106105,0.000022945469,0.00042402837,0.00010043902,0.000011253051,0.0000754871,0.019970398],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9974226,0.000023317829,0.00045685394,0.00080378837,0.00031011357,0.0009833559],"domain_scores_gemma":[0.9986593,0.00008747423,0.00007760147,0.0006816282,0.0003314271,0.00016256406],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005412258,0.00042538464,0.0004072115,0.00056853064,0.0009320523,0.00021435515,0.0005921918,0.00044113494,0.00008727026],"category_scores_gemma":[0.00058929436,0.00046695056,0.00006594752,0.0024732242,0.002853117,0.00088480534,0.00013858189,0.00047745413,0.00005277266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000054591283,0.00007172785,0.0016615042,0.00046908623,0.00004244058,0.000019156276,0.001621663,0.430508,0.030629085,0.0065302444,0.0008479043,0.52759373],"study_design_scores_gemma":[0.0006386344,0.00026064084,0.0016821754,0.0035732945,0.0001610815,0.00046001776,0.0044976533,0.22109996,0.22042179,0.0054019317,0.5398821,0.0019206874],"about_ca_topic_score_codex":0.00031763743,"about_ca_topic_score_gemma":0.0005195931,"teacher_disagreement_score":0.53903425,"about_ca_system_score_codex":0.00021332825,"about_ca_system_score_gemma":0.0003460036,"threshold_uncertainty_score":0.9998605},"labels":[],"label_agreement":null},{"id":"W2020418499","doi":"10.2118/162720-ms","title":"Recent Achievements Within E-Line Milling","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Torque; Petroleum engineering; Mechanical engineering; Line (geometry); Engineering; Automotive engineering; Computer science; Mathematics; Physics","score_opus":0.02580996427013057,"score_gpt":0.21116245991346394,"score_spread":0.18535249564333336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020418499","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8551641,0.0065522008,0.021058606,0.0005791334,0.00525491,0.00038812988,0.00017568388,0.00066059665,0.11016663],"genre_scores_gemma":[0.99708563,0.00027560984,0.00088028813,0.00011793551,0.000376027,0.000011673943,0.00008017957,0.00003980078,0.0011328278],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.998735,0.000016444681,0.0002641753,0.00015457698,0.00023354734,0.00059624267],"domain_scores_gemma":[0.99901223,0.000033289776,0.00003035962,0.00017718828,0.00006775724,0.0006791637],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000257198,0.00019512119,0.00015095326,0.0002043395,0.00010019887,0.00006037717,0.0001941226,0.000088993336,0.0010110837],"category_scores_gemma":[0.000053879012,0.0002144631,0.00005773676,0.00020044214,0.00003497783,0.00014791054,0.000016017086,0.00022915461,0.0002880803],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025262643,0.00008948392,0.020112617,0.0002982102,0.00052309665,0.00006565047,0.0035720982,0.8358641,0.004085009,0.040625192,0.0061363345,0.088602915],"study_design_scores_gemma":[0.00046553573,0.00003983182,0.002814987,0.0002975686,0.000036534086,0.000025861857,0.00024164999,0.16536391,0.0025796213,0.0009719105,0.8264214,0.0007412128],"about_ca_topic_score_codex":0.0019718197,"about_ca_topic_score_gemma":0.0097344555,"teacher_disagreement_score":0.820285,"about_ca_system_score_codex":0.00023798767,"about_ca_system_score_gemma":0.000094129166,"threshold_uncertainty_score":0.9999021},"labels":[],"label_agreement":null},{"id":"W2020516204","doi":"10.2118/96108-ms","title":"Foamed Conventional Lightweight Cement Slurry for Ultralow Density and Low ECDs Solves Lost-Circulation Problem Across Coal Formations: A Case History","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cement; Compressive strength; Materials science; Lost circulation; Slurry; Coal; Petroleum engineering; Geotechnical engineering; Composite material; Waste management; Geology; Metallurgy; Engineering","score_opus":0.01689058754572097,"score_gpt":0.2352083444791328,"score_spread":0.21831775693341182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020516204","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5379139,0.00060604286,0.45902878,0.00031551937,0.00016042744,0.0006339437,0.00014593572,0.0004218009,0.0007736278],"genre_scores_gemma":[0.994506,0.00017413594,0.0048653027,0.000047396803,0.00013471932,0.00006175412,0.00013468218,0.000016624957,0.000059356862],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914205,0.000009646643,0.00028198177,0.00020002988,0.00011677028,0.00024954285],"domain_scores_gemma":[0.9996102,0.000045730558,0.00003991945,0.00009666866,0.00010731753,0.00010017624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018586378,0.00016222135,0.00016684692,0.000058501726,0.00013262832,0.000048186408,0.000038101316,0.00014183516,0.000028373912],"category_scores_gemma":[0.000017027733,0.00016776104,0.000052635813,0.000042587417,0.000075837255,0.0004795761,0.000015658341,0.00014539035,0.000008853446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00077013765,0.0009784679,0.0033025956,0.008906237,0.00066969503,0.00032977117,0.020175943,0.14675699,0.3999414,0.1778167,0.05528501,0.18506704],"study_design_scores_gemma":[0.003576385,0.0004379007,0.0026594477,0.00077592145,0.00014526221,0.001019034,0.0012408626,0.9193598,0.026279641,0.009957508,0.033081613,0.0014666063],"about_ca_topic_score_codex":0.00000750291,"about_ca_topic_score_gemma":0.000053759086,"teacher_disagreement_score":0.77260286,"about_ca_system_score_codex":0.0001340696,"about_ca_system_score_gemma":0.000021498792,"threshold_uncertainty_score":0.6841097},"labels":[],"label_agreement":null},{"id":"W2020545498","doi":"10.2118/2009-164","title":"Field Measurements of Low Energy Oil Sands Mobility","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Environmental science; Field (mathematics); Petroleum engineering; Geology","score_opus":0.014073415729232885,"score_gpt":0.20163362216753816,"score_spread":0.1875602064383053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020545498","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5143464,0.0002696107,0.024560196,0.0007063646,0.0020818561,0.000024982528,0.000070249276,0.00020212727,0.4577382],"genre_scores_gemma":[0.99903834,0.000033247772,0.00012308615,0.00012691102,0.00007777021,0.0000036088456,0.000016385282,0.000007916314,0.00057275436],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936235,0.000005016312,0.00016966957,0.000112450114,0.00016645622,0.00018404525],"domain_scores_gemma":[0.99956024,0.000017613018,0.000018148687,0.00014027482,0.00009892125,0.00016483381],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006440736,0.00010106955,0.00010913408,0.00015247439,0.000018289837,0.000026263831,0.00023631309,0.000057109348,0.00025102336],"category_scores_gemma":[0.000037529626,0.0001168774,0.00004273891,0.000056036846,0.000011467259,0.00007224679,0.000004892744,0.00008788486,0.0000079515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024950376,0.000053460146,0.0054393923,0.00009299103,0.0001939486,0.000022684904,0.00019118938,0.8674451,0.014042866,0.012894732,0.005195211,0.09440344],"study_design_scores_gemma":[0.0006759938,0.000125573,0.011098045,0.00033482135,0.00001633508,0.000010663616,0.000027058211,0.8945322,0.05835878,0.00093287614,0.033289447,0.00059821986],"about_ca_topic_score_codex":0.005117002,"about_ca_topic_score_gemma":0.010758061,"teacher_disagreement_score":0.4846919,"about_ca_system_score_codex":0.00014786856,"about_ca_system_score_gemma":0.00008775161,"threshold_uncertainty_score":0.77354103},"labels":[],"label_agreement":null},{"id":"W2020951000","doi":"10.2118/167143-ms","title":"Modeling and Prediction of Cone Rotary Speed of Roller Cone Bits","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bit (key); Simulation; Cone (formal languages); Computer science; Algorithm","score_opus":0.00895738437321598,"score_gpt":0.16392664823103695,"score_spread":0.15496926385782098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2020951000","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89871746,0.0003550656,0.09718979,0.000009599673,0.00011513208,0.000097892735,0.000004756043,0.0001385175,0.0033717826],"genre_scores_gemma":[0.99819434,0.000113893606,0.0015220254,0.0000031592094,0.000030626386,0.000002267734,0.000003526819,0.000015642665,0.00011449236],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99958104,0.000002660452,0.00019448012,0.0000630044,0.000067235014,0.000091569425],"domain_scores_gemma":[0.9998159,0.000015116805,0.000010547557,0.000083244864,0.000037832153,0.000037400678],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005142126,0.00007180251,0.00014626945,0.00006396994,0.00000731406,0.0000046119476,0.000028801467,0.000045189554,0.00006314987],"category_scores_gemma":[0.0000064128353,0.00006720003,0.00001986419,0.000060405608,0.000011539609,0.00009114226,0.000010043872,0.000052031206,0.0000051946004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001273416,0.0000047116,0.00025515317,0.0000915137,0.000028786557,1.08014966e-7,0.00007325377,0.93866354,0.06009062,0.000055606175,0.000082828745,0.0006526182],"study_design_scores_gemma":[0.00025563213,0.000016280685,0.00046395263,0.000044405053,0.000008593629,0.0000014708598,0.00003297427,0.97855777,0.020500027,0.00004566746,0.000018771167,0.00005444689],"about_ca_topic_score_codex":0.00013459251,"about_ca_topic_score_gemma":0.0000012205588,"teacher_disagreement_score":0.0994769,"about_ca_system_score_codex":0.0000058893393,"about_ca_system_score_gemma":0.0000024169049,"threshold_uncertainty_score":0.27403378},"labels":[],"label_agreement":null},{"id":"W2021048263","doi":"10.2118/117486-ms","title":"Mechanical Evaluation of a New Sand Control Screen for SAGD Applications","year":2008,"lang":"en","type":"article","venue":"International Thermal Operations and Heavy Oil Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steam-assisted gravity drainage; Drilling; Torsion (gastropod); Directional drilling; Compression (physics); Flow (mathematics); Tension (geology); Geotechnical engineering; Engineering; Structural engineering; Geology; Materials science; Composite material; Mechanical engineering; Mechanics; Oil sands","score_opus":0.022607647477219335,"score_gpt":0.2591155301143825,"score_spread":0.23650788263716316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021048263","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16846673,0.00096499635,0.8175061,0.0011918009,0.0005452365,0.00059323455,0.0002155512,0.0001881996,0.010328165],"genre_scores_gemma":[0.9948903,0.00020340637,0.0039099148,0.000043657372,0.000325195,0.000183803,0.00005641217,0.00001971758,0.00036759576],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993402,0.000010818738,0.00022872054,0.0001173234,0.00020205697,0.0001009105],"domain_scores_gemma":[0.999583,0.00004475303,0.000016730355,0.00009509677,0.00019631114,0.00006412133],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018517247,0.00009420513,0.00011913408,0.00006839497,0.000092407005,0.000024677578,0.00009086107,0.000053211403,0.000045744895],"category_scores_gemma":[0.000013951189,0.00009346754,0.00004884787,0.0000523339,0.0000209711,0.00012326128,0.000008568539,0.000057398418,0.0000048787297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021950937,0.00002669423,0.00004340338,0.0000137834695,0.00009120157,1.6128183e-7,0.00017223858,0.9453137,0.0400987,0.004450844,0.00021599932,0.009551338],"study_design_scores_gemma":[0.0012197733,0.000028921619,0.00029352243,0.000022585838,0.000047771242,0.000011909486,0.000010813885,0.9823065,0.009683303,0.00011685773,0.0061410274,0.000117052776],"about_ca_topic_score_codex":0.000046152352,"about_ca_topic_score_gemma":0.0000136160115,"teacher_disagreement_score":0.8264236,"about_ca_system_score_codex":0.00003833576,"about_ca_system_score_gemma":0.000049698137,"threshold_uncertainty_score":0.3811496},"labels":[],"label_agreement":null},{"id":"W2021154822","doi":"10.2118/108707-ms","title":"Enhanced Steel Alloys Outperform Typical Bottom Hole Assembly Chemistries in Sour Service Applications","year":2007,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sour gas; Drill; Metallurgy; Materials science; Engineering; Process engineering; Waste management","score_opus":0.00932226998830798,"score_gpt":0.220053679227539,"score_spread":0.210731409239231,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021154822","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78515434,0.0002997527,0.19580522,0.00008804033,0.0001708754,0.00019885036,0.000008302408,0.0006370338,0.017637601],"genre_scores_gemma":[0.9979037,0.00004738865,0.0015283443,0.00008147507,0.00012343632,0.000039591083,0.000030044319,0.000038730588,0.00020727399],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991399,0.000002472219,0.00022581614,0.00016494277,0.00011537394,0.00035151007],"domain_scores_gemma":[0.99956644,0.000057593366,0.00001616121,0.00023966838,0.000027481603,0.000092634284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018610644,0.00014970395,0.0001446726,0.000059911243,0.000028853665,0.000026138161,0.0001754621,0.00011876409,0.000012867457],"category_scores_gemma":[0.0000109675275,0.00016683832,0.000030527975,0.0002420816,0.000009813175,0.00008447855,0.000025415298,0.00025877886,0.0001414572],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026241603,0.00009620718,0.0005984107,0.0003609737,0.00009302132,0.000011130337,0.0011814197,0.4437889,0.5392735,0.0012585255,0.00063880684,0.012672909],"study_design_scores_gemma":[0.0011902833,0.00003190093,0.013438841,0.00013440657,0.000044386048,0.00000956533,0.0004579538,0.21244256,0.6587172,0.00019186884,0.112276465,0.0010645685],"about_ca_topic_score_codex":0.000023534947,"about_ca_topic_score_gemma":0.000105073246,"teacher_disagreement_score":0.23134631,"about_ca_system_score_codex":0.0000711457,"about_ca_system_score_gemma":0.0000115508055,"threshold_uncertainty_score":0.6803469},"labels":[],"label_agreement":null},{"id":"W2021246802","doi":"10.2118/168948-pa","title":"Automated Dynamic Well Control With Managed-Pressure Drilling: A Case Study and Simulation Analysis","year":2015,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Well control; Casing; Petroleum engineering; Drilling; Drilling fluid; Volume (thermodynamics); Lost circulation; Engineering; Control system; Marine engineering; Mechanical engineering","score_opus":0.011945702821410767,"score_gpt":0.23915967736718086,"score_spread":0.22721397454577008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021246802","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6174741,0.0002958111,0.3801597,0.000010476076,0.00014652146,0.00031435123,0.000009482697,0.0014174078,0.00017214827],"genre_scores_gemma":[0.99829274,0.000012057335,0.001435576,0.000009225291,0.00007269004,0.000014729741,0.00005394463,0.00006610438,0.000042930733],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99862397,0.00006195771,0.00033925704,0.0003593899,0.0002976316,0.00031779226],"domain_scores_gemma":[0.99917376,0.0001229169,0.000067078676,0.0003345758,0.00012608118,0.00017557909],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037311058,0.00030221645,0.00044950694,0.00040971432,0.0001298113,0.00012832717,0.00008939907,0.00008849959,0.00000886956],"category_scores_gemma":[0.000023878658,0.00029061214,0.000067079505,0.0007138569,0.000029574157,0.0001642494,0.000018020479,0.00020598655,0.000016826056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025332338,0.00003441296,0.006481393,0.000048635193,0.00076058233,0.00024778157,0.0007688084,0.99113214,0.00008638943,0.0000072651965,0.000014521933,0.00039276315],"study_design_scores_gemma":[0.001381669,0.00012300811,0.0024241111,0.000032175096,0.0011213649,0.0000975499,0.00068709697,0.9930682,0.000012868511,0.000018495162,0.0006764273,0.00035703825],"about_ca_topic_score_codex":0.00021416604,"about_ca_topic_score_gemma":0.00025676077,"teacher_disagreement_score":0.38081864,"about_ca_system_score_codex":0.000076950004,"about_ca_system_score_gemma":0.000008580897,"threshold_uncertainty_score":0.9999546},"labels":[],"label_agreement":null},{"id":"W2021738211","doi":"10.1190/1.1815719","title":"Feasibility of seismic monitoring of water drive for clean sandstone reservoirs","year":2000,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Geology; Environmental science; Mining engineering","score_opus":0.0171969946601673,"score_gpt":0.23672709406494327,"score_spread":0.21953009940477597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2021738211","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97787696,0.00006362409,0.018330548,0.0000098518485,0.00016173713,0.00013245526,0.0000074550408,0.00015361237,0.0032637685],"genre_scores_gemma":[0.9962159,0.000042552947,0.0030598082,0.0000013513122,0.00006398674,0.000006961879,0.000003952878,0.000026902719,0.0005786047],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993693,0.0000044286776,0.00024266067,0.000104940766,0.00008230692,0.00019631493],"domain_scores_gemma":[0.9996691,0.00003512172,0.0000094091565,0.0002134938,0.00003205179,0.00004086527],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013805958,0.000097431286,0.00018916753,0.000046383328,0.000016142238,0.000003950768,0.00009554836,0.000043265245,0.000092501505],"category_scores_gemma":[0.000006481644,0.00007934727,0.000077282166,0.000058002443,0.000019339677,0.000061101004,0.000008445955,0.00006139427,0.0000065654613],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020341562,0.000014832086,0.0033223738,0.00025740275,0.000028287583,2.6743126e-7,0.00037133315,0.96809053,0.02146183,0.000015929045,0.00008313726,0.0063337535],"study_design_scores_gemma":[0.00043120756,0.00003136687,0.0019257365,0.00006720527,0.000014678544,8.305118e-7,0.00010439256,0.26464736,0.7317344,0.00016832606,0.00073635206,0.000138158],"about_ca_topic_score_codex":0.00003989822,"about_ca_topic_score_gemma":0.000002139444,"teacher_disagreement_score":0.71027255,"about_ca_system_score_codex":0.00002508123,"about_ca_system_score_gemma":0.0000030258736,"threshold_uncertainty_score":0.3235688},"labels":[],"label_agreement":null},{"id":"W2022051840","doi":"10.2118/108711-ms","title":"Pressure Losses of Non-Newtonian Fluids in Drilling Operations","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Rheology; Drilling fluid; Mechanics; Drilling; Flow (mathematics); Bingham plastic; Completion (oil and gas wells); Offshore drilling; Plug flow; Submarine pipeline; RADIUS; Petroleum engineering; Materials science; Non-Newtonian fluid; Geology; Mechanical engineering; Geotechnical engineering; Engineering; Computer science; Physics; Composite material","score_opus":0.0048106903858308545,"score_gpt":0.20888076397967914,"score_spread":0.2040700735938483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022051840","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2111194,0.00036765635,0.77175796,0.00001019848,0.00024300806,0.0000760379,0.0000021603892,0.00018324195,0.016240314],"genre_scores_gemma":[0.98308176,0.000053460084,0.016378146,0.000006114789,0.000060604223,0.0000022229283,0.0000025603124,0.000021387006,0.0003937415],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994318,0.0000020046205,0.00022297991,0.00007947391,0.000075014395,0.00018872209],"domain_scores_gemma":[0.9997762,0.00003068209,0.00000437069,0.00012636611,0.000019920373,0.00004248268],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015899977,0.00008815461,0.00012108487,0.00013378962,0.00001547025,0.000011794858,0.0000751709,0.000058988124,0.000037413738],"category_scores_gemma":[0.000012069009,0.00008826086,0.000027068278,0.00020303957,0.000010438111,0.00008431239,0.000008935033,0.00009526664,0.000009367113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.902359e-7,0.000007639963,0.0014202229,0.00006476044,0.000012719539,0.0000016684896,0.00022064052,0.9424354,0.054871574,0.00018446482,0.000056709006,0.0007235389],"study_design_scores_gemma":[0.00012616615,0.000008100428,0.0028161977,0.000056924895,0.000005527544,0.0000014387451,0.000051380735,0.9158488,0.07898596,0.000008087179,0.0019836118,0.00010780269],"about_ca_topic_score_codex":0.00008365073,"about_ca_topic_score_gemma":0.00017325713,"teacher_disagreement_score":0.77196234,"about_ca_system_score_codex":0.000013413554,"about_ca_system_score_gemma":0.0000065744425,"threshold_uncertainty_score":0.35991734},"labels":[],"label_agreement":null},{"id":"W2022334076","doi":"10.2118/94179-ms","title":"Case History: Efficient Coiled-Tubing Sand Cleanout in a High-Angle Well Using a Complete Integrated Cleaning System","year":2005,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Wellbore; Coiled tubing; Petroleum engineering; Directional drilling; Drilling; Oil well; Oil production; Engineering; Geology; Geotechnical engineering; Mechanical engineering","score_opus":0.022653977965862993,"score_gpt":0.19569832489298808,"score_spread":0.1730443469271251,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022334076","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.955782,0.0007025677,0.039325334,0.000022358174,0.0006558182,0.00028475322,0.000021493515,0.00067535054,0.002530322],"genre_scores_gemma":[0.99772316,0.00006628803,0.0017502689,0.000027169996,0.00023068824,0.000018282575,0.000055730852,0.000086852735,0.000041530588],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99793047,0.00007374802,0.000616705,0.00049892097,0.00023666437,0.00064350327],"domain_scores_gemma":[0.99923486,0.00008928441,0.000101356265,0.00029053932,0.000096473304,0.000187462],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00037979946,0.0004432439,0.00055931776,0.00042467067,0.00017536187,0.00018754415,0.00012414265,0.0001956944,0.00007784869],"category_scores_gemma":[0.000026231095,0.0004894095,0.00008317134,0.00031717902,0.000073519914,0.00028772897,0.00005458107,0.0005053412,0.000054936085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048380036,0.000058321537,0.00027592888,0.0005869592,0.000058116733,0.000710936,0.0033544183,0.9416253,0.04390844,0.0020499262,0.00013589072,0.007187366],"study_design_scores_gemma":[0.001240084,0.000045506124,0.000053215303,0.0018096603,0.00005896975,0.0007576154,0.0016724474,0.9905338,0.0021059487,0.000013746579,0.0011392598,0.00056969904],"about_ca_topic_score_codex":0.0006620344,"about_ca_topic_score_gemma":0.00018611248,"teacher_disagreement_score":0.04890853,"about_ca_system_score_codex":0.0011109652,"about_ca_system_score_gemma":0.00006390738,"threshold_uncertainty_score":0.99975574},"labels":[],"label_agreement":null},{"id":"W2022573791","doi":"10.2118/97832-ms","title":"Application and Study of Fine-Silty Sand Control Technique Using Fiber-Complex High-Pressure Pack in Sebei Gas Reservoir","year":2006,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Fiber; Natural gas field; Geology; Pressure control; Materials science; Petroleum engineering; Oil sands; Cement; Geotechnical engineering; Composite material; Engineering; Natural gas","score_opus":0.006606348535821688,"score_gpt":0.2135453530256844,"score_spread":0.20693900448986272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022573791","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8430666,0.00006658077,0.15330705,0.0002742501,0.000104599174,0.00089961104,0.00013738523,0.00013749723,0.0020064719],"genre_scores_gemma":[0.99930125,0.000022770284,0.00031068438,0.000017647873,0.000108330736,0.00007910374,0.000109755914,0.00002002034,0.000030456691],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990074,0.000036508653,0.00043478163,0.00016534037,0.00021492298,0.00014105588],"domain_scores_gemma":[0.9995713,0.000063705185,0.00010187078,0.0001352543,0.000089700996,0.000038160095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021148904,0.00016466723,0.00021476242,0.00021600461,0.00005267774,0.000056881418,0.00008437453,0.00008205389,0.000024002924],"category_scores_gemma":[0.000011215886,0.00017111564,0.000028290759,0.00011096949,0.000023631286,0.00036308906,0.000015579177,0.00013171097,0.000003597859],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000082743776,0.00010039739,0.0011614579,0.000082584746,0.000035741068,0.0000024272754,0.0001228107,0.89211744,0.1045294,0.0007334641,0.000104909755,0.0009266086],"study_design_scores_gemma":[0.0036957227,0.00009886795,0.009407393,0.00009707149,0.00003247786,0.000010356899,0.00004731953,0.97887224,0.00628988,0.00058267295,0.00067619444,0.0001898168],"about_ca_topic_score_codex":0.00024064383,"about_ca_topic_score_gemma":0.00005844515,"teacher_disagreement_score":0.15623468,"about_ca_system_score_codex":0.000059622053,"about_ca_system_score_gemma":0.000003832881,"threshold_uncertainty_score":0.6977893},"labels":[],"label_agreement":null},{"id":"W2022739362","doi":"10.2118/79033-ms","title":"Pressure Pulse Workovers in Heavy Oil","year":2002,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Workover; Pulse (music); Petroleum engineering; Oil production; Environmental science; Geology; Computer science; Telecommunications","score_opus":0.007637646973412985,"score_gpt":0.16544536442541613,"score_spread":0.15780771745200314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022739362","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08591797,0.007501379,0.010785236,0.00019519491,0.0012968065,0.000070622285,0.000004064911,0.0021731104,0.89205563],"genre_scores_gemma":[0.99057335,0.00029249853,0.0005095421,0.000022136888,0.00005568662,0.000004699782,6.8594784e-7,0.000022447417,0.008518948],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999572,0.0000027288665,0.00009330782,0.000079050806,0.00006153866,0.00019139012],"domain_scores_gemma":[0.99981755,0.000015411273,0.0000029140997,0.00011674764,0.0000034734114,0.00004390598],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000035187648,0.00008303643,0.000082802486,0.000059476322,0.000008925488,0.000015632595,0.000062223815,0.00004890949,0.00055528554],"category_scores_gemma":[0.0000064911983,0.000084014144,0.000022758371,0.00014156903,0.0000046219698,0.00006798893,0.000006806687,0.00011669098,0.00013702567],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.566694e-7,0.0000074366967,0.00021513914,0.000041358544,0.000009763183,0.000005868844,0.000109550485,0.9738064,0.00012870338,0.00011882304,0.0033752846,0.022181153],"study_design_scores_gemma":[0.00015167701,0.0000033658384,0.00018625175,0.00003220811,0.0000031568711,0.000001944172,0.000011083967,0.93669474,0.00065570924,0.000009067722,0.062123556,0.00012724154],"about_ca_topic_score_codex":0.000016764014,"about_ca_topic_score_gemma":0.000012045643,"teacher_disagreement_score":0.9046554,"about_ca_system_score_codex":0.000015581838,"about_ca_system_score_gemma":6.487536e-7,"threshold_uncertainty_score":0.6079987},"labels":[],"label_agreement":null},{"id":"W2022907733","doi":"10.2118/74820-ms","title":"Horizontal Well Cleaning and Evaluation Using Concentric Coiled Tubing: A 3 Well Case Study from Australia","year":2002,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Concentric; Completion (oil and gas wells); Petroleum engineering; Directional drilling; Drawdown (hydrology); Wellbore; Drilling; Geology; Oil well; Oil field; Drilling fluid; Geotechnical engineering; Environmental geology; Well drilling; Engineering; Mechanical engineering; Aquifer; Metamorphic petrology","score_opus":0.05948866892249436,"score_gpt":0.26131910454147506,"score_spread":0.2018304356189807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2022907733","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9928706,0.00072406884,0.0039442894,0.000015642125,0.00057741615,0.000552664,0.000016815131,0.0003134203,0.0009850555],"genre_scores_gemma":[0.99886894,0.00025833913,0.00042284487,0.000010513957,0.000271783,0.00002281671,0.000043154178,0.00005720549,0.000044412074],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99808234,0.00009955328,0.00046234648,0.00053074077,0.00035187358,0.00047311655],"domain_scores_gemma":[0.99923587,0.00010633246,0.000085346284,0.00025305746,0.00011585739,0.00020354775],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034912056,0.0004012376,0.00041097566,0.00016840252,0.0002672312,0.00034138747,0.00008568431,0.00016971586,0.00044999368],"category_scores_gemma":[0.00003194377,0.00044910976,0.000056182653,0.00026523243,0.00006231939,0.0004886802,0.00005210403,0.00037333436,0.00005649859],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025777085,0.0012766141,0.08541922,0.0013513367,0.0016252091,0.006624553,0.06221573,0.43173206,0.2175021,0.00093740434,0.0015524254,0.18950556],"study_design_scores_gemma":[0.0021115355,0.00016059517,0.00081515417,0.000343434,0.00027066786,0.0003872242,0.004250128,0.98884577,0.0019808137,0.00011290518,0.00015032305,0.00057146477],"about_ca_topic_score_codex":0.0010053042,"about_ca_topic_score_gemma":0.00017338237,"teacher_disagreement_score":0.5571137,"about_ca_system_score_codex":0.0001537634,"about_ca_system_score_gemma":0.00001633606,"threshold_uncertainty_score":0.9997961},"labels":[],"label_agreement":null},{"id":"W2023048479","doi":"10.2118/79830-ms","title":"Step Change In Time Efficiency Using An Innovative Leap-Frog Rig System In Yemen","year":2003,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Drilling; Drilling rig; Drill; Petroleum engineering; Casing; Petroleum; Well drilling; Engineering; Marine engineering; Geology; Mining engineering; Mechanical engineering","score_opus":0.021807551640158202,"score_gpt":0.22381461459965202,"score_spread":0.2020070629594938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023048479","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9648089,0.00015294248,0.020292738,0.0000017207378,0.00023684093,0.00021519879,0.0000013852482,0.00037395442,0.013916359],"genre_scores_gemma":[0.9979473,0.000003446954,0.0018772031,0.000009775848,0.000041878615,0.000014050654,0.000002941033,0.000037498405,0.000065944914],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990953,0.000026142605,0.0002547308,0.00016739816,0.00012503944,0.0003313392],"domain_scores_gemma":[0.99973273,0.00001927359,0.0000151164495,0.00016585184,0.000021768436,0.000045273973],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035845305,0.0001553614,0.00019812948,0.0003150362,0.000017641907,0.000027677375,0.00010892662,0.00007981388,0.000029935787],"category_scores_gemma":[0.00001297486,0.00015994735,0.000014698874,0.0009238077,0.000008559231,0.0001777977,0.000012444739,0.00015990071,0.000044407956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002224632,0.0000613154,0.0045398995,0.00018875195,0.000011708402,0.000034345776,0.0020418568,0.9850172,0.004079624,0.002642084,0.000009480639,0.0013715341],"study_design_scores_gemma":[0.00033171335,0.000019120584,0.0009150617,0.0001718386,0.0000019307638,0.000006032763,0.00019368234,0.9951475,0.0026289725,0.0000038916914,0.00034997158,0.00023026676],"about_ca_topic_score_codex":0.0001857459,"about_ca_topic_score_gemma":0.00004727994,"teacher_disagreement_score":0.0331384,"about_ca_system_score_codex":0.00022389772,"about_ca_system_score_gemma":0.000010893001,"threshold_uncertainty_score":0.65224636},"labels":[],"label_agreement":null},{"id":"W2023834364","doi":"10.2118/2005-163-ea","title":"Importance of Fluid Rheological Characterization on Managed Pressure Drilling Operations","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Rheology; Drilling fluid; Petroleum engineering; Characterization (materials science); Drilling; Computer science; Geology; Materials science; Mechanical engineering; Engineering; Nanotechnology; Composite material","score_opus":0.01084247397279742,"score_gpt":0.1991470876323667,"score_spread":0.18830461365956927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023834364","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9380224,0.00005885792,0.03577499,0.00064407074,0.00066538365,0.00007828345,0.00016560747,0.00014682682,0.024443615],"genre_scores_gemma":[0.9977549,0.000072674724,0.00045164183,0.000113529146,0.00020641065,0.0000149982425,0.00016630748,0.000017916,0.0012016426],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928224,0.00000817342,0.00022621208,0.0001525159,0.00014261172,0.00018826699],"domain_scores_gemma":[0.9995923,0.000017888831,0.000020428706,0.00014689483,0.00008603194,0.00013643531],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006716798,0.00012261375,0.000121305624,0.00019543114,0.000043996482,0.00004817206,0.0002306193,0.00006264019,0.0004128936],"category_scores_gemma":[0.000035148,0.00013379249,0.000037016514,0.00006812548,0.00002354278,0.00015354926,0.000008975575,0.00014448902,0.000046869045],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002570807,0.0000058696387,0.0010731978,0.000010692581,0.000040641353,0.0000031939094,0.000055827557,0.9768235,0.006228578,0.014460131,0.00012067663,0.0011751254],"study_design_scores_gemma":[0.00011943336,0.000013040825,0.00980085,0.00004728492,0.000006907142,0.0000032877967,0.0000076988445,0.95266575,0.0020148137,0.000021005912,0.035160586,0.00013936611],"about_ca_topic_score_codex":0.0003503768,"about_ca_topic_score_gemma":0.0055916626,"teacher_disagreement_score":0.059732515,"about_ca_system_score_codex":0.000105032734,"about_ca_system_score_gemma":0.00005071028,"threshold_uncertainty_score":0.54559},"labels":[],"label_agreement":null},{"id":"W2023884496","doi":"10.2118/154645-ms","title":"Multi-Faceted Approach for Optimizing a Microbial Control Program","year":2012,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Computer science; Control (management); Artificial intelligence","score_opus":0.015135905819175835,"score_gpt":0.21947945452375964,"score_spread":0.2043435487045838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2023884496","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0045586484,0.0003259894,0.99044335,0.00000501239,0.0003738205,0.00060603034,0.000007890952,0.0016062979,0.0020729662],"genre_scores_gemma":[0.56151396,0.0000036760287,0.43798673,0.000011845811,0.00015782988,0.00014380793,0.0000129511,0.000038066235,0.00013109884],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992392,0.000004634223,0.00014131003,0.00009926172,0.000045811335,0.00046977267],"domain_scores_gemma":[0.9997216,0.000025350098,0.000009711441,0.000116432486,0.000017990798,0.00010890845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013543772,0.00014821437,0.00015936873,0.00004963276,0.000037444406,0.000033164815,0.00007776915,0.00008021034,0.000008694609],"category_scores_gemma":[0.000011714599,0.00013897615,0.000080168225,0.00007316551,0.000009400318,0.00011080535,0.000007242253,0.000092601964,0.000012022912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006096862,0.000094533825,0.00009220779,0.0001366328,0.00007703585,1.19020356e-7,0.00018750879,0.96013045,0.031540804,0.00005685458,0.00076585443,0.0069118915],"study_design_scores_gemma":[0.0010468228,0.000015491849,0.00004276452,0.000007639298,0.000021199825,0.0000039919996,0.000035109024,0.984449,0.0059591373,3.6498597e-7,0.0082166735,0.0002017729],"about_ca_topic_score_codex":0.000002866051,"about_ca_topic_score_gemma":2.2607529e-7,"teacher_disagreement_score":0.55695534,"about_ca_system_score_codex":0.00002884685,"about_ca_system_score_gemma":0.0000030044907,"threshold_uncertainty_score":0.5667283},"labels":[],"label_agreement":null},{"id":"W2024289220","doi":"10.2118/60706-ms","title":"Coiled Tubing Drilling – Expanding Application Key to Future","year":2000,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Roundtable","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Drilling; Petroleum engineering; Measurement while drilling; Electromagnetic coil; Directional drilling; Underbalanced drilling; Drilling fluid; Rate of penetration; Engineering; Geology; Mechanical engineering; Electrical engineering","score_opus":0.0048568756055486694,"score_gpt":0.200614359060607,"score_spread":0.19575748345505833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024289220","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61290216,0.0017658187,0.35064787,0.00024946776,0.0024529025,0.00074472337,0.000017956594,0.0031266974,0.028092405],"genre_scores_gemma":[0.98354846,0.00050066493,0.0068211914,0.0001260846,0.001990373,0.00015751523,0.000070437105,0.0002662806,0.0065190084],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99703765,0.000031777105,0.00063902535,0.0006844397,0.000449295,0.0011577908],"domain_scores_gemma":[0.998614,0.00010849074,0.000056881083,0.0007626384,0.000073241084,0.00038471428],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00042323698,0.00058292993,0.0005851751,0.00031057643,0.00040498376,0.0008345588,0.00047011572,0.00026380667,0.00031991082],"category_scores_gemma":[0.000026983429,0.0006656145,0.00016659878,0.0010047444,0.000019319908,0.0013139917,0.00005667881,0.0004891513,0.00065996876],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021811979,0.000027879822,0.00028334287,0.00014221201,0.00007665461,0.000011873342,0.0010947528,0.94469416,0.024936877,0.0006112101,0.0012237662,0.026875487],"study_design_scores_gemma":[0.0012268755,0.0000743229,0.00021046001,0.00062667456,0.00010088381,0.000059484286,0.00075107755,0.6360851,0.015891507,0.000468082,0.34277335,0.0017321851],"about_ca_topic_score_codex":0.00014295155,"about_ca_topic_score_gemma":0.000056660796,"teacher_disagreement_score":0.3706463,"about_ca_system_score_codex":0.0006404896,"about_ca_system_score_gemma":0.000040576553,"threshold_uncertainty_score":0.9995795},"labels":[],"label_agreement":null},{"id":"W2024558789","doi":"10.2118/05-07-tn1","title":"Reverse Circulation Placement Technique vs. Conventional Placement Technique: A Comparative Study of Cement Job Hydraulics Design","year":2005,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Casing; Cement; Lost circulation; Petroleum engineering; Geology; Geotechnical engineering; Circulation (fluid dynamics); Completion (oil and gas wells); Oil well; Hydraulics; Drilling fluid; Drilling; Engineering; Materials science; Mechanical engineering; Composite material","score_opus":0.01855244776180699,"score_gpt":0.23109344442097324,"score_spread":0.21254099665916626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024558789","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.174578,0.0005089536,0.8199709,0.00085096405,0.00042425262,0.0013852572,0.000018093731,0.0002566937,0.002006899],"genre_scores_gemma":[0.98413575,0.00006767754,0.015502193,0.000024199231,0.000076416145,0.00011236453,0.0000029190214,0.000032575037,0.00004589868],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99818975,0.000048198326,0.0008623063,0.00016028261,0.00036177816,0.00037768934],"domain_scores_gemma":[0.99905103,0.000036405752,0.00027322274,0.00025646144,0.0001880146,0.0001948321],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000657577,0.00024505908,0.00048980856,0.0030092993,0.000067091874,0.000016298492,0.0003119316,0.00021698356,0.00006065249],"category_scores_gemma":[0.000023223098,0.00026289123,0.00009225093,0.0006821242,0.000051628416,0.0001285751,0.000024424904,0.0005340313,0.000006764246],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004241009,0.00013252476,0.0005047355,0.00003797328,0.00025012236,0.000038157512,0.00023980928,0.9830864,0.0115959775,0.00036939868,0.003171082,0.0005313925],"study_design_scores_gemma":[0.010990999,0.008136724,0.0027405927,0.0013403547,0.00069130183,0.0015111065,0.0066948906,0.5203805,0.20919485,0.00069726136,0.23544028,0.0021811097],"about_ca_topic_score_codex":0.00037427325,"about_ca_topic_score_gemma":0.0035617475,"teacher_disagreement_score":0.8095578,"about_ca_system_score_codex":0.0010137651,"about_ca_system_score_gemma":0.00019987213,"threshold_uncertainty_score":0.99998236},"labels":[],"label_agreement":null},{"id":"W2024996203","doi":"10.2118/125644-ms","title":"Bearing Wear Model for Roller Cone Bits","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Husky Energy (Canada); University of Calgary","funders":"","keywords":"Bearing (navigation); Bit (key); Drilling; Computer science; Engineering; Structural engineering; Mechanical engineering; Artificial intelligence","score_opus":0.01273007497636889,"score_gpt":0.1989214286545136,"score_spread":0.1861913536781447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024996203","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01900042,0.00014292564,0.9619044,0.000066693116,0.00014604176,0.00010237307,0.0000021667593,0.0008294568,0.017805522],"genre_scores_gemma":[0.9792952,0.000025840654,0.017652795,0.000063660824,0.000090542475,0.0000069605817,0.0000028660136,0.000025132114,0.0028370358],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99953485,7.90052e-7,0.0001065317,0.00009036574,0.00005466877,0.00021282464],"domain_scores_gemma":[0.9998057,0.00001514216,0.0000045899783,0.00010745631,0.000012308299,0.00005480628],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000055812663,0.0000970766,0.000108050575,0.000050302286,0.000026485633,0.00002105977,0.00006186959,0.00004867641,0.0000113979995],"category_scores_gemma":[0.0000066994603,0.00009551739,0.00004580214,0.000056769266,0.0000029291573,0.000065588734,0.0000042459683,0.00006363487,0.000023876928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015473348,0.000003863667,0.0000032899825,0.000013727476,0.00000900747,3.0155726e-7,0.00007274184,0.988465,0.005887633,0.0014417409,0.0009603134,0.0031408484],"study_design_scores_gemma":[0.00024021263,0.000012332671,0.00002552811,0.000013205077,0.0000051937736,9.4760856e-7,0.000004722534,0.99067354,0.0066171107,0.00044966434,0.0018229302,0.00013463697],"about_ca_topic_score_codex":0.0000011564339,"about_ca_topic_score_gemma":8.859183e-7,"teacher_disagreement_score":0.9602947,"about_ca_system_score_codex":0.000018518791,"about_ca_system_score_gemma":0.0000035367389,"threshold_uncertainty_score":0.3895086},"labels":[],"label_agreement":null},{"id":"W2025029292","doi":"10.2118/64733-ms","title":"Why Oilwells Leak: Cement Behavior and Long-Term Consequences","year":2000,"lang":"en","type":"article","venue":"International Oil and Gas Conference and Exhibition in China","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":135,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Atomic Energy (Canada); University of Waterloo","funders":"","keywords":"Casing; Shrinkage; Cement; Petroleum engineering; Leak; Permeability (electromagnetism); Fossil fuel; Environmental science; Geotechnical engineering; Materials science; Geology; Waste management; Composite material; Engineering; Chemistry; Environmental engineering","score_opus":0.012508095737902215,"score_gpt":0.22957118542276034,"score_spread":0.21706308968485813,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025029292","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9915295,0.0004250412,0.00032024825,0.0006867559,0.00016035272,0.000022232505,0.000013887604,0.00005207792,0.0067898617],"genre_scores_gemma":[0.9913244,0.008002589,0.00006087623,0.0000921677,0.000052186264,0.000018126122,0.000023746641,0.000007326764,0.00041855234],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99950117,0.0000064746714,0.00014646063,0.00014320276,0.00008989829,0.000112769514],"domain_scores_gemma":[0.9998609,0.000016573522,0.000011884512,0.000041394575,0.000015532522,0.000053704058],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000052583317,0.00010822437,0.00009741975,0.00007357467,0.0000327266,0.00009145411,0.000042189284,0.00004319494,0.00028689427],"category_scores_gemma":[0.0000027949832,0.00010589707,0.000012921775,0.00003084795,0.0000694536,0.00016106032,0.000011419709,0.00009609481,0.000005292445],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039270497,0.0000779645,0.049050104,0.0002222381,0.000054200747,0.00011574845,0.0015314942,0.007670274,0.005085662,0.0031176927,0.00036631478,0.93266904],"study_design_scores_gemma":[0.0062141116,0.00039875432,0.73695976,0.0036043003,0.00013175719,0.0010212442,0.00040532026,0.19832973,0.0126707945,0.011502741,0.0262445,0.002516963],"about_ca_topic_score_codex":0.00008199509,"about_ca_topic_score_gemma":0.00009478674,"teacher_disagreement_score":0.93015206,"about_ca_system_score_codex":0.0000142336185,"about_ca_system_score_gemma":0.000004812133,"threshold_uncertainty_score":0.4318357},"labels":[],"label_agreement":null},{"id":"W2025314493","doi":"10.2118/2007-125","title":"New Improvements on Managed Pressure Drilling","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Petrobras; University of Tulsa; U.S. Department of Energy","keywords":"Drilling; Petroleum engineering; Computer science; Geology; Engineering; Mechanical engineering","score_opus":0.009061530611369453,"score_gpt":0.20188517984525037,"score_spread":0.1928236492338809,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025314493","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15158002,0.00024604562,0.31750798,0.0004749699,0.0065709515,0.00016237763,0.000085948894,0.0005914245,0.5227803],"genre_scores_gemma":[0.9919246,0.000023820212,0.0006250471,0.00012961976,0.00036281504,0.0000032202515,0.000026239748,0.0000305751,0.0068740887],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990858,0.0000028606667,0.00017415926,0.00017337236,0.00019945143,0.00036436852],"domain_scores_gemma":[0.99935645,0.000026258773,0.000017857474,0.00015771613,0.000046009536,0.00039570068],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000116988456,0.00015147236,0.000097498196,0.0003075464,0.00004546141,0.000089420195,0.00030683703,0.00007043768,0.00039889303],"category_scores_gemma":[0.000020292959,0.00017627898,0.000040149105,0.00007119363,0.00000924431,0.000096840806,0.000010917271,0.000217401,0.00014445964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001058241,0.0000054781203,0.0010631898,0.000027622513,0.00019754231,0.000060312486,0.0001393516,0.94262093,0.0014916488,0.020064518,0.006545066,0.027773775],"study_design_scores_gemma":[0.00042053367,0.00002730874,0.0050640428,0.000107260756,0.000013952518,0.0000054772972,0.00004054593,0.49448776,0.0028271428,0.00037893455,0.49625242,0.0003746355],"about_ca_topic_score_codex":0.006705582,"about_ca_topic_score_gemma":0.01888201,"teacher_disagreement_score":0.84034455,"about_ca_system_score_codex":0.00019827575,"about_ca_system_score_gemma":0.00007424334,"threshold_uncertainty_score":0.99990886},"labels":[],"label_agreement":null},{"id":"W2025471865","doi":"10.2118/143331-ms","title":"Inversion of DTS Logs To Measure Zonal Coverage During and After Wellbore Treatments With Coiled Tubing","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Suncor Energy Incorporated","keywords":"Coiled tubing; Petroleum engineering; Inversion (geology); Geology; Wellbore; Workflow; Carbonate; Reservoir modeling; Petrology; Materials science; Computer science; Structural basin; Geomorphology","score_opus":0.006810981366573459,"score_gpt":0.14982696391003889,"score_spread":0.14301598254346543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025471865","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9855542,0.000090752445,0.008630957,0.000004068677,0.00006295242,0.00009670769,0.000004102862,0.00013996208,0.005416305],"genre_scores_gemma":[0.99801457,0.000029147117,0.0017061955,0.000010365584,0.000015715137,0.000009216066,0.0000016979563,0.000028916507,0.00018417997],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99947673,0.0000043301825,0.00010967191,0.00012835892,0.00011159807,0.00016928131],"domain_scores_gemma":[0.99975,0.000008685129,0.000010150485,0.000113964816,0.000018913917,0.000098287324],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000035023622,0.00013962093,0.00014601063,0.000082461636,0.000020707399,0.000008385854,0.000043012853,0.000045496305,0.000071813825],"category_scores_gemma":[0.0000028776922,0.000114120994,0.000021985286,0.000090402114,0.000011335184,0.000091873975,0.000020419846,0.000060611037,0.000011045513],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001545166,0.00029508577,0.36263204,0.0021855272,0.0015568223,0.00047233354,0.017858906,0.4701448,0.12545753,0.0003353263,0.0003674429,0.017149024],"study_design_scores_gemma":[0.005802967,0.0006484995,0.3403215,0.0016180432,0.00025699678,0.000077751705,0.00033593396,0.09803093,0.55089635,0.00009208225,0.0003933519,0.0015255505],"about_ca_topic_score_codex":0.000029021512,"about_ca_topic_score_gemma":0.000017666189,"teacher_disagreement_score":0.42543885,"about_ca_system_score_codex":0.000030297762,"about_ca_system_score_gemma":0.0000041006347,"threshold_uncertainty_score":0.4653719},"labels":[],"label_agreement":null},{"id":"W2025899797","doi":"10.2118/98279-ms","title":"Pore Pressure Prediction and Drilling Challenges: A Case Study of Deepwater, Subsalt Drilling From Nova Scotia, Canada","year":2006,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Casing; Drilling; Borehole; Petroleum engineering; Completion (oil and gas wells); Wellbore; Geology; Deepwater drilling; Measurement while drilling; Pore water pressure; Drilling fluid; Nova scotia; Engineering; Geotechnical engineering; Mechanical engineering; Oceanography","score_opus":0.012065599791185166,"score_gpt":0.18011333610840355,"score_spread":0.1680477363172184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2025899797","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9898396,0.006062349,0.0025403716,0.000011359299,0.00066722406,0.0002151823,0.000061956474,0.00022874685,0.0003731686],"genre_scores_gemma":[0.99911714,0.00017696213,0.00030653292,0.000004550289,0.00026191297,0.000005670508,0.00004945516,0.000061223065,0.00001657469],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883837,0.000018145342,0.00036262698,0.00027581726,0.00021548413,0.0002895591],"domain_scores_gemma":[0.99948233,0.00007463315,0.000045900902,0.0002701336,0.000042187865,0.00008482469],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011221124,0.00022850206,0.0002792294,0.000078368765,0.000045010096,0.000025261623,0.00009238588,0.000091922935,0.0000084756775],"category_scores_gemma":[0.000007863902,0.00023988982,0.000027490232,0.0000885381,0.000013425469,0.00011297594,0.00002929896,0.00018323553,9.834354e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000431984,0.000055648696,0.006733414,0.00017833011,0.00023173327,0.0005479931,0.002055376,0.9880908,0.0008514051,0.000017050847,0.00024374439,0.0009901553],"study_design_scores_gemma":[0.0017097766,0.00014686074,0.0069222776,0.00027701905,0.00040179605,0.0003389906,0.0043302136,0.97786003,0.0033686964,0.00007620062,0.003875892,0.0006922595],"about_ca_topic_score_codex":0.63162863,"about_ca_topic_score_gemma":0.71487004,"teacher_disagreement_score":0.083241396,"about_ca_system_score_codex":0.000043312066,"about_ca_system_score_gemma":0.000020435245,"threshold_uncertainty_score":0.9782423},"labels":[],"label_agreement":null},{"id":"W2026020575","doi":"10.2118/2002-049","title":"Using a Wireless Coiled-Tubing Collar Locator Tool on Coiled-Tubing Fracturing Operations","year":2002,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Computer science; Collar; Geology; Engineering; Library science; Mechanical engineering","score_opus":0.024562886762096076,"score_gpt":0.21237460125400853,"score_spread":0.18781171449191245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026020575","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9396517,0.0001706721,0.028977603,0.0003206157,0.002070654,0.00013094951,0.0001187961,0.00032647344,0.028232519],"genre_scores_gemma":[0.9980541,0.00008353341,0.0004486176,0.00020728618,0.00038102843,0.00002946435,0.000035728634,0.0000715569,0.0006886725],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984454,0.000018049508,0.00035804376,0.00032655828,0.00032268572,0.00052927766],"domain_scores_gemma":[0.99912006,0.00006509386,0.000032998196,0.0002780715,0.00014859298,0.00035521397],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010851613,0.0003032015,0.00024338957,0.00049168797,0.00023501721,0.00038359186,0.00041646123,0.00013476177,0.0008572792],"category_scores_gemma":[0.00006812512,0.00036788444,0.000081446764,0.00018541656,0.00003994448,0.00032322406,0.00002536637,0.00039807652,0.00021677141],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019716183,0.000009733425,0.00035886388,0.000021193891,0.00009176529,0.000050880924,0.00023097635,0.99261385,0.0016094914,0.003455677,0.0004417362,0.0011138848],"study_design_scores_gemma":[0.00029375168,0.000015444968,0.00019675467,0.00026658896,0.000018566476,0.00002852256,0.00007232905,0.98439926,0.001787276,0.000021182994,0.012488262,0.00041208172],"about_ca_topic_score_codex":0.004459318,"about_ca_topic_score_gemma":0.011008864,"teacher_disagreement_score":0.058402393,"about_ca_system_score_codex":0.00092620443,"about_ca_system_score_gemma":0.00013836502,"threshold_uncertainty_score":0.99987733},"labels":[],"label_agreement":null},{"id":"W2026095149","doi":"10.2118/60747-ms","title":"Optimizing and Managing Coiled Tubing Frac Strings","year":2000,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Roundtable","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Serviceability (structure); Service life; String (physics); Engineering; Service (business); Computer science; Structural engineering; Reliability engineering; Mathematics; Business; Marketing","score_opus":0.006012492417698519,"score_gpt":0.1828564611053812,"score_spread":0.17684396868768268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026095149","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8840376,0.0077994587,0.05049396,0.0001692556,0.0013571377,0.00044226012,0.000014742518,0.0030975004,0.052588064],"genre_scores_gemma":[0.98079413,0.0020946937,0.0077886824,0.000084495216,0.0004123939,0.0000347266,0.000024947654,0.00023748375,0.008528465],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99729455,0.000029946055,0.0005648168,0.00061249937,0.00035624005,0.0011419612],"domain_scores_gemma":[0.9989014,0.00015980192,0.000054491935,0.00054363284,0.000043806984,0.0002968274],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00040515914,0.0005685942,0.0006001235,0.0002755393,0.0003799976,0.00094581663,0.00033127,0.00020223418,0.00038666985],"category_scores_gemma":[0.00003165621,0.00066104403,0.00012338201,0.00053541193,0.000046282676,0.0015342262,0.00008560311,0.0006448019,0.0001515668],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020034908,0.000025371059,0.00055246154,0.00029266466,0.0001464631,0.000059642905,0.0008431501,0.96223915,0.004538411,0.00042922967,0.00047475693,0.03037864],"study_design_scores_gemma":[0.0015753701,0.00006146283,0.00022446203,0.0009161867,0.00012322994,0.0001069012,0.00035469362,0.94970244,0.005624015,0.0005886638,0.03932232,0.0014002386],"about_ca_topic_score_codex":0.00023896567,"about_ca_topic_score_gemma":0.000020810217,"teacher_disagreement_score":0.096756496,"about_ca_system_score_codex":0.00033499222,"about_ca_system_score_gemma":0.000024518153,"threshold_uncertainty_score":0.9995841},"labels":[],"label_agreement":null},{"id":"W2026208171","doi":"10.2118/110121-ms","title":"Experimental and Numerical Investigations of Borehole Ballooning in Rough Fractures","year":2007,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Fracture (geology); Ballooning; Borehole; Surface roughness; Geology; Drilling fluid; Drilling; Surface finish; Mechanics; Flow (mathematics); Fractal dimension; Geotechnical engineering; Deformation (meteorology); Materials science; Fractal; Composite material; Mathematics","score_opus":0.012504568012483576,"score_gpt":0.25302510373951076,"score_spread":0.2405205357270272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026208171","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91002244,0.00051481347,0.08604562,0.000054102755,0.00003798904,0.000074862546,0.000007734144,0.00014064538,0.0031018206],"genre_scores_gemma":[0.9974843,0.0000412803,0.0023933114,0.000023921304,0.000029785757,0.000003884724,0.000010021077,0.000009212804,0.000004230557],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99947554,0.00000521768,0.00018559121,0.00011234173,0.00007656602,0.00014472556],"domain_scores_gemma":[0.9998065,0.000037525446,0.000015139272,0.00005942794,0.000016678321,0.00006467645],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011990523,0.000088711255,0.00012479465,0.00007783205,0.000021881227,0.000014123366,0.000033229615,0.00008761119,0.000010563367],"category_scores_gemma":[0.000023540448,0.00008994799,0.000015305539,0.00011026913,0.00006389434,0.00014452482,0.000020906169,0.00015745102,9.654468e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000452905,0.00013913088,0.008082611,0.00019206229,0.000022964608,0.000033999386,0.0032142762,0.025467375,0.9092691,0.034163866,0.00061606406,0.018753285],"study_design_scores_gemma":[0.0011210731,0.00037422572,0.12419209,0.0006695969,0.000022168922,0.000054685846,0.0020056562,0.086089835,0.77516335,0.007493766,0.002029865,0.0007836869],"about_ca_topic_score_codex":0.00003648242,"about_ca_topic_score_gemma":0.000009446227,"teacher_disagreement_score":0.13410573,"about_ca_system_score_codex":0.00001760285,"about_ca_system_score_gemma":0.000005637273,"threshold_uncertainty_score":0.36679727},"labels":[],"label_agreement":null},{"id":"W2026227206","doi":"10.2523/iptc-16429-ms","title":"Innovative Design of the Solid Expandable Tubular to Patch the Casing: Area Below the Previously Installed Expandable Tubular","year":2013,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"PetroChina Company Limited","keywords":"Casing; Expansion ratio; Piston (optics); Cylinder; Materials science; Engineering; Mechanical engineering; Composite material; Physics","score_opus":0.012893464673190223,"score_gpt":0.21306192642635338,"score_spread":0.20016846175316316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026227206","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69799215,0.00029054296,0.29036537,0.006305341,0.0008150141,0.00065421377,0.000013764662,0.00043153862,0.0031320867],"genre_scores_gemma":[0.99795556,0.00006967309,0.0008278547,0.00011140764,0.000046168007,0.0003036421,0.000003638738,0.000033358832,0.00064870785],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986342,0.0000353694,0.00039366077,0.00023886151,0.00032924968,0.00036866707],"domain_scores_gemma":[0.99866563,0.0001409335,0.00009557428,0.0006112765,0.00044938063,0.000037191898],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029568555,0.00024409646,0.00024986238,0.0002022052,0.0001472569,0.000090890724,0.0014096601,0.00015917978,0.00011630636],"category_scores_gemma":[0.00026738315,0.00014167596,0.000059131184,0.00057214353,0.00019534568,0.00013774677,0.00024314888,0.00051632745,0.000046375968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016468926,0.00004894163,0.0019223563,0.000028490622,0.00036993113,0.000006440785,0.0013857037,0.898138,0.08322508,0.008282958,0.002365521,0.004210114],"study_design_scores_gemma":[0.0006316423,0.00013055018,0.0010790806,0.00035645993,0.000032871016,0.00006388778,0.0011320899,0.8071669,0.16773945,0.00749967,0.013718346,0.00044906326],"about_ca_topic_score_codex":0.00014782228,"about_ca_topic_score_gemma":0.000030979638,"teacher_disagreement_score":0.2999634,"about_ca_system_score_codex":0.00010163484,"about_ca_system_score_gemma":0.00008115088,"threshold_uncertainty_score":0.5777378},"labels":[],"label_agreement":null},{"id":"W2026646844","doi":"10.2118/166853-ms","title":"Solid Polymer Prevents Gas Migration into Cement Slurry in Subzero Conditions","year":2013,"lang":"en","type":"article","venue":"SPE Arctic and Extreme Environments Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Slurry; Fossil fuel; Petroleum engineering; Natural gas field; Drilling; Environmental science; Yield (engineering); Polymer; Waste management; Materials science; Natural gas; Engineering; Environmental engineering; Mechanical engineering; Composite material","score_opus":0.013174069623073947,"score_gpt":0.21799070109535598,"score_spread":0.20481663147228205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026646844","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9795691,0.00024504284,0.018913737,0.00027359682,0.000054061078,0.00024543083,0.0000027595468,0.000085464155,0.0006108134],"genre_scores_gemma":[0.9977058,0.0015455522,0.00042075638,0.000043598026,0.000026155323,0.00008064095,0.000048389804,0.00001535558,0.00011371696],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923587,0.000013213266,0.00022006634,0.00020014179,0.000113169226,0.00021755451],"domain_scores_gemma":[0.9997439,0.00001809495,0.00002071066,0.000116694355,0.0000042953975,0.000096310025],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006664265,0.00014791683,0.00013530102,0.00007498205,0.00006327234,0.00004197558,0.000041329808,0.00008950421,0.000191014],"category_scores_gemma":[0.0000065257113,0.0001498812,0.000021419757,0.000053881562,0.00006781193,0.0002636735,0.000031668784,0.00014631276,0.00004406371],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014610035,0.00021919176,0.02166015,0.000244936,0.000049158207,0.0000091527445,0.00072677986,0.0038273465,0.9400305,0.0023372017,0.0005348989,0.030346088],"study_design_scores_gemma":[0.004417608,0.00069956627,0.3210787,0.0019587486,0.0002103071,0.00009383914,0.0014204415,0.48008454,0.10788976,0.0749685,0.00440189,0.0027761057],"about_ca_topic_score_codex":0.0001538827,"about_ca_topic_score_gemma":0.000045203542,"teacher_disagreement_score":0.83214074,"about_ca_system_score_codex":0.000057938014,"about_ca_system_score_gemma":0.000003253786,"threshold_uncertainty_score":0.6111978},"labels":[],"label_agreement":null},{"id":"W2026932493","doi":"10.2523/iptc-14717-ms","title":"Drilling Systems Automation - A Technology That is at a Tipping Point","year":2011,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Automation; Drilling; Directional drilling; Petroleum industry; Process automation system; Computer science; Engineering; Manufacturing engineering; Petroleum engineering; Mechanical engineering","score_opus":0.02045426769391843,"score_gpt":0.2033462926488319,"score_spread":0.18289202495491347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2026932493","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5878218,0.0008435623,0.36629704,0.0010788434,0.0029248453,0.00019046688,0.000028353368,0.0064353268,0.034379773],"genre_scores_gemma":[0.99689347,0.00014991866,0.0021933648,0.000025094549,0.0000614186,0.00008585217,0.000011077386,0.00004445006,0.0005353699],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987471,0.000006649939,0.00033523177,0.00032588866,0.000215211,0.0003699284],"domain_scores_gemma":[0.9993509,0.000021298392,0.00008768373,0.00036208713,0.00012695404,0.000051100633],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011259396,0.00025207247,0.00025227442,0.0010960746,0.000076931945,0.00004508263,0.00060826825,0.00038241173,0.00019665486],"category_scores_gemma":[0.000038631926,0.0002741277,0.0000580867,0.00029774517,0.00010764518,0.00019578937,0.00015092285,0.00037439752,0.00027984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007951932,0.00026045772,0.0889521,0.00062242185,0.002685597,0.00043750522,0.0037728443,0.26028156,0.17322555,0.418606,0.0044032964,0.046673127],"study_design_scores_gemma":[0.00034766432,0.00004032899,0.00041528072,0.00026903715,0.000023502398,0.00021360311,0.00030733744,0.9331091,0.05068437,0.003857953,0.010329064,0.00040274154],"about_ca_topic_score_codex":0.000018778861,"about_ca_topic_score_gemma":0.000008372625,"teacher_disagreement_score":0.67282754,"about_ca_system_score_codex":0.00025803593,"about_ca_system_score_gemma":0.000018554465,"threshold_uncertainty_score":0.9999711},"labels":[],"label_agreement":null},{"id":"W2027478450","doi":"10.2118/151204-ms","title":"Collaborating on Real-Time Geomechanics across Organizational Boundaries","year":2012,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Geomechanics; Wireline; Tripping; Operator (biology); Well logging; Petroleum engineering; Computer science; Geology; Engineering; Mechanical engineering; Geotechnical engineering","score_opus":0.010324521651720348,"score_gpt":0.21934617688570435,"score_spread":0.209021655233984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027478450","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89014286,0.000286829,0.10298485,0.00008828774,0.0010976173,0.0001696888,0.00008134463,0.00093764625,0.004210875],"genre_scores_gemma":[0.9976595,0.0003921844,0.0011659304,0.00003484295,0.0004469219,0.000008730423,0.00014522375,0.000051372463,0.00009529499],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99893826,0.000014794735,0.00023065126,0.00018056693,0.00018976514,0.0004459593],"domain_scores_gemma":[0.99950594,0.000059068025,0.00003906679,0.00014149214,0.00012092466,0.0001335072],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022972313,0.00021530219,0.00019549885,0.00006653881,0.00034732732,0.0003159008,0.000063157466,0.00013483691,0.00008707062],"category_scores_gemma":[0.00005014219,0.00023041734,0.000026882268,0.00024317822,0.000042684573,0.00033224092,0.000023378567,0.00016322023,0.0001445447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006466429,0.00017126289,0.0029141498,0.0007041471,0.00023087687,0.000017396436,0.019445969,0.4912127,0.3231652,0.14064768,0.003005782,0.01842017],"study_design_scores_gemma":[0.0007286004,0.00012126408,0.00072216825,0.0005556799,0.000045337238,0.000035092573,0.0010222769,0.91583395,0.06584721,0.0035542098,0.010405467,0.0011287337],"about_ca_topic_score_codex":0.000012705728,"about_ca_topic_score_gemma":0.000005222031,"teacher_disagreement_score":0.42462128,"about_ca_system_score_codex":0.000063667125,"about_ca_system_score_gemma":0.00003127188,"threshold_uncertainty_score":0.93961465},"labels":[],"label_agreement":null},{"id":"W2027503692","doi":"10.1016/j.petrol.2014.02.014","title":"Analysis of multi-mode nonlinear coupled axial-transverse drillstring vibration in vibration assisted rotary drilling","year":2014,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Atlantic Canada Opportunities Agency","keywords":"Vibration; Nonlinear system; Transverse plane; Drilling; Engineering; Structural engineering; Shock absorber; Directional drilling; Natural frequency; Normal mode; Mechanics; Mechanical engineering; Acoustics; Physics","score_opus":0.0072199142869872794,"score_gpt":0.21423272343344632,"score_spread":0.20701280914645903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027503692","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62468034,0.0001130684,0.37482506,0.0000114431205,0.00027868972,0.000027951295,0.0000017590216,0.000037492257,0.00002422037],"genre_scores_gemma":[0.986379,0.0001289097,0.013357546,0.000005535843,0.00010170972,0.0000014636584,0.0000029921448,0.00002093593,0.0000019067681],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99840385,0.000011831889,0.0006620472,0.00016144582,0.0004612428,0.00029956066],"domain_scores_gemma":[0.99934906,0.00008938209,0.00012698187,0.00014331487,0.00015134113,0.00013994714],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001132289,0.00017941411,0.00045262722,0.0016973633,0.00005365006,0.00007001133,0.00019671804,0.00007517798,0.0000032925084],"category_scores_gemma":[0.000177926,0.00017940695,0.00011208537,0.001596145,0.000046717727,0.00073984254,0.000017609942,0.00026400515,4.2513628e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004920403,0.000011144088,0.0011476423,0.000049171435,0.000056236222,0.000002399739,0.000192137,0.725057,0.27261743,0.000015896218,4.090753e-7,0.0008455907],"study_design_scores_gemma":[0.00047846162,0.000043368666,0.02176405,0.0001439728,0.00011928027,0.000007952206,0.00006902231,0.9669524,0.010195844,0.0000013544899,0.0000547554,0.00016956],"about_ca_topic_score_codex":0.000023780207,"about_ca_topic_score_gemma":0.0000263205,"teacher_disagreement_score":0.3616987,"about_ca_system_score_codex":0.00012667848,"about_ca_system_score_gemma":0.00004249436,"threshold_uncertainty_score":0.73160034},"labels":[],"label_agreement":null},{"id":"W2027868780","doi":"10.2118/144596-pa","title":"Acoustic-Wave-Testing System for Monitoring the Vapour Chamber in Vapour-Extraction Process","year":2012,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Acoustics; SIGNAL (programming language); Ultrasonic sensor; Transducer; Attenuation; Materials science; Porous medium; Process (computing); Porosity; Optics; Computer science; Composite material; Physics","score_opus":0.017995620318120714,"score_gpt":0.22375514588370393,"score_spread":0.20575952556558322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027868780","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9737114,0.0022598514,0.01829994,0.0005040531,0.003425673,0.00014474422,0.0000062801955,0.00022612362,0.0014219683],"genre_scores_gemma":[0.997681,0.000032922122,0.0013696072,0.0000058100554,0.0008152568,0.000021499509,3.3979137e-7,0.0000476947,0.000025858577],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987838,0.000009703238,0.0003985057,0.000075726806,0.00012571969,0.00060652406],"domain_scores_gemma":[0.99932873,0.000110931825,0.00012087575,0.0001409598,0.00011450166,0.00018397773],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050279533,0.00015434645,0.00024778768,0.0015432,0.000083246545,0.000027165523,0.00015943516,0.0002106867,0.0000017774067],"category_scores_gemma":[0.0001878531,0.00013297939,0.000055905508,0.00067884615,0.000018959656,0.00020278688,0.000006799511,0.00059941725,0.00000349607],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007869071,0.000012477393,0.011713194,0.00026861872,0.00007603445,0.00009164493,0.00021778747,0.96993786,0.009401335,0.0002446632,0.0002007738,0.007827755],"study_design_scores_gemma":[0.0022781075,0.00029125126,0.013643822,0.0017968286,0.00027387447,0.010137901,0.007031657,0.87534297,0.04434328,0.00030094705,0.043421764,0.001137621],"about_ca_topic_score_codex":0.00060057995,"about_ca_topic_score_gemma":0.001536884,"teacher_disagreement_score":0.0945949,"about_ca_system_score_codex":0.0005346054,"about_ca_system_score_gemma":0.000099716104,"threshold_uncertainty_score":0.54227424},"labels":[],"label_agreement":null},{"id":"W2027980869","doi":"10.2118/1212-0124-jpt","title":"Technology Focus: Bit Technology and Bottomhole Assemblies (December 2012)","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Drilling; Petroleum industry; Workover; Schedule; Focus (optics); Computer science; Engineering; Operations management; Petroleum engineering; Risk analysis (engineering); Business; Mechanical engineering","score_opus":0.00509958319730815,"score_gpt":0.2047789012653949,"score_spread":0.19967931806808675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2027980869","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90057,0.04885206,0.04118204,0.0036284996,0.0014506608,0.000087587374,0.0000046036553,0.0016182875,0.0026062652],"genre_scores_gemma":[0.9905709,0.0012602804,0.007585155,0.000015449004,0.00025965794,0.000012604171,5.103419e-7,0.000079929,0.00021549471],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99816805,0.000011860084,0.0006390325,0.00017550992,0.0001956356,0.00080993597],"domain_scores_gemma":[0.9990859,0.000049607832,0.00019708942,0.0003988016,0.00012314218,0.00014542781],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035382717,0.00033307326,0.00063918036,0.0048845136,0.000078835496,0.000026980117,0.00047138098,0.0009005768,0.00003297266],"category_scores_gemma":[0.0001392766,0.00030994136,0.000095378986,0.0015485765,0.00026032707,0.00043089146,0.0001478592,0.0012390093,0.000054112046],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007862578,0.0005524341,0.15720369,0.00049973995,0.0018004645,0.00042739903,0.00033531536,0.031906288,0.3610946,0.10463836,0.021723334,0.31973976],"study_design_scores_gemma":[0.0033949716,0.0011368439,0.0020944462,0.0005651411,0.00039572205,0.012650574,0.0018015013,0.015025619,0.22963533,0.030681305,0.7008008,0.0018177927],"about_ca_topic_score_codex":9.509557e-7,"about_ca_topic_score_gemma":0.0000039870265,"teacher_disagreement_score":0.67907745,"about_ca_system_score_codex":0.00010924963,"about_ca_system_score_gemma":0.000024160232,"threshold_uncertainty_score":0.99993527},"labels":[],"label_agreement":null},{"id":"W2028331499","doi":"10.4043/19683-ms","title":"Differences In Shear Strength Between Jumbo Piston Core and Conventional Rotary Core Samples","year":2008,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Coring; Geology; Geotechnical engineering; Submarine pipeline; Piston (optics); Shear (geology); Seabed; Core sample; Drilling; Core (optical fiber); Shear strength (soil); Seafloor spreading; Soil water; Materials science; Engineering; Soil science; Oceanography; Composite material; Petrology; Mechanical engineering","score_opus":0.04539063512552284,"score_gpt":0.22552854356874008,"score_spread":0.18013790844321725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028331499","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99197376,0.00080618827,0.0052641896,0.00009506705,0.00013969916,0.00012482156,0.000038383296,0.0007344322,0.00082345575],"genre_scores_gemma":[0.997355,0.0005586786,0.0018649483,0.0000062219865,0.00004363045,0.000025238243,0.000042795178,0.000025922653,0.0000775636],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9989538,0.0000068765867,0.00027580376,0.00028902126,0.00013061994,0.0003438448],"domain_scores_gemma":[0.9995486,0.00008324606,0.000030767766,0.0002306394,0.00003627825,0.000070426286],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000069308444,0.00023761812,0.00037469706,0.000338485,0.000074447395,0.000012603305,0.00024934058,0.00028999816,0.00007058269],"category_scores_gemma":[0.00004022528,0.0002461199,0.00003203733,0.0002827701,0.00034665692,0.00007522879,0.00006521696,0.00046697445,0.0000128731335],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005247551,0.000025095529,0.976552,0.00009451637,0.00005395261,0.000051722825,0.0001793832,0.000501808,0.00096627855,0.010444236,0.0003211235,0.010804603],"study_design_scores_gemma":[0.0011674883,0.00019226206,0.8833995,0.00049386296,0.000040650346,0.00014998709,0.0003386052,0.09688489,0.0037112113,0.009725048,0.002866604,0.0010299174],"about_ca_topic_score_codex":0.00003427079,"about_ca_topic_score_gemma":0.00004162768,"teacher_disagreement_score":0.09638309,"about_ca_system_score_codex":0.000039685394,"about_ca_system_score_gemma":0.000034614328,"threshold_uncertainty_score":0.9999991},"labels":[],"label_agreement":null},{"id":"W2028378227","doi":"10.2118/119468-ms","title":"New Standard for Evaluating Casing Connections for Thermal Well Applications","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Standardization; Protocol (science); Work (physics); Mechanical engineering; Engineering; Thermal; Computer science; Petroleum engineering","score_opus":0.01884570449197097,"score_gpt":0.2814797671114449,"score_spread":0.2626340626194739,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028378227","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0016033966,0.00016275884,0.98848104,0.00013587011,0.00017185841,0.0005858081,0.000013926475,0.0006442393,0.008201077],"genre_scores_gemma":[0.71578807,0.000008774815,0.282515,0.00005355385,0.000468471,0.00016773815,0.000021058293,0.000043206648,0.0009341183],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99946165,0.0000021278897,0.00014880918,0.00011446945,0.00006118776,0.0002117603],"domain_scores_gemma":[0.9996343,0.00011900857,0.000012327986,0.0001217682,0.00004629389,0.00006625465],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013292472,0.000100395984,0.000106842264,0.000047684814,0.00012028281,0.00004046079,0.000060582905,0.000044002612,0.000031060124],"category_scores_gemma":[0.000019766323,0.000103465034,0.000069010945,0.00008642689,0.0000031566724,0.00006167928,0.0000025341615,0.0000514254,0.000007854635],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005881285,0.0000031792688,0.000002101622,0.000023773955,0.000016416934,3.5284724e-8,0.000057878926,0.86599976,0.010747464,0.0048832437,0.0018026617,0.116457574],"study_design_scores_gemma":[0.0005000517,0.00009176559,0.000017604156,0.00001726556,0.000031671127,0.000002030419,0.000042982643,0.9134307,0.016311958,0.0016920425,0.0676868,0.00017515913],"about_ca_topic_score_codex":0.000003959955,"about_ca_topic_score_gemma":0.0000037831198,"teacher_disagreement_score":0.7141847,"about_ca_system_score_codex":0.000047541304,"about_ca_system_score_gemma":0.000020707688,"threshold_uncertainty_score":0.42191815},"labels":[],"label_agreement":null},{"id":"W2028447805","doi":"10.2118/09-04-64","title":"Elastoplastic Modelling of Sand Production Using Fracture Energy Regularization Method","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts","keywords":"Softening; Geotechnical engineering; Hardening (computing); Dissipation; Mechanics; Geology; Cohesion (chemistry); Regularization (linguistics); Comminution; Deformation (meteorology); Shearing (physics); Materials science; Computer science; Physics; Composite material","score_opus":0.007699302664550571,"score_gpt":0.1885603414959808,"score_spread":0.18086103883143023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028447805","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03484255,0.0009099145,0.96296775,0.00043398447,0.0004217424,0.000017039303,0.0000014602447,0.00005786946,0.00034767613],"genre_scores_gemma":[0.960091,0.00014996881,0.03952375,0.000020688505,0.00015992642,2.92893e-7,0.0000010573316,0.000021219019,0.000032096847],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918735,0.000010995478,0.0003634479,0.000087148095,0.000121429985,0.00022962905],"domain_scores_gemma":[0.99949384,0.000013155466,0.00013327428,0.00013623288,0.000116102114,0.00010742214],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015620874,0.00012115407,0.00026237156,0.0025634414,0.00003630497,0.000010122722,0.00012864471,0.00022560834,0.0000051907023],"category_scores_gemma":[0.000043173455,0.0001260273,0.000056864483,0.00067824527,0.000017372146,0.00012008229,0.0000028132697,0.0003000987,2.6748083e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000040822333,0.000004227436,0.00001963212,0.000013455061,0.000031169184,0.0000121622625,0.000023112529,0.9701519,0.024586037,0.00065619167,0.00011546941,0.0043825624],"study_design_scores_gemma":[0.00014789935,0.00008148375,0.000016683705,0.00011084584,0.000045916775,0.0003739091,0.000020212447,0.9256298,0.063263185,0.0023932343,0.0077959346,0.00012087485],"about_ca_topic_score_codex":0.00036333737,"about_ca_topic_score_gemma":0.0002843915,"teacher_disagreement_score":0.92524844,"about_ca_system_score_codex":0.00017370748,"about_ca_system_score_gemma":0.00009779977,"threshold_uncertainty_score":0.51392436},"labels":[],"label_agreement":null},{"id":"W2028481528","doi":"10.2523/iptc-10321-ms","title":"Failure Mechanisms in Deepwater Chalks: Rock Stability as Function of Pore Pressure and Water Saturation","year":2005,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Pore water pressure; Geology; Saturation (graph theory); Water saturation; Geotechnical engineering; Petroleum engineering; Petrology; Porosity","score_opus":0.004996075962427942,"score_gpt":0.18227155612762533,"score_spread":0.1772754801651974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028481528","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8868341,0.00018730447,0.10969118,0.001444268,0.00028708257,0.000083544786,0.0000097094935,0.00033254718,0.001130278],"genre_scores_gemma":[0.99895924,0.000036622852,0.0007941212,0.000011998123,0.000033427736,0.000021560112,0.000026757154,0.000013104273,0.00010319186],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993096,0.0000067476817,0.00022474115,0.00017882709,0.00012188606,0.00015818645],"domain_scores_gemma":[0.99973166,0.000010935354,0.000024481267,0.00013443702,0.000076851844,0.000021613487],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008821713,0.0001247565,0.00013857613,0.00027904715,0.000015057999,0.000018096112,0.00014981214,0.0001908693,0.0001422778],"category_scores_gemma":[0.000018527719,0.00010951422,0.000020219873,0.000058607566,0.00002598453,0.00018506018,0.000046545232,0.000234863,0.000016959511],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059158592,0.00006755649,0.0029354738,0.00013799156,0.00018854949,0.000007742622,0.00046818983,0.375305,0.5557961,0.047946908,0.000049443977,0.017037893],"study_design_scores_gemma":[0.00055739237,0.00007599514,0.0015967373,0.00008578411,0.000022572927,0.000028134356,0.00017980646,0.60714763,0.37087932,0.012213404,0.006974964,0.00023821848],"about_ca_topic_score_codex":0.000008226303,"about_ca_topic_score_gemma":0.00007797073,"teacher_disagreement_score":0.23184267,"about_ca_system_score_codex":0.000035025823,"about_ca_system_score_gemma":0.000007208251,"threshold_uncertainty_score":0.44658604},"labels":[],"label_agreement":null},{"id":"W2028552569","doi":"10.2118/87283-ms","title":"Cementing the deepest 20 inch Casing in Abu Dhabi using a combination of Noval Light Weight Slurry and Fiber","year":2000,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Exhibition and Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Casing; Slurry; Petroleum engineering; Drilling; Drill pipe; Abu dhabi; Completion (oil and gas wells); Volume (thermodynamics); Clogging; Geotechnical engineering; Environmental science; Geology; Materials science; Composite material; Metallurgy","score_opus":0.008034237259208966,"score_gpt":0.20069086525224447,"score_spread":0.1926566279930355,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2028552569","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97976357,0.00022720749,0.0042082844,0.00025507004,0.00019824208,0.00007522492,0.000009553985,0.000057966965,0.015204878],"genre_scores_gemma":[0.99894035,0.00020213888,0.00036557918,0.00003584011,0.00007576484,0.000009012053,0.00002272613,0.000017802291,0.00033079134],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999099,0.00002315988,0.00031960703,0.00017900318,0.00020640752,0.00017278007],"domain_scores_gemma":[0.9996797,0.00006390446,0.000052437957,0.00009280293,0.000068709494,0.000042441312],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001837092,0.00015148983,0.00015104559,0.00015195785,0.00008017679,0.000087356646,0.00010026293,0.000065234315,0.00032438012],"category_scores_gemma":[0.0000139883405,0.00014234694,0.00003172586,0.00011030212,0.000051843777,0.00025620536,0.000028112156,0.00018550122,0.0000071610466],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019326224,0.0004167372,0.029215816,0.00067786477,0.000401668,0.00006593803,0.007654549,0.64149386,0.15944998,0.03217804,0.0006160794,0.12763621],"study_design_scores_gemma":[0.00090818113,0.000029043222,0.0078201145,0.00040695438,0.000018449988,0.000045649536,0.00017236586,0.982889,0.0034045116,0.0008305188,0.0032369099,0.00023829781],"about_ca_topic_score_codex":0.00006872972,"about_ca_topic_score_gemma":0.00004201183,"teacher_disagreement_score":0.34139514,"about_ca_system_score_codex":0.000056376335,"about_ca_system_score_gemma":0.000014364836,"threshold_uncertainty_score":0.58047396},"labels":[],"label_agreement":null},{"id":"W2029083441","doi":"10.2118/78203-ms","title":"Microseismic Response of Well Casing Failures at a Thermal Heavy Oil Operation","year":2002,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Casing; Geology; Microseism; Overburden; Petroleum engineering; Steam injection; Borehole; Oil shale; Geotechnical engineering; Seismology","score_opus":0.007892117626242106,"score_gpt":0.1785026320327931,"score_spread":0.17061051440655098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029083441","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9809973,0.0006774075,0.006025095,0.00009339732,0.00018265557,0.000028335255,0.0000027627502,0.00030308307,0.011689934],"genre_scores_gemma":[0.99418426,0.00005199438,0.0012806456,0.000025666046,0.000044781067,0.0000027955466,0.0000019567924,0.000032564025,0.0043753306],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994628,0.000018259643,0.00017170697,0.0000960005,0.000078143246,0.00017312827],"domain_scores_gemma":[0.9997323,0.00005165091,0.000011344421,0.00015086228,0.0000131356255,0.000040706287],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000103111866,0.00011109132,0.00011661532,0.00007077286,0.00003565055,0.00002028789,0.00006555816,0.000057222212,0.00043351113],"category_scores_gemma":[0.000010598183,0.00010677237,0.000043409673,0.00007593443,0.0000151992035,0.000077423436,0.000015343205,0.00006781807,0.00015987593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016727414,0.000007212625,0.000019732723,0.000029664654,0.000009203136,0.0000027775006,0.00026835033,0.51434886,0.48316237,0.000010468582,0.0007454155,0.0013792156],"study_design_scores_gemma":[0.00017013097,0.000019247169,0.0000937069,0.000026375352,0.000004744009,0.0000120754985,0.000019599964,0.54101753,0.4487303,6.205494e-7,0.00978899,0.0001166704],"about_ca_topic_score_codex":0.000036139067,"about_ca_topic_score_gemma":0.000008382876,"teacher_disagreement_score":0.034432065,"about_ca_system_score_codex":0.000059811395,"about_ca_system_score_gemma":0.000001988805,"threshold_uncertainty_score":0.47466427},"labels":[],"label_agreement":null},{"id":"W2029621972","doi":"10.2118/89369-ms","title":"Influence of Horizontal Section Sinuosity and Lateral Accuracy on Heavy Oil Cold Production from Close-Spaced Senlac/Winter Saskatchewan Wells","year":2004,"lang":"en","type":"article","venue":"SPE/DOE Symposium on Improved Oil Recovery","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada); Encana (Canada)","funders":"","keywords":"Infill; Sinuosity; Drilling; Geology; Directional drilling; Completion (oil and gas wells); Water well; Channel (broadcasting); Well drilling; Drainage; Environmental geology; Injection well; Geotechnical engineering; Petroleum engineering; Hydrology (agriculture); Engineering; Hydrogeology; Geomorphology; Groundwater","score_opus":0.0037834415098871674,"score_gpt":0.18388223880619453,"score_spread":0.18009879729630737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029621972","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9953,0.00009309215,0.00028569318,0.00028548567,0.0024915996,0.00012630098,0.000064705666,0.000414215,0.000938883],"genre_scores_gemma":[0.99746263,0.00047842078,0.000507488,0.00007962591,0.00067550666,0.000015408807,0.00003109487,0.00009175175,0.00065806805],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99831665,0.000030023763,0.0004128473,0.0005645184,0.00025385607,0.00042209835],"domain_scores_gemma":[0.9991262,0.000089776426,0.00011899562,0.0004525086,0.000064335385,0.00014818323],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017578677,0.00041529204,0.0004067295,0.00015682193,0.00009694119,0.000090206144,0.00013719604,0.00026080568,0.000008500502],"category_scores_gemma":[0.000054172335,0.0004399035,0.00013356702,0.00017902159,0.000055074986,0.00047634798,0.000039849972,0.0005139838,0.00004167579],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023393882,0.00006049253,0.000081155435,0.00016629984,0.00007100496,0.0000044921458,0.0005537169,0.38913023,0.60519046,0.0000054668435,0.00007256476,0.0044301585],"study_design_scores_gemma":[0.0015456461,0.00080104603,0.0016844941,0.0008420891,0.00006622392,0.000016959279,0.00012863781,0.0067974594,0.98600626,0.00013870902,0.0012526652,0.0007198179],"about_ca_topic_score_codex":0.0011885318,"about_ca_topic_score_gemma":0.00040086888,"teacher_disagreement_score":0.38233277,"about_ca_system_score_codex":0.0003637729,"about_ca_system_score_gemma":0.00005364431,"threshold_uncertainty_score":0.9998053},"labels":[],"label_agreement":null},{"id":"W2029926001","doi":"10.1002/cjce.5450780416","title":"Bitumen effects on pipeline hydraulics during oil sand hydrotransport","year":2000,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"Saskatchewan Research Council (Canada); Syncrude (Canada)","funders":"","keywords":"Hydraulics; Asphalt; Oil sands; Pipeline transport; Slurry; Pipeline (software); Petroleum engineering; Geotechnical engineering; Environmental science; Geology; Materials science; Engineering; Environmental engineering; Composite material; Mechanical engineering","score_opus":0.0026710148284112417,"score_gpt":0.14896603165172237,"score_spread":0.14629501682331114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029926001","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9939964,0.00091453176,0.0003823631,0.00017801204,0.0005112701,0.00004550783,0.0000042496067,0.00013348913,0.0038341745],"genre_scores_gemma":[0.9987805,0.000052077703,0.00017216036,0.00005696099,0.000696068,0.0000034958134,0.0000023122907,0.00008174866,0.00015468328],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998766,0.000006786855,0.00038454964,0.00010801441,0.00022175672,0.00051287655],"domain_scores_gemma":[0.9990784,0.000085256026,0.00002991842,0.0002198283,0.000029432844,0.0005571884],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018627816,0.00026150414,0.00029918374,0.00018092663,0.000065556844,0.00005605868,0.00034078653,0.00012019943,0.000071196955],"category_scores_gemma":[0.00003964716,0.00021912361,0.00014494696,0.00024166865,0.000028242526,0.0001000581,0.0000033040278,0.000708397,0.000029436016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007813022,0.0000033692472,0.00001634975,0.00014264659,0.00005189573,0.00013963698,0.00015443466,0.9479971,0.043094996,0.000018208293,0.00017563462,0.0081978915],"study_design_scores_gemma":[0.00097308937,0.00004040971,0.00017939239,0.00087245187,0.00007962041,0.0003250681,0.000002703742,0.2900674,0.6942038,0.000053117954,0.012606987,0.00059594226],"about_ca_topic_score_codex":0.0000814075,"about_ca_topic_score_gemma":0.000026733645,"teacher_disagreement_score":0.6579297,"about_ca_system_score_codex":0.00022705221,"about_ca_system_score_gemma":0.00006419433,"threshold_uncertainty_score":0.8935602},"labels":[],"label_agreement":null},{"id":"W2029956430","doi":"10.2118/150941-pa","title":"Advanced Drilling Simulation Environment for Testing New Drilling Automation Techniques and Practices","year":2012,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"Norges Forskningsråd","keywords":"Automation; Drilling; Measurement while drilling; Process (computing); Drilling fluid; Drilling rig; Engineering; Simulation; Computer science; Mechanical engineering","score_opus":0.04417853612345214,"score_gpt":0.28102875910099767,"score_spread":0.23685022297754554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2029956430","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13264014,0.001558808,0.8629304,0.000048014957,0.0005462515,0.0005360821,0.0000064295546,0.0013411241,0.00039275037],"genre_scores_gemma":[0.78341204,0.00030803293,0.21491297,0.000012045641,0.0011303114,0.0000350229,0.000072760115,0.00008653643,0.000030293802],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99845785,0.000023538641,0.0004548792,0.00029392727,0.00025435968,0.0005154472],"domain_scores_gemma":[0.99865466,0.0006577496,0.0002482728,0.00021387191,0.000052842064,0.0001726072],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005563274,0.00030741372,0.00028290288,0.0001822892,0.0002394528,0.00011573547,0.00009755948,0.00013980655,0.000009427423],"category_scores_gemma":[0.0002698922,0.00034938473,0.0000649869,0.00017263347,0.000022975128,0.0007551966,0.0000293046,0.00019679038,0.000015852283],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009392955,0.000012308426,0.00096966955,0.00017451073,0.00002296197,3.587422e-7,0.00031633407,0.90820855,0.020270653,0.0001662971,0.00001900432,0.069829985],"study_design_scores_gemma":[0.00031132836,0.00005277273,0.000812348,0.00026004267,0.0000534215,0.000010729525,0.000059362712,0.9425932,0.011043132,0.0002780355,0.044119947,0.00040565972],"about_ca_topic_score_codex":0.000018753577,"about_ca_topic_score_gemma":0.00000162489,"teacher_disagreement_score":0.6507719,"about_ca_system_score_codex":0.00016202881,"about_ca_system_score_gemma":0.000010570935,"threshold_uncertainty_score":0.9998958},"labels":[],"label_agreement":null},{"id":"W2030165799","doi":"10.2118/168116-ms","title":"Application of In-House Prepared Nanoparticles as Filtration Control Additive to Reduce Formation Damage","year":2014,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":97,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Filtration (mathematics); Graphite; Nanoparticle; Materials science; Porosity; Ceramic; Chemical engineering; Porous medium; Permeability (electromagnetism); Composite material; Nanotechnology; Chemistry; Membrane","score_opus":0.003940398624996667,"score_gpt":0.20694877031777437,"score_spread":0.2030083716927777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030165799","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5276015,0.00001378573,0.46243358,0.00094551063,0.0003163064,0.00074499345,0.0001230601,0.0003353831,0.007485899],"genre_scores_gemma":[0.99899185,0.000046438043,0.00023186198,0.00022610863,0.0001308135,0.000150096,0.00016496026,0.000028070248,0.000029802719],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99881095,0.000049384034,0.0005194855,0.0001706489,0.000273083,0.00017643785],"domain_scores_gemma":[0.99935883,0.00011541699,0.00012397401,0.00016055726,0.00015305688,0.00008817503],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029933674,0.00017055437,0.00019469392,0.00025653827,0.000053696378,0.00007337288,0.00011322415,0.00008063618,0.000022950217],"category_scores_gemma":[0.0000869462,0.00018468521,0.00004832507,0.00015387461,0.000021895756,0.0008864947,0.000010876468,0.00010410016,0.00008707247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019940082,0.000055821092,0.00010940755,0.0000655714,0.000025721794,7.369615e-7,0.0008521165,0.68536985,0.29542857,0.007532484,0.00027620705,0.010084088],"study_design_scores_gemma":[0.002045758,0.00013613225,0.0019852528,0.00012160915,0.00001450286,0.0000054040615,0.00009649641,0.8797656,0.112386845,0.00048699978,0.002770787,0.00018456337],"about_ca_topic_score_codex":0.000022153725,"about_ca_topic_score_gemma":0.000027993663,"teacher_disagreement_score":0.47139037,"about_ca_system_score_codex":0.00012454449,"about_ca_system_score_gemma":0.000006258926,"threshold_uncertainty_score":0.7531245},"labels":[],"label_agreement":null},{"id":"W2030333811","doi":"10.2118/170152-ms","title":"The Successful Application of Automated Managed Pressure Drilling (MPD) To Protect Caprock Integrity by Narrow Margin Drilling in SAGD wells","year":2014,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Drilling; Caprock; Petroleum engineering; Underbalanced drilling; Measurement while drilling; Directional drilling; Steam-assisted gravity drainage; Drill; Wellbore; Well control; Drilling fluid; Geology; Mining engineering; Engineering; Asphalt; Oil sands; Mechanical engineering","score_opus":0.004799642999248279,"score_gpt":0.18290153749837074,"score_spread":0.17810189449912245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030333811","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8203265,0.0025037047,0.15072817,0.0034302,0.002438593,0.0020563276,0.0001972623,0.0019370825,0.016382147],"genre_scores_gemma":[0.9986776,0.00007183994,0.0005706235,0.00005072661,0.000070137576,0.000105488114,0.00002403093,0.00005561112,0.00037395043],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99799716,0.000075196156,0.0005603094,0.0003581848,0.0004390842,0.00057008973],"domain_scores_gemma":[0.9989521,0.00019427134,0.000088975576,0.0004713867,0.00012358093,0.00016970244],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00045365942,0.0003255742,0.000409731,0.00008884214,0.00013657799,0.000077968616,0.00049201073,0.00013416278,0.00001491278],"category_scores_gemma":[0.00011682789,0.0002947587,0.000040639246,0.00043285268,0.000031632593,0.00008311355,0.000045852612,0.00056146353,0.000005982294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000317741,0.000017718716,0.001106825,0.00084366836,0.000068442176,0.0000030257386,0.0002776748,0.9522912,0.0055628726,0.00041843293,0.0073408443,0.032037508],"study_design_scores_gemma":[0.00024714676,0.000020187805,0.0004827948,0.00021822799,0.000014549683,0.0000014102458,0.0001395619,0.8926929,0.01764259,0.00007453886,0.088112585,0.0003534653],"about_ca_topic_score_codex":0.770631,"about_ca_topic_score_gemma":0.9181885,"teacher_disagreement_score":0.17835107,"about_ca_system_score_codex":0.00025619724,"about_ca_system_score_gemma":0.00033667727,"threshold_uncertainty_score":0.99995047},"labels":[],"label_agreement":null},{"id":"W2030626781","doi":"10.1190/1.1851142","title":"Do wormholes play a role in heavy oil cold production?","year":2004,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Wormhole; Production (economics); Oil production; Environmental science; Petroleum engineering; Computer science; Geology; Physics; Economics; Theoretical physics","score_opus":0.004558744970357964,"score_gpt":0.17970223664650586,"score_spread":0.1751434916761479,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030626781","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9420737,0.00124788,0.004803783,0.00021211557,0.00084730075,0.000076840945,0.0000016238909,0.0012777081,0.04945903],"genre_scores_gemma":[0.99743,0.000092775656,0.001497579,0.00001222611,0.00012591241,0.000016489601,0.0000012105403,0.000026713222,0.0007970954],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994698,0.0000021926612,0.00012731795,0.00012537299,0.000077036646,0.00019829014],"domain_scores_gemma":[0.9997933,0.0000065512363,0.0000048869815,0.00014340853,0.000007999568,0.000043886535],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007597006,0.00010032323,0.00009712622,0.000095924544,0.000017739654,0.000024137227,0.00006115973,0.00004544983,0.000017036968],"category_scores_gemma":[0.000010242566,0.00009937241,0.000022984417,0.00020675173,0.000007800431,0.000085610955,0.000008299126,0.00012596296,0.00008073418],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014032906,0.000014824384,0.00016098363,0.000027222273,0.000006347455,0.0000033668828,0.00023248504,0.9906683,0.005629691,0.0014169991,0.000096022624,0.0017423338],"study_design_scores_gemma":[0.0029702012,0.00008930019,0.0032460934,0.0010547384,0.000026988366,0.00007666456,0.00086716184,0.11490014,0.80158585,0.0040201107,0.06915841,0.0020043117],"about_ca_topic_score_codex":0.000040018294,"about_ca_topic_score_gemma":0.00006642444,"teacher_disagreement_score":0.8757682,"about_ca_system_score_codex":0.0000758409,"about_ca_system_score_gemma":0.000008580896,"threshold_uncertainty_score":0.40522894},"labels":[],"label_agreement":null},{"id":"W2030792285","doi":"10.2118/134266-ms","title":"Performance of Borate-Crosslinked Fracturing Fluid Compromised by Shear-Induced Phase Separation","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Rheology; Shear (geology); Materials science; Wellbore; Shear rate; Viscosity; Boron; Composite material; Geology; Petroleum engineering; Chemistry; Organic chemistry","score_opus":0.012144654984254395,"score_gpt":0.26047241023860174,"score_spread":0.24832775525434733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030792285","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9897023,0.000028233319,0.008383786,0.000033149885,0.00013875338,0.0001393568,0.000033654233,0.00030765292,0.0012331399],"genre_scores_gemma":[0.9991946,0.0000916019,0.0005066255,0.000011472515,0.00006960414,0.000012550285,0.000078156365,0.00001853683,0.000016831109],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992491,0.0000069189573,0.0002582852,0.0001678426,0.00012424221,0.00019359749],"domain_scores_gemma":[0.99962294,0.00002310483,0.00003404072,0.00015383906,0.00008252477,0.000083523206],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013971936,0.00014914371,0.00019186422,0.000056915058,0.00005946565,0.000029721385,0.00007729217,0.0001757155,0.000037446523],"category_scores_gemma":[0.000018380151,0.00014961927,0.000031177253,0.0001083948,0.000051475527,0.00030112072,0.000017894024,0.00034080152,0.000010275386],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026732285,0.000032866337,0.000055914694,0.00006868091,0.000005456864,6.3066943e-7,0.000076504686,0.0011752365,0.99328876,0.00012981425,0.00034087288,0.0047985115],"study_design_scores_gemma":[0.0008368334,0.00024984288,0.0009968819,0.000089714864,0.000013116884,0.000007465476,0.00003096995,0.2705525,0.7260395,0.00010514232,0.00081893115,0.0002591081],"about_ca_topic_score_codex":0.0000107817505,"about_ca_topic_score_gemma":0.0000049073833,"teacher_disagreement_score":0.26937723,"about_ca_system_score_codex":0.000011603466,"about_ca_system_score_gemma":0.000014233042,"threshold_uncertainty_score":0.6101297},"labels":[],"label_agreement":null},{"id":"W2030848959","doi":"10.2118/110121-pa","title":"Experimental and Numerical Investigations of Borehole Ballooning in Rough Fractures","year":2009,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Ballooning; Fracture (geology); Borehole; Geology; Drilling; Drilling fluid; Surface roughness; Mechanics; Surface finish; Fractal dimension; Flow (mathematics); Geotechnical engineering; Deformation (meteorology); Fractal; Materials science; Mathematics; Composite material","score_opus":0.011345832938768296,"score_gpt":0.23411135846400574,"score_spread":0.22276552552523746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2030848959","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8951399,0.0009794747,0.102068104,0.00006658183,0.00013813736,0.00007541324,0.0000026622836,0.00017048484,0.0013592619],"genre_scores_gemma":[0.9926192,0.000023953906,0.0072130803,0.000031564323,0.00007079343,0.0000026837874,0.000019938621,0.000014971914,0.0000037985315],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993903,0.000010144412,0.00021500608,0.00012249351,0.000104058825,0.00015798124],"domain_scores_gemma":[0.9997844,0.000037729704,0.000023896724,0.00009281897,0.000011445832,0.00004971478],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000731168,0.0001137195,0.0001667428,0.000106352025,0.00003337809,0.000019455329,0.00005219281,0.000050553743,0.000010542328],"category_scores_gemma":[0.000021659042,0.00012668088,0.000027913276,0.00015597025,0.00002196296,0.00009211818,0.0000079748725,0.00013511184,0.000002646678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002688588,0.000018005952,0.0015348406,0.000016003149,0.00000548259,0.0000018332541,0.00061659334,0.8826659,0.1128176,0.0012236816,0.000039882885,0.0010574942],"study_design_scores_gemma":[0.00027853396,0.000051710187,0.041216254,0.00013967213,0.0000057193,0.000005657494,0.00006802815,0.872952,0.08319602,0.0008287432,0.001061345,0.00019630743],"about_ca_topic_score_codex":0.000031104715,"about_ca_topic_score_gemma":0.0000013235546,"teacher_disagreement_score":0.097479336,"about_ca_system_score_codex":0.000041866995,"about_ca_system_score_gemma":0.000004272168,"threshold_uncertainty_score":0.51658964},"labels":[],"label_agreement":null},{"id":"W2031494817","doi":"10.2118/160884-ms","title":"A New Viscoelastic Surfactant for High Temperature Carbonate Acidizing","year":2012,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Viscosity; Viscoelasticity; Pulmonary surfactant; Corrosion; Carbonate; Materials science; Chemical engineering; Solvent; Thermodynamics; Chemistry; Composite material; Organic chemistry; Metallurgy; Physics","score_opus":0.005410573096579375,"score_gpt":0.18152476041229323,"score_spread":0.17611418731571385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031494817","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55133533,0.0035413543,0.42655778,0.00012949704,0.0063986094,0.0004929479,0.000024004577,0.0030086662,0.008511793],"genre_scores_gemma":[0.98371774,0.000025108937,0.014773038,0.000020469697,0.0005095643,0.000010034146,0.0000083981095,0.000059862992,0.00087580207],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992847,0.0000027249341,0.00012924288,0.00009212464,0.000077932964,0.00041326706],"domain_scores_gemma":[0.9996259,0.000059986232,0.000008038109,0.0001255008,0.000012918449,0.00016765877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000808943,0.00015871799,0.00014644212,0.000050425395,0.000033314664,0.000033222226,0.00007245356,0.000082853854,0.000036342524],"category_scores_gemma":[0.000017327406,0.0001407998,0.000048518996,0.00009634535,0.0000034257391,0.00014040817,0.000010467438,0.00011745143,0.000027459975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008860681,0.00001323876,0.0002681735,0.0002290518,0.0001224699,0.0000017817368,0.00040820785,0.7573903,0.22475247,0.007089194,0.0066167065,0.0030995426],"study_design_scores_gemma":[0.0017044472,0.00008795854,0.0018977704,0.00023441525,0.00014134834,0.000033669534,0.00012218927,0.43398216,0.5131277,0.0006514996,0.046354674,0.0016622086],"about_ca_topic_score_codex":0.000023708948,"about_ca_topic_score_gemma":0.0000034729717,"teacher_disagreement_score":0.43238238,"about_ca_system_score_codex":0.000038832328,"about_ca_system_score_gemma":0.00000941999,"threshold_uncertainty_score":0.574165},"labels":[],"label_agreement":null},{"id":"W2031592680","doi":"10.2118/108351-ms","title":"Environmentally Sensitive Well Successfully Drills Underbalanced Using Recycling Technology","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Petroleum engineering; Sour gas; Drilling; Underbalanced drilling; Environmental science; Waste management; Engineering; Natural gas; Drilling fluid; Mechanical engineering","score_opus":0.004651045434894161,"score_gpt":0.196353970747066,"score_spread":0.19170292531217184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031592680","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44059637,0.000106145264,0.5373261,0.0000184756,0.00034447934,0.000079672456,0.000001222833,0.0008477251,0.02067983],"genre_scores_gemma":[0.98102856,0.000066155386,0.018443858,0.000037689013,0.00010902365,0.0000011820962,0.0000041406074,0.00006167876,0.00024773148],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99891376,0.0000047063295,0.00026453304,0.0002114533,0.000126355,0.0004791951],"domain_scores_gemma":[0.9996148,0.00005681456,0.000023780925,0.00020800073,0.00001213334,0.000084512874],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020087302,0.00020494763,0.00019757966,0.00023021591,0.00006478302,0.000021482285,0.000108740816,0.00017482167,0.00004647664],"category_scores_gemma":[0.000009447591,0.00021998794,0.000049419585,0.00028281737,0.000046118854,0.00010276652,0.000035502202,0.00023132228,0.000095779826],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004365269,0.00001011848,0.0010507728,0.000025052463,0.000047834983,0.000047728256,0.00006429036,0.80270875,0.19187553,0.00039851692,0.000030290403,0.0037367316],"study_design_scores_gemma":[0.0003718072,0.000022524197,0.00054348854,0.0000792151,0.00002247832,0.00007347971,0.0004575738,0.5468122,0.44764042,0.00022532723,0.0032391434,0.0005123902],"about_ca_topic_score_codex":0.000013287884,"about_ca_topic_score_gemma":0.000012011026,"teacher_disagreement_score":0.54043216,"about_ca_system_score_codex":0.00017396621,"about_ca_system_score_gemma":0.000005485474,"threshold_uncertainty_score":0.8970848},"labels":[],"label_agreement":null},{"id":"W2031769486","doi":"10.1051/epjconf/20100636003","title":"Effect of temperature on ultrasonic velocities of unconsolidated sandstones reservoirs during the SAGD recovery process","year":2010,"lang":"en","type":"article","venue":"EPJ Web of Conferences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil sands; Geology; Asphalt; Caprock; Cementation (geology); Steam-assisted gravity drainage; Petroleum engineering; Permeability (electromagnetism); Porosity; Geothermal gradient; Mineralogy; Geotechnical engineering; Cement; Materials science; Composite material","score_opus":0.004056615435445299,"score_gpt":0.21032750196238603,"score_spread":0.20627088652694073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031769486","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99426633,0.00026312057,0.000007949793,0.000018870629,0.00045554162,0.00012060672,0.000026288555,0.00008133814,0.004759924],"genre_scores_gemma":[0.99964887,0.00016631251,0.000018983364,0.0000013301516,0.00005497418,0.000011531289,0.000004655799,0.000018100789,0.00007521458],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992026,0.000032115448,0.00028196748,0.00011426353,0.00020057424,0.00016845662],"domain_scores_gemma":[0.99913216,0.00043835913,0.00008311868,0.0002327901,0.00008342742,0.000030127681],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002983711,0.0001695909,0.00033867356,0.0001103655,0.000037674472,0.000017396154,0.0002713993,0.00011633983,0.000054214943],"category_scores_gemma":[0.00015554715,0.000112746624,0.000073638796,0.00019466873,0.00013238908,0.000075807635,0.000012246779,0.0003207935,0.0000014832901],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022369437,0.000031329768,0.010612062,0.003586383,0.00027234893,0.0000023965824,0.0011293823,0.2548107,0.726629,0.00081173325,0.00012136588,0.0017696007],"study_design_scores_gemma":[0.00033685935,0.00021928546,0.0041948957,0.00051415013,0.00002547778,0.0000031777597,0.00020094842,0.004701307,0.98944736,0.00006697945,0.00014537433,0.00014421126],"about_ca_topic_score_codex":0.000029517247,"about_ca_topic_score_gemma":0.000036662947,"teacher_disagreement_score":0.2628183,"about_ca_system_score_codex":0.0000060036955,"about_ca_system_score_gemma":0.00010253063,"threshold_uncertainty_score":0.45976737},"labels":[],"label_agreement":null},{"id":"W2031830751","doi":"10.2118/134533-ms","title":"Using Burst Collars in a Liner String for Multi-zone Completions in Horizontal Wellbores: Case Study","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Collar; Wellbore; Coiled tubing; Completion (oil and gas wells); Geology; Process (computing); Engineering; Petroleum engineering; Mechanical engineering; Computer science","score_opus":0.05443035011552735,"score_gpt":0.3075410212709962,"score_spread":0.25311067115546887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031830751","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89963263,0.000026254764,0.09947567,0.000016587905,0.00012219413,0.00045619046,0.000055410535,0.00015285851,0.00006218938],"genre_scores_gemma":[0.9929006,0.000021110543,0.006905553,0.000004808857,0.00007017542,0.00005145961,0.00001835444,0.000023096725,0.0000048435195],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991467,0.000011810779,0.00028640023,0.00021690715,0.00007979867,0.00025837106],"domain_scores_gemma":[0.99968594,0.000050132472,0.000018906108,0.0001242803,0.00004970469,0.00007104129],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002244801,0.00015404329,0.00021246831,0.00019611344,0.000061418745,0.00004563373,0.000060254515,0.00013665186,0.0000067833694],"category_scores_gemma":[0.000038015267,0.00016573754,0.000030968877,0.00022598461,0.00003967031,0.00016597778,0.000030184132,0.00039146986,0.0000013341055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026712322,0.0032362244,0.045173876,0.0009708968,0.00012191322,0.0034577828,0.010327179,0.33339214,0.55558205,0.014425755,0.0003435373,0.03270149],"study_design_scores_gemma":[0.0029298055,0.00033553154,0.004641955,0.00026636204,0.000032389857,0.00038233813,0.0073476955,0.98094416,0.0018050831,0.00028862947,0.0004087027,0.00061733695],"about_ca_topic_score_codex":0.00057765486,"about_ca_topic_score_gemma":0.009962516,"teacher_disagreement_score":0.647552,"about_ca_system_score_codex":0.000043179843,"about_ca_system_score_gemma":0.000017614655,"threshold_uncertainty_score":0.6758581},"labels":[],"label_agreement":null},{"id":"W2031960358","doi":"10.2118/108343-ms","title":"The Use of MPD and an Unweighted Fluid System for Drilling ROP Improvement","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Drilling; Drilling fluid; Lost circulation; Borehole; Petroleum engineering; Underbalanced drilling; Geology; Rate of penetration; Measurement while drilling; Directional drilling; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.01605598915150187,"score_gpt":0.20646286185771842,"score_spread":0.19040687270621656,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2031960358","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30859953,0.00027293546,0.68986493,0.000005199113,0.00038926065,0.00020080386,0.000004158648,0.0003063502,0.0003568323],"genre_scores_gemma":[0.9927607,0.00005676948,0.0069399932,0.0000046572814,0.000093084316,0.0000073415235,0.0000032716077,0.000029126944,0.00010504108],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939877,0.0000026319512,0.00022173894,0.00009064167,0.000072701194,0.00021352508],"domain_scores_gemma":[0.9995753,0.00014567845,0.000016640495,0.00016380387,0.000036721438,0.000061862214],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027197742,0.00009620497,0.00010581211,0.00004044998,0.0000653449,0.000038862527,0.00005899426,0.0000416549,7.137037e-7],"category_scores_gemma":[0.000010832436,0.00006792758,0.000028465169,0.000062535524,0.0000123240925,0.00008431319,0.000009992667,0.000041687636,5.652217e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003459582,0.000015986858,0.00015126103,0.00064531487,0.0001702487,0.0000022800418,0.00034520586,0.6994115,0.21274947,0.012051342,0.00030334265,0.07411943],"study_design_scores_gemma":[0.00018435718,0.000050304858,0.000057297304,0.000034555516,0.00001331841,0.0000014932878,0.00013618139,0.8611912,0.12961121,0.000011717985,0.00860635,0.0001020047],"about_ca_topic_score_codex":0.000024001543,"about_ca_topic_score_gemma":0.000019696166,"teacher_disagreement_score":0.6841612,"about_ca_system_score_codex":0.000029939945,"about_ca_system_score_gemma":0.000002833116,"threshold_uncertainty_score":0.27700064},"labels":[],"label_agreement":null},{"id":"W2032069989","doi":"10.2118/2001-068","title":"Composting of Hydrocarbon Contaminated Drilling Wastes","year":2001,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Contamination; Waste management; Environmental science; Hydrocarbon; Drilling; Petroleum engineering; Geology; Engineering; Chemistry; Materials science; Metallurgy","score_opus":0.010484311129594937,"score_gpt":0.19131668517835043,"score_spread":0.1808323740487555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032069989","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8914402,0.00013140634,0.0097417375,0.000104540035,0.0008641525,0.00003568328,0.000027630218,0.00014024241,0.09751441],"genre_scores_gemma":[0.99917054,0.00007502245,0.00021666859,0.000021810672,0.000096828946,0.0000045954416,0.000037110913,0.00002379483,0.00035362554],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923605,0.000006288951,0.0002318529,0.0001263625,0.00014244784,0.00025697675],"domain_scores_gemma":[0.99952173,0.00004739266,0.000031792835,0.00011532474,0.00010511553,0.00017864002],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007326033,0.00013054098,0.00015054835,0.00027535736,0.000031681455,0.000039060662,0.00024952114,0.000058616624,0.00014518262],"category_scores_gemma":[0.000038813334,0.00015522871,0.00004115977,0.000103812046,0.000028758244,0.00009353424,0.000011339381,0.00014485975,0.00002289676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004391769,0.0000053648523,0.012522414,0.000029422637,0.00008686282,0.0000444791,0.00016372414,0.97248834,0.008440857,0.00403736,0.00013901909,0.0020377564],"study_design_scores_gemma":[0.00018901109,0.000012437094,0.002046311,0.00014586713,0.000006777473,0.00002619343,0.00006507675,0.98332983,0.002627457,0.00009503173,0.011282142,0.00017388244],"about_ca_topic_score_codex":0.0069074915,"about_ca_topic_score_gemma":0.010395284,"teacher_disagreement_score":0.10773035,"about_ca_system_score_codex":0.00016196979,"about_ca_system_score_gemma":0.00006357942,"threshold_uncertainty_score":0.9997056},"labels":[],"label_agreement":null},{"id":"W2032238463","doi":"10.2118/74466-ms","title":"Project Management and Technology Provide Enhanced Performance for Shallow Horizontal Wells","year":2002,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Drilling; Schedule; Drill; Directional drilling; Engineering; Hay; Petroleum engineering; Project management; Environmental science; Computer science; Mechanical engineering; Operating system","score_opus":0.00994465516308312,"score_gpt":0.18830196693798182,"score_spread":0.1783573117748987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032238463","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8728511,0.0038540896,0.0746635,0.00019113933,0.0009442141,0.0018763107,0.000017717539,0.0025372729,0.043064706],"genre_scores_gemma":[0.99188566,0.000876558,0.005878994,0.00001343629,0.000054113818,0.0001563883,0.0000051209145,0.00003596556,0.0010937446],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994048,0.0000014647543,0.00011371005,0.0001596671,0.000056297195,0.000264057],"domain_scores_gemma":[0.99979657,0.000011754122,0.000010706316,0.00014391814,0.000009960231,0.000027069877],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000043076914,0.00012706553,0.00011244924,0.00012164477,0.000034403707,0.000018493003,0.000096357755,0.00006489348,0.0000073204806],"category_scores_gemma":[0.0000038337034,0.00012888829,0.000020433847,0.000119031385,0.000015585985,0.00008183729,0.000025195339,0.00008296106,0.000025761941],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037524314,0.00017252678,0.0014295959,0.0052093854,0.0009590952,0.000047674817,0.0020919498,0.1254321,0.06006006,0.0051289583,0.02958645,0.76984465],"study_design_scores_gemma":[0.000656213,0.00017791992,0.00012571002,0.000099779994,0.000038316342,0.00001143329,0.000059064343,0.8037382,0.027542904,0.000079911966,0.16710335,0.00036723047],"about_ca_topic_score_codex":0.0000017074026,"about_ca_topic_score_gemma":0.000002339434,"teacher_disagreement_score":0.7694774,"about_ca_system_score_codex":0.000026583592,"about_ca_system_score_gemma":0.0000011836813,"threshold_uncertainty_score":0.5255912},"labels":[],"label_agreement":null},{"id":"W2032238652","doi":"10.2118/99248-ms","title":"Drilling High-Angle Casing Directionally Drilled Wells With Fit-for-Purpose String Sizes","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Drilling; Petroleum engineering; Geology; String (physics); Directional drilling; Geotechnical engineering; Measurement while drilling; Wellbore; Engineering; Mechanical engineering; Mathematics","score_opus":0.004876196005113159,"score_gpt":0.16849566670174043,"score_spread":0.16361947069662727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032238652","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39566627,0.0005758207,0.5816917,0.000045701046,0.0009413032,0.0002793082,0.00001723192,0.0023420784,0.018440586],"genre_scores_gemma":[0.96954167,0.000027872911,0.026611364,0.000015649894,0.0006015195,0.000033942797,0.00002717111,0.000115778734,0.003025038],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99875844,0.000007292915,0.00029770916,0.00026953407,0.00019889804,0.00046811826],"domain_scores_gemma":[0.9994405,0.0001747148,0.00003176428,0.0002045216,0.00006669315,0.00008182407],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011304084,0.00028896137,0.00028717116,0.00015271,0.00014897599,0.00013209826,0.000113640584,0.00009760248,0.000042916887],"category_scores_gemma":[0.000013787187,0.0002623004,0.00008749284,0.00024791947,0.00002165529,0.00017851738,0.000015287666,0.00014973471,0.000021796752],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011432352,0.000013260674,0.00040995603,0.00007512966,0.000053444164,0.0000065530153,0.000028155106,0.99010855,0.004947915,0.0021920253,0.0005838026,0.0015697749],"study_design_scores_gemma":[0.0018075579,0.00010233868,0.0014764898,0.0002965086,0.00009899497,0.00004890367,0.00009447487,0.87469375,0.06718771,0.00058855,0.052385096,0.001219607],"about_ca_topic_score_codex":0.00023825694,"about_ca_topic_score_gemma":0.000101485915,"teacher_disagreement_score":0.57387537,"about_ca_system_score_codex":0.000104606515,"about_ca_system_score_gemma":0.000016432741,"threshold_uncertainty_score":0.9999829},"labels":[],"label_agreement":null},{"id":"W2032809405","doi":"10.2118/80939-ms","title":"Selection of Foam Flushes and Foamed Cement Proves Effective for Remedial Operations of Low-Pressured Formations—Case Histories","year":2003,"lang":"en","type":"article","venue":"SPE Production and Operations Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Casing; Seal (emblem); Petroleum engineering; Completion (oil and gas wells); Cement; Abandonment (legal); Geotechnical engineering; Geology; Environmental science; Materials science; Composite material","score_opus":0.004769604033651811,"score_gpt":0.1983523415397867,"score_spread":0.1935827375061349,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2032809405","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70593333,0.0012277024,0.28554508,0.0005238654,0.0025735353,0.0031191462,0.000050557668,0.0002649539,0.00076182943],"genre_scores_gemma":[0.9871365,0.00018209605,0.012111089,0.0000029765413,0.000105661675,0.00022983186,0.00001887851,0.000016828855,0.00019617224],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993838,0.000024965919,0.00027016515,0.00014816248,0.000070356386,0.000102538295],"domain_scores_gemma":[0.9996193,0.000026236217,0.000021944494,0.00010205958,0.00019280624,0.000037662718],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018154728,0.00011363357,0.00015416907,0.00012836132,0.00018741167,0.000030661417,0.00002080789,0.000049588245,0.000004807311],"category_scores_gemma":[0.00014583262,0.00011442559,0.000026762122,0.00014605235,0.000045464574,0.00031677916,0.00000626078,0.00005908229,2.6320652e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015059351,0.000050502553,0.00013516098,0.00048183388,0.00007024186,1.9382271e-7,0.0027511457,0.7585351,0.23299599,0.0039550103,0.00018205715,0.00082774495],"study_design_scores_gemma":[0.0005211421,0.00018027508,0.00007748836,0.000069303125,0.00009316085,0.000081805265,0.00043736555,0.36945066,0.6270483,0.00007749824,0.0017566155,0.00020637955],"about_ca_topic_score_codex":0.000013973062,"about_ca_topic_score_gemma":0.000161592,"teacher_disagreement_score":0.39405233,"about_ca_system_score_codex":0.00003888499,"about_ca_system_score_gemma":0.000023192672,"threshold_uncertainty_score":0.466614},"labels":[],"label_agreement":null},{"id":"W2033177894","doi":"10.2118/97615-ms","title":"Improved Decision Making During Drilling Operations: Using a Wireline Coring System, Offshore Brazil","year":2005,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Coring; Wireline; Drilling; Drill; Drill string; Tripping; Petroleum engineering; Offshore drilling; Core (optical fiber); Winch; Geology; Computer science; Engineering; Marine engineering; Mechanical engineering; Operating system; Telecommunications","score_opus":0.010086438800859557,"score_gpt":0.23874029694256815,"score_spread":0.2286538581417086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033177894","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62916714,0.0012254564,0.36699072,0.000013527122,0.0007820115,0.00018175135,0.0000070009232,0.0011232648,0.0005091332],"genre_scores_gemma":[0.9471797,0.00010659526,0.051619362,0.000034419187,0.00087376096,0.000016230748,0.000011160483,0.00012926229,0.000029537883],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983157,0.000013586366,0.00056037767,0.0003353871,0.00022662168,0.0005483562],"domain_scores_gemma":[0.99931717,0.00007063469,0.000036453464,0.00039519003,0.000059360027,0.00012119248],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000243648,0.0003244405,0.00031490627,0.0002168857,0.00022358226,0.00016221376,0.00022725543,0.0001405199,0.000017859871],"category_scores_gemma":[0.000045511657,0.00035083338,0.0001049231,0.00025437959,0.000014931901,0.00041953838,0.000072059454,0.00029507588,0.000043802556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007214284,0.000008155647,0.00006829709,0.00015856467,0.000052547082,0.000011782935,0.00024663287,0.9375725,0.05674117,0.0000943861,0.000029356255,0.005009426],"study_design_scores_gemma":[0.00040587434,0.000009539985,0.00009025528,0.0007579505,0.00004278033,0.00007718057,0.00007856884,0.9874819,0.009392617,0.000004305114,0.0012575311,0.0004015236],"about_ca_topic_score_codex":0.00002437726,"about_ca_topic_score_gemma":0.000051616746,"teacher_disagreement_score":0.31801254,"about_ca_system_score_codex":0.00037389525,"about_ca_system_score_gemma":0.000016781194,"threshold_uncertainty_score":0.9998944},"labels":[],"label_agreement":null},{"id":"W2033472386","doi":"10.2118/0810-0072-jpt","title":"Use of a Plume-Modeling Study To Reduce the Risk of H2S Release in an Exploration Well","year":2010,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Population; Petroleum; Drilling; Plume; Blueprint; Environmental science; Fossil fuel; Well control; Engineering; Geology; Risk analysis (engineering); Waste management; Meteorology; Mechanical engineering; Geography; Business","score_opus":0.019415957386758026,"score_gpt":0.24514163592365026,"score_spread":0.22572567853689224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033472386","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9645265,0.00006612806,0.034833454,0.00011754593,0.0003105385,0.000076759105,0.000001712466,0.00005260699,0.000014801315],"genre_scores_gemma":[0.9967257,0.000068117966,0.0031081648,0.0000025753286,0.00006249775,0.000004070975,2.2305665e-7,0.00002350014,0.0000051998322],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990119,0.0000282108,0.00056941126,0.00008594813,0.00015167311,0.0001529011],"domain_scores_gemma":[0.999308,0.00004763161,0.00016343921,0.00032109098,0.0001143142,0.000045544308],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051701453,0.00010747626,0.00028056314,0.000708117,0.00001917183,0.000011210094,0.00028293667,0.00010386403,0.0000031879194],"category_scores_gemma":[0.00023279703,0.000084927735,0.00005331406,0.00037365968,0.000025261274,0.00028063214,0.000029781282,0.00076727854,0.0000016776992],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028705435,0.0001083551,0.0043749046,0.00001122032,0.000030899093,0.000007698406,0.0005413913,0.9146529,0.07802617,0.000063504885,0.00001034014,0.002143934],"study_design_scores_gemma":[0.00055547664,0.000658569,0.00096587656,0.000074878764,0.000056358534,0.000026886382,0.0023987358,0.9701512,0.0243863,0.00034349554,0.00025469763,0.00012752926],"about_ca_topic_score_codex":0.00003982867,"about_ca_topic_score_gemma":0.00022682257,"teacher_disagreement_score":0.055498317,"about_ca_system_score_codex":0.000026740528,"about_ca_system_score_gemma":0.000019246976,"threshold_uncertainty_score":0.34632528},"labels":[],"label_agreement":null},{"id":"W2033513093","doi":"10.1002/cjce.20029","title":"Effect of molecular weight and charge density on the performance of polyacrylamide in low‐grade oil sand ore processing","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tailings; Settling; Polyacrylamide; Asphalt; Polymer; Oil sands; Materials science; Chemical engineering; Extraction (chemistry); Dispersant; Adhesion; Mineralogy; Composite material; Chemistry; Chromatography; Metallurgy; Environmental science; Polymer chemistry; Environmental engineering","score_opus":0.002936059640969826,"score_gpt":0.15368771134785947,"score_spread":0.15075165170688964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033513093","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9983618,0.0012237307,0.00015239236,0.000053614425,0.00008223418,0.00003503809,0.0000015788237,0.00001137061,0.000078186305],"genre_scores_gemma":[0.99979407,0.000058484384,0.00005343106,0.000008466727,0.00005384632,0.000001462857,3.5566046e-7,0.000026755994,0.0000031203042],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992443,0.000012500732,0.00028837047,0.000061746476,0.00015120146,0.00024188732],"domain_scores_gemma":[0.9995316,0.00012515258,0.00005597625,0.000117753974,0.000030193774,0.00013930579],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033157459,0.00015045019,0.0002741551,0.00014046722,0.000032908727,0.000008786538,0.00018273071,0.00006658131,0.000002843734],"category_scores_gemma":[0.00008826013,0.000099597695,0.000059396065,0.00020410937,0.000070914226,0.000056364333,0.0000078995345,0.0004223701,3.5834947e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019730682,0.000004949283,0.0013026639,0.0007705967,0.000049037826,0.000060713937,0.00056619477,0.56782025,0.42748496,0.000061382554,0.00001454312,0.0018450044],"study_design_scores_gemma":[0.0002164384,0.000037718517,0.0002174727,0.00063300616,0.00001367405,0.00011892719,0.0000014813248,0.20821677,0.7904365,0.0000024899819,0.000016241112,0.00008927936],"about_ca_topic_score_codex":0.00007617458,"about_ca_topic_score_gemma":0.000007490106,"teacher_disagreement_score":0.36295155,"about_ca_system_score_codex":0.000076371325,"about_ca_system_score_gemma":0.000055944914,"threshold_uncertainty_score":0.4061476},"labels":[],"label_agreement":null},{"id":"W2033700578","doi":"10.2118/113698-ms","title":"Improved Method for Underbalanced Perforating With Coiled Tubing in the South China Sea","year":2008,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Casing; Perforation; Completion (oil and gas wells); Petroleum engineering; Geology; Detonator; Coiled tubing; Marine engineering; Engineering; Mechanical engineering; Explosive material","score_opus":0.014445855511571456,"score_gpt":0.2291943063217607,"score_spread":0.21474845081018923,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033700578","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5943835,0.000224707,0.40401736,0.00007621765,0.00011755089,0.00028720882,0.000008961489,0.00013177644,0.00075275917],"genre_scores_gemma":[0.9964263,0.00020103995,0.0029659828,0.000027974282,0.000098723205,0.00008487264,0.00007072546,0.000033532644,0.00009087068],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988474,0.0000639703,0.00034391347,0.00030526923,0.0001229992,0.00031643902],"domain_scores_gemma":[0.9995518,0.00010505787,0.000074076685,0.00015172745,0.000054983237,0.00006237093],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000506015,0.00024798617,0.0002804758,0.00012342965,0.00023777288,0.0001520591,0.000087799504,0.00009995771,0.000016906146],"category_scores_gemma":[0.00002795076,0.00019894584,0.0000802393,0.00016057711,0.000053331372,0.00025486198,0.000020004767,0.00028391156,0.0000021341639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014932014,0.0007334465,0.03551131,0.009699513,0.0009954091,0.00014358008,0.09691621,0.51312566,0.10158992,0.013105594,0.001210754,0.22547539],"study_design_scores_gemma":[0.0018801593,0.0002448367,0.0021567037,0.00088986906,0.00004196975,0.00006959826,0.0020688085,0.9881008,0.0037175405,0.00041538329,0.000087245426,0.00032706515],"about_ca_topic_score_codex":0.00011564554,"about_ca_topic_score_gemma":0.00007622627,"teacher_disagreement_score":0.47497514,"about_ca_system_score_codex":0.000032691056,"about_ca_system_score_gemma":0.000014521439,"threshold_uncertainty_score":0.8112776},"labels":[],"label_agreement":null},{"id":"W2033789301","doi":"10.2118/2006-093","title":"Numerical Investigation of Sand Production Under Realistic Reservoir/Well Flow Conditions","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts","keywords":"Petroleum engineering; Production (economics); Flow (mathematics); Reservoir simulation; Computer science; Geology; Environmental science; Geotechnical engineering; Mechanics; Physics","score_opus":0.013487348119846825,"score_gpt":0.20530964454042747,"score_spread":0.19182229642058063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2033789301","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86200315,0.00009317092,0.0416057,0.001491687,0.0024863048,0.000121820376,0.00024797174,0.00025367676,0.09169655],"genre_scores_gemma":[0.99807286,0.000012216883,0.00038924586,0.00002353476,0.00029022762,0.000014161041,0.00034720506,0.000019519512,0.00083100185],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999271,0.000011106577,0.00022275108,0.00014914878,0.00016377393,0.00018222045],"domain_scores_gemma":[0.99952936,0.000027627377,0.000032439304,0.00013682198,0.00014102669,0.00013274036],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006610181,0.00011002795,0.00010786766,0.00024938912,0.000043940676,0.000039946848,0.00014797949,0.000060315073,0.00021340848],"category_scores_gemma":[0.0000348422,0.0001310416,0.000033235745,0.00012317143,0.00005347585,0.00012352518,0.0000052923447,0.00012806656,0.00003768123],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014894945,0.000002889945,0.0016895529,0.000020142481,0.000019398723,0.0000027387255,0.000022998782,0.9830798,0.0022650876,0.007014661,0.005855084,0.00002618069],"study_design_scores_gemma":[0.00014859097,0.0000112574835,0.020835007,0.000093329545,0.000012654875,0.0000093723265,0.000018812318,0.96456784,0.00515228,0.0045446674,0.004412731,0.00019343958],"about_ca_topic_score_codex":0.018801201,"about_ca_topic_score_gemma":0.011661311,"teacher_disagreement_score":0.13606977,"about_ca_system_score_codex":0.00023247984,"about_ca_system_score_gemma":0.00012499567,"threshold_uncertainty_score":0.9877327},"labels":[],"label_agreement":null},{"id":"W2034129668","doi":"10.2118/117116-ms","title":"A New Cement Sealant System for Long-Term Zonal Isolation for Khuff Gas Wells in Abu Dhabi","year":2008,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Exhibition and Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"National Science Council","keywords":"Cement; Petroleum engineering; Sealant; Geotechnical engineering; Geology; Natural gas field; Abu dhabi; Cementation (geology); Environmental science; Engineering; Materials science; Natural gas; Waste management; Composite material","score_opus":0.01533396984584384,"score_gpt":0.21745435630579824,"score_spread":0.2021203864599544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034129668","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24775077,0.0001777931,0.74823594,0.00026330756,0.0009096988,0.00032919995,0.00007508711,0.0002009337,0.0020572732],"genre_scores_gemma":[0.9967403,0.00020263184,0.0013571528,0.000041879008,0.00026763853,0.0001482628,0.00025163338,0.000030488329,0.0009600283],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892396,0.0000094950865,0.0003590785,0.00026152845,0.00018798404,0.0002579617],"domain_scores_gemma":[0.9995566,0.000086310145,0.000057886937,0.00010256057,0.00010322099,0.000093396135],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001254504,0.0001999909,0.00020162086,0.00019040647,0.00006991712,0.00006753068,0.00012417874,0.000086915796,0.00007018754],"category_scores_gemma":[0.000013758185,0.00021914791,0.00008198937,0.000056619316,0.000019850542,0.00020194968,0.000017951861,0.000114431365,0.000015696565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009624654,0.00042245715,0.062097438,0.0031860815,0.00071627746,0.00008035136,0.0035396297,0.7486609,0.054762904,0.06912551,0.021091074,0.035354897],"study_design_scores_gemma":[0.0030810079,0.0001477602,0.021253716,0.00065362867,0.000023157578,0.00007800692,0.00010132755,0.965414,0.0038612029,0.00035677012,0.004583346,0.00044611102],"about_ca_topic_score_codex":0.000034487683,"about_ca_topic_score_gemma":0.000031925596,"teacher_disagreement_score":0.7489895,"about_ca_system_score_codex":0.00017466795,"about_ca_system_score_gemma":0.00004405487,"threshold_uncertainty_score":0.8936593},"labels":[],"label_agreement":null},{"id":"W2034359902","doi":"10.2118/106567-ms","title":"Fiber-Optic-Enabled Coiled-Tubing Operations on Alaska's North Slope","year":2007,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Wireline; Casing; Coiled tubing; Workover; Petroleum engineering; Optical fiber; Reliability (semiconductor); Engineering; Drill pipe; Marine engineering; Geology; Drill; Mechanical engineering; Wireless; Telecommunications","score_opus":0.011131273103758828,"score_gpt":0.2186940741071335,"score_spread":0.20756280100337468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034359902","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9381454,0.0003669115,0.048030145,0.000086096334,0.00054785114,0.00022686139,0.00001410657,0.00043334946,0.0121492585],"genre_scores_gemma":[0.9971426,0.0005028316,0.00057196384,0.00004322573,0.00021176,0.000021253267,0.00015225774,0.000048363625,0.0013057458],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99838644,0.000036522735,0.000532808,0.00039878482,0.00019949784,0.00044593416],"domain_scores_gemma":[0.9993302,0.00008929986,0.000054022526,0.00021977341,0.00011070034,0.00019597657],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004226885,0.000332473,0.00031082012,0.00027238845,0.00027140463,0.00031875863,0.00009500918,0.00015261058,0.00029543223],"category_scores_gemma":[0.000036563764,0.00034786717,0.000115454866,0.00021170147,0.00006205347,0.0003930863,0.000042634198,0.00036520787,0.00014354107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034950976,0.00062858034,0.004606551,0.0023779233,0.00066834386,0.00019919223,0.0049116616,0.6198711,0.022922479,0.01801731,0.0041173245,0.32133007],"study_design_scores_gemma":[0.003920338,0.000827872,0.009182803,0.0042305808,0.0002383121,0.00013200054,0.0015667136,0.9365325,0.03144836,0.0006928775,0.009408389,0.0018192277],"about_ca_topic_score_codex":0.00008166334,"about_ca_topic_score_gemma":0.00018507255,"teacher_disagreement_score":0.31951085,"about_ca_system_score_codex":0.00006775666,"about_ca_system_score_gemma":0.000012711151,"threshold_uncertainty_score":0.99989736},"labels":[],"label_agreement":null},{"id":"W2034884684","doi":"10.2118/148886-ms","title":"Geomechanical Simulation of Caprock Performance for a Proposed, Low Pressure, Steam-Assisted Gravity Drainage Pilot Project","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Imperial Oil (Canada); Alberta Energy","funders":"","keywords":"Caprock; Steam-assisted gravity drainage; Geology; Petroleum engineering; Geomechanics; Containment (computer programming); Geotechnical engineering; Oil sands; Asphalt","score_opus":0.04875508333902302,"score_gpt":0.2223551474265461,"score_spread":0.1736000640875231,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2034884684","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91262573,0.00022877156,0.07420401,0.000011276979,0.00050484337,0.00129922,0.00038059708,0.0002724137,0.01047312],"genre_scores_gemma":[0.9986292,0.0000064956016,0.0006855103,0.000008797955,0.00006908533,0.000057951907,0.00005318373,0.00003352203,0.00045622315],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892604,0.00001791035,0.00029924721,0.00022044004,0.0001799143,0.00035646092],"domain_scores_gemma":[0.9993043,0.000055206037,0.00006136626,0.0001930539,0.00019149766,0.0001945586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018742173,0.00018167733,0.00021261,0.0002198671,0.00008780343,0.00002473432,0.0002230971,0.00009408523,0.00006773513],"category_scores_gemma":[0.0000626026,0.00019390626,0.000079632264,0.00017662527,0.000051758074,0.00012116541,0.000014504364,0.00014213589,0.0000058323403],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035487532,0.0002138734,0.0017557427,0.0054197335,0.00051698106,0.000020081414,0.002404032,0.94202,0.0061195064,0.017874466,0.0003167872,0.022983944],"study_design_scores_gemma":[0.00059365557,0.00026675835,0.0053150943,0.00027831472,0.000050892202,0.0000055811424,0.000056818124,0.9810338,0.0031263244,0.00077972154,0.008163626,0.00032938604],"about_ca_topic_score_codex":0.0038836058,"about_ca_topic_score_gemma":0.0051770248,"teacher_disagreement_score":0.08600349,"about_ca_system_score_codex":0.00008486954,"about_ca_system_score_gemma":0.00021736346,"threshold_uncertainty_score":0.7907268},"labels":[],"label_agreement":null},{"id":"W2035356543","doi":"10.1115/1.4023333","title":"Vibration Analysis of a Drillstring in Vibration-Assisted Rotary Drilling: Finite Element Modeling With Analytical Validation","year":2013,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":72,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Vibration; Engineering; Finite element method; Structural engineering; Drilling; Axial symmetry; Transverse plane; Directional drilling; Mechanical engineering; Acoustics; Physics","score_opus":0.007219812446657967,"score_gpt":0.19200846253031442,"score_spread":0.18478865008365647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035356543","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.568587,0.0001547665,0.43093067,0.000077592274,0.00003142657,0.000029306995,7.079907e-7,0.000054310774,0.00013419538],"genre_scores_gemma":[0.9942728,0.0000965585,0.005530035,0.000008900909,0.000043841465,0.000008060319,0.000009074136,0.000023668374,0.000007031552],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985936,0.000022036023,0.00080017536,0.0001298202,0.00024076235,0.0002136004],"domain_scores_gemma":[0.9993054,0.0000751116,0.00020998811,0.00018393317,0.00017068227,0.000054836975],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018269676,0.0001589888,0.00046101148,0.0025055856,0.000027770198,0.00003257812,0.00017774335,0.00017093036,0.000021089065],"category_scores_gemma":[0.000050704075,0.00013871852,0.000107717184,0.0019808107,0.00002967637,0.00023169744,0.000021663038,0.00024241806,5.383039e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012187478,0.0000256037,0.003951324,0.000016708016,0.00049165706,0.000006417705,0.00009515314,0.98862463,0.0035965713,0.00033946728,0.0000042117804,0.0028360637],"study_design_scores_gemma":[0.0003116994,0.00010645989,0.0008405723,0.000110067755,0.00022651577,0.000011207411,0.00017568716,0.9912024,0.0066174413,0.00014403439,0.000117545016,0.00013635917],"about_ca_topic_score_codex":0.000042221633,"about_ca_topic_score_gemma":0.000050375274,"teacher_disagreement_score":0.4256858,"about_ca_system_score_codex":0.000083554514,"about_ca_system_score_gemma":0.000016527838,"threshold_uncertainty_score":0.5656777},"labels":[],"label_agreement":null},{"id":"W2035362677","doi":"10.2118/122281-ms","title":"Managed-Pressure Drilling: What It Is and What It Is Not","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Underbalanced drilling; Drilling; Petroleum engineering; Confusion; Measurement while drilling; Context (archaeology); Pressure control; Computer science; Engineering; Geology; Drilling fluid; Mechanical engineering","score_opus":0.01001996907384082,"score_gpt":0.20493058739286685,"score_spread":0.19491061831902604,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035362677","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13779752,0.15609851,0.34019908,0.12678012,0.013596406,0.0020535132,0.00004402855,0.011702104,0.21172869],"genre_scores_gemma":[0.9546189,0.02722852,0.0015708185,0.008327641,0.0002467652,0.0000044982676,0.000005195674,0.00006360365,0.007934077],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989311,0.000005671484,0.00021753722,0.00028045458,0.0001909042,0.0003743467],"domain_scores_gemma":[0.999443,0.000037766004,0.00001529818,0.00033895782,0.000024088751,0.00014087699],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011151123,0.00026127388,0.00023884824,0.000101582445,0.000065395005,0.00074707763,0.00016102054,0.00014254777,0.00028315355],"category_scores_gemma":[0.0000064677324,0.00025715667,0.00007143927,0.000143056,0.000015181921,0.0014589945,0.000027152102,0.00021745672,0.000118416996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014159637,0.000037270056,0.00005072465,0.00046303263,0.00032454048,0.000048060094,0.0059044715,0.5083616,0.0040257834,0.0006770376,0.19249164,0.28760174],"study_design_scores_gemma":[0.00026848554,0.000027232752,0.0000894767,0.00029707013,0.000048044425,0.000010493755,0.0007675874,0.43564123,0.013856313,0.00017190249,0.5483797,0.00044246583],"about_ca_topic_score_codex":0.000006730178,"about_ca_topic_score_gemma":0.0000035597075,"teacher_disagreement_score":0.8168214,"about_ca_system_score_codex":0.000015997397,"about_ca_system_score_gemma":0.0000031465477,"threshold_uncertainty_score":0.9999881},"labels":[],"label_agreement":null},{"id":"W2035571896","doi":"10.2118/97777-ms","title":"Post-Yield Thermal Design Basis for Slotted Liner","year":2005,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inflow; Deformation (meteorology); Yield (engineering); Thermal; Thermal expansion; Structural engineering; Environmental science; Engineering; Geology; Materials science; Composite material","score_opus":0.015409899986836336,"score_gpt":0.19292257628044004,"score_spread":0.1775126762936037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035571896","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019335255,0.00018444467,0.97011256,0.00023949961,0.00025587346,0.00016166462,0.000006336443,0.0010211129,0.008683238],"genre_scores_gemma":[0.9395567,0.000014531836,0.0579376,0.00018767829,0.00039510953,0.0000300642,0.000003897625,0.000053164702,0.0018212217],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994964,0.0000029407922,0.0001235112,0.000093252114,0.00005556673,0.00022835161],"domain_scores_gemma":[0.9996536,0.00013463291,0.000005728731,0.00012343112,0.000027214768,0.00005539161],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000092695445,0.00011563852,0.00009834951,0.00005191316,0.000026027163,0.000020940905,0.000082153994,0.000064712665,0.00018598464],"category_scores_gemma":[0.00003545865,0.00010297766,0.000057130925,0.000058658694,0.000004555504,0.00008004944,0.0000061621586,0.00006965925,0.000088917004],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047792682,0.000006214297,0.000006100295,0.000017598119,0.000024591964,4.0780984e-7,0.00006485373,0.9350523,0.0445848,0.000110732064,0.0025131342,0.017614512],"study_design_scores_gemma":[0.00014053765,0.000024213858,0.000072893505,0.000014957137,0.000010830425,0.0000015852871,0.00001059593,0.8843787,0.09809004,0.000005691649,0.017078685,0.00017130238],"about_ca_topic_score_codex":0.0000053358453,"about_ca_topic_score_gemma":0.0000034814993,"teacher_disagreement_score":0.9202215,"about_ca_system_score_codex":0.000022566146,"about_ca_system_score_gemma":0.0000053450094,"threshold_uncertainty_score":0.41993073},"labels":[],"label_agreement":null},{"id":"W2035872079","doi":"10.2118/153706-ms","title":"Test of SAGD Flow Distribution Control Liner System, Surmont Field, Alberta, Canada","year":2012,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Injector; Petroleum engineering; Casing; Steam injection; Water injection (oil production); Completion (oil and gas wells); Engineering; Flow (mathematics); Drilling; Environmental science; Geology; Mechanical engineering; Mechanics","score_opus":0.005093263767053164,"score_gpt":0.1695930568161755,"score_spread":0.16449979304912235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2035872079","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93065435,0.0014829213,0.06304287,0.00033277427,0.001667162,0.00022088294,0.0000774009,0.00025930992,0.0022623325],"genre_scores_gemma":[0.9991271,0.000009310306,0.00024685866,0.00003362724,0.00046096035,0.0000087579665,0.000034806853,0.000028361224,0.00005022244],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902016,0.000015070892,0.00030155576,0.000106748514,0.00020791317,0.00034853883],"domain_scores_gemma":[0.99917877,0.00043783084,0.000055307784,0.00015823355,0.000045631656,0.0001242029],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016716938,0.0001620299,0.00022262953,0.000026058966,0.00003717336,0.000013256622,0.00010248615,0.00007268183,0.0000051623997],"category_scores_gemma":[0.0001017811,0.00015933014,0.000058680544,0.00007290683,0.000010562502,0.00007466403,0.00001778579,0.00014008497,0.000006133586],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010139556,0.00002069528,0.21642484,0.00048768427,0.00007034934,0.0000064950045,0.00012484686,0.7790233,0.0019051447,0.00016931018,0.0008488147,0.00090835884],"study_design_scores_gemma":[0.00080234424,0.00003872577,0.03601772,0.0011366153,0.000078765326,0.000058858946,0.00015921472,0.9404138,0.010999803,0.0000061406063,0.009704975,0.0005830354],"about_ca_topic_score_codex":0.11033336,"about_ca_topic_score_gemma":0.075526,"teacher_disagreement_score":0.18040712,"about_ca_system_score_codex":0.00014733533,"about_ca_system_score_gemma":0.00003311938,"threshold_uncertainty_score":0.94134325},"labels":[],"label_agreement":null},{"id":"W2036143344","doi":"10.2118/1112-0100-jpt","title":"Novel Nanoparticle-Based Drilling Fluid Reveals Improved Characteristics","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Nanoparticle; Drilling; Materials science; Chemical engineering; Nanotechnology; Petroleum engineering; Geology; Engineering; Metallurgy","score_opus":0.007326440832729462,"score_gpt":0.19812884509507273,"score_spread":0.19080240426234327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036143344","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76344997,0.0010747522,0.23339932,0.0001900782,0.0014157557,0.00003394841,0.0000048827724,0.00031829608,0.00011301177],"genre_scores_gemma":[0.9883825,0.000062232866,0.010977464,0.000032018666,0.0004619224,0.0000036908252,0.0000010909348,0.00005375088,0.000025288027],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99866265,0.000007763622,0.00058891583,0.00008024141,0.00014677184,0.0005136354],"domain_scores_gemma":[0.99931896,0.000051761854,0.00016653648,0.0002257279,0.000092347655,0.00014466957],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041215293,0.00018846712,0.00038435002,0.0004874908,0.000041535837,0.000020965228,0.0002495191,0.00021345107,0.000014085915],"category_scores_gemma":[0.00013269647,0.00017800773,0.00010954871,0.0002717661,0.00004136437,0.00016977378,0.000022581715,0.00047323178,0.000017878281],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010949228,0.000054101478,0.0030122804,0.00005350606,0.00005771853,0.000007165623,0.00002906191,0.035330124,0.95780027,0.00020927712,0.00009529074,0.0033402692],"study_design_scores_gemma":[0.0016305294,0.00029340753,0.0021824806,0.0002537182,0.00013023672,0.00052177743,0.000078547506,0.47628206,0.5017064,0.000107212894,0.016257634,0.0005560104],"about_ca_topic_score_codex":6.003095e-7,"about_ca_topic_score_gemma":1.8710921e-7,"teacher_disagreement_score":0.45609385,"about_ca_system_score_codex":0.00010900982,"about_ca_system_score_gemma":0.000020463314,"threshold_uncertainty_score":0.72589445},"labels":[],"label_agreement":null},{"id":"W2036224706","doi":"10.2118/135857-ms","title":"Drilling-Derived Rock Strength Can Simulate Upcoming Well Performance","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Rate of penetration; Measurement while drilling; Petroleum engineering; Offset (computer science); Penetration rate; Well drilling; Geology; Computer science; Simulation; Engineering; Mechanical engineering","score_opus":0.008101112224003407,"score_gpt":0.1879901098253094,"score_spread":0.179888997601306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036224706","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9727764,0.00008789828,0.0010267565,0.00026934082,0.0012260905,0.000044782915,0.00006299488,0.00010711565,0.024398623],"genre_scores_gemma":[0.9962426,0.0001339763,0.00017068512,0.00007143558,0.00031456753,0.000008544842,0.00005882404,0.000029888637,0.0029695106],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989991,0.000006507127,0.00023385836,0.00023113811,0.0001932464,0.0003361108],"domain_scores_gemma":[0.99930024,0.0000454609,0.000036632784,0.00013265788,0.000103868915,0.0003811262],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010010184,0.00020076666,0.0001474309,0.00025226554,0.00013932202,0.00017049034,0.0002622796,0.00009965783,0.0008683853],"category_scores_gemma":[0.000027730659,0.00022038973,0.000060213795,0.00006585885,0.000042448697,0.0001422413,0.000026304375,0.00038392,0.000044144235],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001880722,0.000019072637,0.017762547,0.0001100379,0.00023266791,0.000029428673,0.00044091477,0.9564409,0.0063340557,0.008705954,0.0007813435,0.009124236],"study_design_scores_gemma":[0.00027567675,0.000016063728,0.0066859303,0.00006294219,0.000008462708,0.00002033301,0.00004815713,0.83850557,0.00046426986,0.00016877081,0.15349863,0.00024519482],"about_ca_topic_score_codex":0.0019091751,"about_ca_topic_score_gemma":0.016108328,"teacher_disagreement_score":0.15271728,"about_ca_system_score_codex":0.00008505233,"about_ca_system_score_gemma":0.00008369468,"threshold_uncertainty_score":0.95082104},"labels":[],"label_agreement":null},{"id":"W2036266019","doi":"10.2118/133647-ms","title":"Systematic Team Approach to Product Development Delivers Massive Performance Improvements in the Horn River Shale Gas Play","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Directional drilling; Drilling; Drill; Computer science; Completion (oil and gas wells); Key (lock); Drill bit; Natural gas; Operator (biology); Oil shale; Petroleum engineering; Mechanical engineering; Geology; Engineering; Operating system","score_opus":0.009379372916708425,"score_gpt":0.1841815161189498,"score_spread":0.17480214320224138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036266019","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.966846,0.00007557,0.00082314364,0.000105664956,0.0004093384,0.00022954681,0.000020980842,0.000027061093,0.03146269],"genre_scores_gemma":[0.9981373,0.000018144956,0.00047689208,0.00008362865,0.00009297184,0.000102345984,0.000034026198,0.000012987348,0.0010416834],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990445,0.00001176326,0.00023898862,0.0002068612,0.00025042344,0.00024747223],"domain_scores_gemma":[0.99957496,0.000027825454,0.000031291096,0.0001220721,0.00007522024,0.00016864059],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025813872,0.00014843719,0.00012788706,0.0002506354,0.00008952843,0.0001166406,0.00034057966,0.000041993673,0.000036227484],"category_scores_gemma":[0.000036992275,0.00012458385,0.000029430348,0.00008962989,0.000037231926,0.000113279646,0.000024023988,0.00024224154,0.000029073753],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007830942,0.0002733488,0.05195652,0.008040716,0.0012008715,0.000050646828,0.025572408,0.8356486,0.005754126,0.04215817,0.0060923696,0.023173908],"study_design_scores_gemma":[0.00067385234,0.000047511247,0.047928356,0.0011438178,0.00002409031,0.000061195,0.0013334093,0.89040136,0.00032775523,0.00010417381,0.05735585,0.000598648],"about_ca_topic_score_codex":0.0010838576,"about_ca_topic_score_gemma":0.0040763854,"teacher_disagreement_score":0.054752737,"about_ca_system_score_codex":0.0001440156,"about_ca_system_score_gemma":0.000085019885,"threshold_uncertainty_score":0.50803816},"labels":[],"label_agreement":null},{"id":"W2036471173","doi":"10.2118/130428-ms","title":"Sealing Casing Leaks through the Remote Deployment of Discrete Particles","year":2010,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Leak; Subsea; Workover; Seal (emblem); Petroleum engineering; Marine engineering; Pipeline transport; Software deployment; Engineering; Leak detection; Oil field; Geology; Geotechnical engineering; Mechanical engineering","score_opus":0.017375115491846338,"score_gpt":0.24505605645473585,"score_spread":0.22768094096288952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036471173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8848637,0.00044103342,0.112375684,0.00016708073,0.00040266727,0.0001081934,0.000004819584,0.0001386482,0.0014981789],"genre_scores_gemma":[0.99857676,0.00048143452,0.00073180266,0.0000142824865,0.000095071206,0.000004524404,0.000013461916,0.000021779435,0.000060896422],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991522,0.000029334298,0.00031825207,0.00018162293,0.00011417687,0.00020444562],"domain_scores_gemma":[0.999617,0.0000573396,0.00006344197,0.0001599469,0.000047485526,0.00005482812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025474525,0.00015628607,0.00017350788,0.000046660258,0.00012848535,0.000117785305,0.00006594685,0.000077739605,0.00003916582],"category_scores_gemma":[0.000022864338,0.00012888802,0.00007471964,0.000079139296,0.00009179286,0.00021078554,0.00003544537,0.00026560682,0.0000054664138],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012163648,0.000128725,0.0027210643,0.0023314108,0.00037912512,0.000021421227,0.011182281,0.097367436,0.45566198,0.029341837,0.0005187042,0.40022436],"study_design_scores_gemma":[0.0007227702,0.00009587427,0.00080063107,0.0012357212,0.000085738364,0.000042498847,0.0012678682,0.878906,0.10931354,0.0057438854,0.0014577829,0.00032767636],"about_ca_topic_score_codex":0.0002842156,"about_ca_topic_score_gemma":0.00012210266,"teacher_disagreement_score":0.78153855,"about_ca_system_score_codex":0.000011088488,"about_ca_system_score_gemma":0.000005448499,"threshold_uncertainty_score":0.52559006},"labels":[],"label_agreement":null},{"id":"W2036746557","doi":"10.2118/166155-ms","title":"Identifying and Addressing Drilling Dysfunctions in Long Horizontal Wells","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling; Directional drilling; Buckling; Vibration; Engineering; Drag; Petroleum engineering; Axial symmetry; Field (mathematics); Geology; Marine engineering; Mechanical engineering; Structural engineering; Aerospace engineering; Physics; Acoustics","score_opus":0.01942067007718006,"score_gpt":0.2351111939040883,"score_spread":0.21569052382690823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036746557","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8902633,0.0006804612,0.104765244,0.00011275493,0.00019327992,0.00021165896,0.000008365284,0.00048451993,0.0032803644],"genre_scores_gemma":[0.9983258,0.00056658225,0.00092248153,0.000017218492,0.00008029167,0.000022408054,0.000014658847,0.00001991566,0.00003061466],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999221,0.000010493176,0.00021535651,0.00020337378,0.00009677058,0.00025300644],"domain_scores_gemma":[0.99972737,0.000034234406,0.000016835273,0.0000937625,0.000036056495,0.00009176533],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010735741,0.0001454393,0.00016274875,0.00013633845,0.00007281579,0.00014662491,0.000046775305,0.00012694144,0.000050740946],"category_scores_gemma":[0.000016915565,0.00015068911,0.00002441125,0.00014230124,0.000053103904,0.00054112036,0.000037483722,0.0002846948,0.000026113228],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004607608,0.00021153761,0.02158429,0.0019600005,0.0001197769,0.00015875528,0.0045597153,0.032665223,0.48659432,0.016308688,0.0053968155,0.4303948],"study_design_scores_gemma":[0.0031629247,0.00053550344,0.29501644,0.0060160803,0.00013485295,0.00040674413,0.0057766964,0.6078267,0.039711744,0.035331417,0.0026076287,0.0034732544],"about_ca_topic_score_codex":0.00010170598,"about_ca_topic_score_gemma":0.00006825891,"teacher_disagreement_score":0.5751615,"about_ca_system_score_codex":0.000031161748,"about_ca_system_score_gemma":0.000006251131,"threshold_uncertainty_score":0.61449236},"labels":[],"label_agreement":null},{"id":"W2036783384","doi":"10.2118/110040-ms","title":"Different Methods to Avoid Annular Pressure Buildup by Appropriate Engineered Sealant and Applying Best Practices (Cementing and Drilling)","year":2007,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve","funders":"","keywords":"Annulus (botany); Petroleum engineering; Cement; Wellbore; Casing; Injection well; Drilling; Slurry; Completion (oil and gas wells); Oil well; Geotechnical engineering; Engineering; Mechanical engineering; Materials science; Environmental engineering; Composite material","score_opus":0.022551176039076675,"score_gpt":0.29735118152141554,"score_spread":0.27480000548233885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2036783384","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3354867,0.002338518,0.66025305,0.00013868445,0.00011941239,0.00044974958,0.000044771048,0.0004345412,0.00073457224],"genre_scores_gemma":[0.98099464,0.0010865855,0.017596655,0.0000362736,0.00011066389,0.000035078894,0.000030539144,0.000037861126,0.0000716777],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986624,0.000029730107,0.0003255401,0.00038610015,0.00017474867,0.0004214437],"domain_scores_gemma":[0.99930555,0.00015112826,0.00007100806,0.0001583485,0.00006507048,0.00024887346],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00069108163,0.0002784198,0.00030395453,0.00012637228,0.00012012679,0.00014761758,0.000080788515,0.00019000076,0.000007190055],"category_scores_gemma":[0.00012848961,0.00026205025,0.000028060556,0.00013742308,0.00004753146,0.00027966098,0.00009567975,0.0003680985,0.0000024174901],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000070707596,0.00008671774,0.00069892436,0.0010661602,0.00012988856,0.000017852648,0.0012119083,0.0046164533,0.813407,0.0021349478,0.00060275017,0.17595667],"study_design_scores_gemma":[0.0028743625,0.0013280928,0.005977455,0.0026493666,0.00074810686,0.0002726586,0.004283036,0.43641827,0.39427468,0.0039231693,0.14325936,0.0039914595],"about_ca_topic_score_codex":0.000044102304,"about_ca_topic_score_gemma":0.000013497906,"teacher_disagreement_score":0.64550793,"about_ca_system_score_codex":0.00001839802,"about_ca_system_score_gemma":0.0000051291895,"threshold_uncertainty_score":0.9999832},"labels":[],"label_agreement":null},{"id":"W2037137482","doi":"10.4043/20067-ms","title":"Intelligent Wired Drill-Pipe System Provides Significant Improvements in Drilling Performance on Offshore Australia Development","year":2009,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drill pipe; Measurement while drilling; Drilling; Drill string; Drill; Logging while drilling; Directional drilling; Engineering; Offshore drilling; Marine engineering; Telemetry; Data transmission; Transmission (telecommunications); Computer science; Petroleum engineering; Mechanical engineering; Telecommunications; Electrical engineering","score_opus":0.02142661090829153,"score_gpt":0.22384402984678436,"score_spread":0.20241741893849283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037137482","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98136616,0.00012382842,0.014263186,0.00010617556,0.00046868436,0.0005305054,0.0000036026795,0.0017275154,0.0014103169],"genre_scores_gemma":[0.99698305,0.00009178192,0.00256147,0.000016406124,0.00004134146,0.00008806743,0.000015887337,0.00004191758,0.00016005366],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99779385,0.000012586347,0.0006620096,0.00050679676,0.00026740137,0.00075735996],"domain_scores_gemma":[0.9992182,0.000023305736,0.00007514531,0.00049645355,0.00007764852,0.000109245346],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023583608,0.00046294264,0.0004729338,0.0006548886,0.00008746314,0.000055140627,0.00053919724,0.00037134477,0.000015770136],"category_scores_gemma":[0.000025330197,0.00045726338,0.000049183367,0.00057312666,0.000075719676,0.000120436634,0.000047926413,0.00054479134,0.000085587424],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010690522,0.00032219998,0.025570352,0.001353045,0.00023320882,0.00021390527,0.001833121,0.21983165,0.13155739,0.015763493,0.00033891312,0.6028758],"study_design_scores_gemma":[0.0006329356,0.00042375794,0.009747975,0.0021031518,0.000024263665,0.000019776127,0.0006630949,0.3390025,0.642301,0.00020921633,0.003719979,0.0011523133],"about_ca_topic_score_codex":0.0000056823365,"about_ca_topic_score_gemma":0.000018872535,"teacher_disagreement_score":0.6017235,"about_ca_system_score_codex":0.00042513528,"about_ca_system_score_gemma":0.000065207714,"threshold_uncertainty_score":0.9997879},"labels":[],"label_agreement":null},{"id":"W2037331737","doi":"10.1115/1.2730845","title":"The Analytical Method in Geomechanics","year":2007,"lang":"en","type":"article","venue":"Applied Mechanics Reviews","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":207,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Geomechanics; Poromechanics; Boundary value problem; Computer science; Elasticity (physics); Porous medium; Mathematics; Geology; Geotechnical engineering; Porosity; Physics; Mathematical analysis","score_opus":0.01714450879162883,"score_gpt":0.268449500307453,"score_spread":0.2513049915158242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037331737","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006545059,0.0068291817,0.98451066,0.000020689578,0.00043593434,0.0003730391,7.8129887e-7,0.00019532003,0.0075689694],"genre_scores_gemma":[0.621807,0.13525592,0.23841704,0.0010178667,0.0013514045,0.0006078873,0.000041888787,0.0006787296,0.0008222633],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985416,0.000018416296,0.0005638281,0.0001998182,0.00015990225,0.0005164207],"domain_scores_gemma":[0.99922293,0.00021105271,0.00003811197,0.00040933775,0.000012232256,0.000106358384],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003573434,0.00021290356,0.00035372138,0.00009583223,0.000060369726,0.00003280819,0.00027261052,0.00011876047,0.000013008276],"category_scores_gemma":[0.000058371425,0.00015988969,0.0000964433,0.000513695,0.0000037476298,0.00002897592,0.000040906198,0.0003855082,0.00016455611],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000051944407,0.000011193764,4.7018972e-7,0.000117257434,0.000021182646,0.0000066610046,0.00007234018,0.0512717,0.0027132235,0.5269573,0.0006812124,0.4181423],"study_design_scores_gemma":[0.00012585492,0.0000062319777,0.0000014327888,0.000040151586,0.000015690055,0.000004791,0.000027375969,0.57463545,0.0015605278,0.008173682,0.41521308,0.00019575434],"about_ca_topic_score_codex":0.0000023013267,"about_ca_topic_score_gemma":0.000027341597,"teacher_disagreement_score":0.7460936,"about_ca_system_score_codex":0.00009643473,"about_ca_system_score_gemma":0.0000072749767,"threshold_uncertainty_score":0.6520113},"labels":[],"label_agreement":null},{"id":"W2037385417","doi":"10.2118/1212-0074-jpt","title":"Coiled Tubing Advances Improve Extended Reach Drilling Operations","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Directional drilling; Wellbore; Drilling; Flexibility (engineering); Petroleum engineering; Engineering; Mechanical engineering","score_opus":0.003950094172544594,"score_gpt":0.20854115516078126,"score_spread":0.20459106098823665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037385417","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6644211,0.022042861,0.3064546,0.00033943256,0.0037917832,0.00006801364,0.0000039571155,0.0007077107,0.0021705332],"genre_scores_gemma":[0.98682797,0.00073903427,0.011784209,0.000008774868,0.00051710336,0.0000054202906,9.210803e-7,0.000040213577,0.00007636284],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989012,0.000009983754,0.00045451967,0.00008045937,0.00014710228,0.00040674725],"domain_scores_gemma":[0.9995278,0.00003578108,0.000075493816,0.00018110457,0.000079438825,0.00010035299],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030262693,0.00016234077,0.00030701922,0.0005170677,0.0000667561,0.000024012867,0.00022247051,0.00017204636,0.000015854077],"category_scores_gemma":[0.00008339385,0.00014907488,0.00009126413,0.000249303,0.00003746151,0.00046337154,0.000025312554,0.00057219435,0.000015244545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009020727,0.00005795412,0.0013692182,0.000067488065,0.00013971076,0.000019644998,0.00018668399,0.756101,0.20937285,0.0024060828,0.00016662295,0.030103711],"study_design_scores_gemma":[0.0023165739,0.00054750853,0.00063660403,0.0004532912,0.0002413994,0.0015990398,0.0015231094,0.6072644,0.26645026,0.0015719609,0.11626021,0.0011356478],"about_ca_topic_score_codex":7.4909246e-7,"about_ca_topic_score_gemma":0.000002366195,"teacher_disagreement_score":0.32240686,"about_ca_system_score_codex":0.0001032468,"about_ca_system_score_gemma":0.000015993337,"threshold_uncertainty_score":0.6079097},"labels":[],"label_agreement":null},{"id":"W2037462752","doi":"10.2118/140317-ms","title":"Extension of Gauge Length to Reduce Vibrations and Improve Drilling Performance","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drill bit; Drilling; Gauge (firearms); Bit (key); Vibration; Rate of penetration; Mechanical engineering; Engineering; Computer science; Acoustics; Materials science; Physics","score_opus":0.015475557732147802,"score_gpt":0.18650395600045613,"score_spread":0.17102839826830835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037462752","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9212701,0.00010105712,0.06662921,0.0000060756024,0.00024101387,0.00007462999,0.0000018701679,0.00020110981,0.011474972],"genre_scores_gemma":[0.9836266,0.00011197317,0.01605274,0.000009165234,0.000035071986,0.000004566185,0.000001006808,0.00001912982,0.00013975374],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995934,0.0000018726912,0.00013301929,0.00009646026,0.0000499622,0.0001253291],"domain_scores_gemma":[0.9997595,0.000011383089,0.000008796842,0.00013486388,0.000023318862,0.00006213131],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006190756,0.00008050916,0.00009357944,0.00006750323,0.000025148298,0.0000061262963,0.000043414882,0.00003284729,0.000021752621],"category_scores_gemma":[0.000009352699,0.00007585403,0.000015421514,0.00008885043,0.000008821376,0.00010367856,0.000015860016,0.000056743476,0.000010903237],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014713224,0.000026627704,0.0005806605,0.0003126787,0.000043005042,0.0000016967869,0.0028958085,0.22232571,0.7205566,0.0028507917,0.0003430649,0.05004863],"study_design_scores_gemma":[0.00009314982,0.000052164905,0.0029093323,0.000056056026,0.000007761072,0.0000030498045,0.000057393885,0.5008588,0.49539885,0.000036932597,0.0003831991,0.00014335124],"about_ca_topic_score_codex":0.000016985048,"about_ca_topic_score_gemma":0.0000021834546,"teacher_disagreement_score":0.27853304,"about_ca_system_score_codex":0.0000075277594,"about_ca_system_score_gemma":0.0000032865978,"threshold_uncertainty_score":0.30932376},"labels":[],"label_agreement":null},{"id":"W2037477863","doi":"10.2118/163434-ms","title":"Wellbore Strengthening-Nano-Particle Drilling Fluid Experimental Design Using Hydraulic Fracture Apparatus","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling fluid; Rheology; Materials science; Fracture (geology); Composite material; Calcium hydroxide; Emulsion; Graphite; Viscosity; Petroleum engineering; Drilling; Geology; Metallurgy; Chemical engineering; Engineering","score_opus":0.01542522154119325,"score_gpt":0.21329345605944505,"score_spread":0.1978682345182518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037477863","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50262624,0.0014360189,0.49238378,0.00002520662,0.00047251704,0.0002503758,9.080608e-7,0.0010461926,0.0017587782],"genre_scores_gemma":[0.9812181,0.0000275656,0.018092776,0.00010482953,0.0002463793,0.00003294689,0.0000050036915,0.00010414625,0.00016825323],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985858,0.00002091514,0.0003225519,0.0002696739,0.0002031393,0.0005978992],"domain_scores_gemma":[0.9993616,0.00006471865,0.000026041651,0.00030630064,0.000029616307,0.00021174007],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009455914,0.00032975498,0.00025101847,0.00007496601,0.00011977407,0.00015438291,0.00017972055,0.0001426917,0.00055696705],"category_scores_gemma":[0.000010420698,0.00031107588,0.00008691359,0.00021430339,0.000027372003,0.00038118774,0.000029942532,0.00021012312,0.0003543031],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017861942,0.00001555285,0.000047587226,0.000013191675,0.000029922805,0.0000028912987,0.00031218256,0.7454982,0.25250155,0.000032774875,0.0010442712,0.00050012453],"study_design_scores_gemma":[0.00016020559,0.00001503262,0.000020264753,0.000024855784,0.000008439711,0.000005773375,0.00014257657,0.58161885,0.41603547,0.000022223388,0.0016991609,0.00024711524],"about_ca_topic_score_codex":0.0000997447,"about_ca_topic_score_gemma":5.9013075e-7,"teacher_disagreement_score":0.4785919,"about_ca_system_score_codex":0.00009681919,"about_ca_system_score_gemma":0.000012288014,"threshold_uncertainty_score":0.99993414},"labels":[],"label_agreement":null},{"id":"W2037530856","doi":"10.2118/72285-ms","title":"Multilateral Work-Overs: A New Possibility with Coiled Tubing","year":2001,"lang":"en","type":"article","venue":"SPE/IADC Middle East Drilling Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workover; Coiled tubing; Drilling; Petroleum engineering; Completion (oil and gas wells); Work (physics); Oil well; Computer science; Mechanical engineering; Geology; Engineering","score_opus":0.0255630559379795,"score_gpt":0.19142793048355064,"score_spread":0.16586487454557114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037530856","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7397703,0.0006165372,0.25260544,0.00024417997,0.0005258603,0.0002656925,0.0000056240224,0.0035678358,0.0023985286],"genre_scores_gemma":[0.98034877,0.0001574341,0.018551402,0.000021998612,0.00016643849,0.000022406271,0.000012696705,0.0000999463,0.0006189091],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99767613,0.000016532334,0.00046578972,0.0006474161,0.0002560466,0.0009380562],"domain_scores_gemma":[0.9986863,0.00004543726,0.000078614525,0.0008295523,0.00012218422,0.00023792393],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016480309,0.00053460407,0.0005418657,0.0004488899,0.00013895554,0.00012643987,0.0005804125,0.0004474036,0.00014949315],"category_scores_gemma":[0.00006506316,0.00051547814,0.00009283028,0.0011543208,0.00020205231,0.0002542931,0.00009768426,0.00080805493,0.00017511795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032297277,0.00016681086,0.14001665,0.00033600663,0.00058533374,0.00057673553,0.0029974002,0.68568444,0.012075985,0.004712616,0.00027436973,0.1522507],"study_design_scores_gemma":[0.0043886197,0.00037336338,0.004402713,0.003150098,0.0001825832,0.0005469407,0.0011987003,0.947326,0.018700192,0.0065154466,0.010001938,0.0032134189],"about_ca_topic_score_codex":0.00006900412,"about_ca_topic_score_gemma":0.00010561039,"teacher_disagreement_score":0.26164156,"about_ca_system_score_codex":0.00015301656,"about_ca_system_score_gemma":0.00009121003,"threshold_uncertainty_score":0.9997297},"labels":[],"label_agreement":null},{"id":"W2037552572","doi":"10.2118/163408-ms","title":"Maximizing BHA Durability/Reliability: Turbodrill/Impregnated Bit Significantly Reduces Drilling Time in Granite Wash Laterals","year":2013,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drilling; Abrasive; Drill bit; Borehole; Durability; Bit (key); Reliability (semiconductor); Drill; Petroleum engineering; Engineering; Geology; Computer science; Geotechnical engineering; Mechanical engineering; Power (physics)","score_opus":0.005863169486813473,"score_gpt":0.17105568981743985,"score_spread":0.16519252033062637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037552572","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99357337,0.000459789,0.0007504068,0.00017448314,0.00053101324,0.00050571916,0.000014367657,0.0011630774,0.0028277764],"genre_scores_gemma":[0.99757975,0.00017402353,0.0015192729,0.000055643573,0.00012678813,0.00007566687,0.000050342416,0.00012057084,0.0002979658],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977106,0.00006120768,0.00067494344,0.00050611317,0.00024700363,0.00080014835],"domain_scores_gemma":[0.99892145,0.00021833941,0.000051221636,0.0005324664,0.000076191915,0.00020031286],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043797947,0.0004203787,0.00049078226,0.00027636287,0.00006327201,0.00016421024,0.00034453147,0.00022214599,0.00025896746],"category_scores_gemma":[0.00010378697,0.00041964574,0.00012954637,0.00045453102,0.00005423143,0.00048433067,0.000048237896,0.00045751833,0.00073667476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000059400472,0.000047294547,0.00079007156,0.0001895969,0.00007375201,0.000016810733,0.000991953,0.6680674,0.32459852,0.000024081311,0.00061193766,0.004582656],"study_design_scores_gemma":[0.00077271054,0.00006347153,0.004981282,0.00047593098,0.000045237502,0.000013755936,0.00010016396,0.91817343,0.06951132,0.0016870102,0.003039725,0.0011359879],"about_ca_topic_score_codex":0.00023639156,"about_ca_topic_score_gemma":0.00001126267,"teacher_disagreement_score":0.25508723,"about_ca_system_score_codex":0.00015037309,"about_ca_system_score_gemma":0.000014669118,"threshold_uncertainty_score":0.99982554},"labels":[],"label_agreement":null},{"id":"W2037622573","doi":"10.2118/115208-ms","title":"Deep Salt Formation Wells Successfully Drilled with Integrated Techniques in Tahe Oilfield","year":2008,"lang":"en","type":"article","venue":"IADC/SPE Asia Pacific Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Casing; Drilling; Borehole; Petroleum engineering; Drilling fluid; Geology; Salt (chemistry); Drilling engineering; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.007871974694820068,"score_gpt":0.1866572697600447,"score_spread":0.17878529506522464,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037622573","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4379354,0.0005025717,0.5464636,0.00056866766,0.0002004023,0.0004285573,0.000005460987,0.0027700225,0.01112529],"genre_scores_gemma":[0.98999256,0.0023455946,0.0073615694,0.000014859898,0.000046042096,0.00007601115,0.000058640177,0.000045734192,0.0000590082],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99859107,0.000020693036,0.00042505396,0.00034808464,0.00016283225,0.00045229314],"domain_scores_gemma":[0.99939275,0.000039538198,0.000071906434,0.00030650548,0.0001176438,0.000071667426],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016027901,0.00033356523,0.00038473055,0.0007884347,0.00013770067,0.000055220185,0.0001665592,0.000457134,0.000023288607],"category_scores_gemma":[0.000028319457,0.00030915812,0.00003763959,0.00075307715,0.00018285442,0.00042781478,0.000028485982,0.00056913256,0.00002155577],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005207321,0.00054106774,0.04063707,0.0017677477,0.00046870994,0.0013870951,0.012170924,0.18621166,0.2204075,0.043419346,0.0029982042,0.48946995],"study_design_scores_gemma":[0.0014063439,0.00042011667,0.0004550176,0.0014158124,0.000047111058,0.00076349603,0.0036605706,0.60139054,0.3760463,0.0048983465,0.008156121,0.0013402042],"about_ca_topic_score_codex":0.000030935644,"about_ca_topic_score_gemma":0.00010293364,"teacher_disagreement_score":0.55205715,"about_ca_system_score_codex":0.000085960346,"about_ca_system_score_gemma":0.00003057774,"threshold_uncertainty_score":0.99993604},"labels":[],"label_agreement":null},{"id":"W2037985310","doi":"10.2118/121334-ms","title":"Shale Swelling Tests Using Optimized Water Content and Compaction Load","year":2009,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Pratt and Whitney Canada","keywords":"Oil shale; Compaction; Pellets; Porosity; Geology; Water content; Geotechnical engineering; Bulk density; Pellet; Swelling; Mineralogy; Soil science; Materials science; Composite material; Soil water","score_opus":0.04780689427267482,"score_gpt":0.23771183096641435,"score_spread":0.18990493669373953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2037985310","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96636665,0.0007617672,0.030729631,0.00015830614,0.00029368929,0.0001097996,9.693922e-7,0.0003933937,0.0011857776],"genre_scores_gemma":[0.9923791,0.000115379225,0.007015186,0.00007575663,0.00028597028,0.0000016159509,0.0000063376283,0.000036571488,0.00008403245],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898535,0.000013233368,0.00024911022,0.00020117968,0.00020065728,0.00035046515],"domain_scores_gemma":[0.9996567,0.000043632586,0.000028499664,0.000120172415,0.000044853554,0.00010613987],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019271646,0.00020409106,0.00022386645,0.000077315104,0.00009153398,0.00008093573,0.000072085364,0.0000735393,0.000005098988],"category_scores_gemma":[0.000011302814,0.00017937688,0.00005500991,0.000057829133,0.000020937985,0.00016415678,0.00002071354,0.00017707623,0.000016965438],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014063974,0.000009497979,0.00088335667,0.000046853595,0.000023615266,0.000015856664,0.00028500412,0.9050496,0.091481164,0.000015301328,0.000016567037,0.002159082],"study_design_scores_gemma":[0.0008107652,0.00003865271,0.0018380386,0.00063173845,0.0000359611,0.00016658937,0.00010603827,0.9723407,0.022613475,0.00017499104,0.00078317354,0.00045984634],"about_ca_topic_score_codex":0.00003787138,"about_ca_topic_score_gemma":0.000003710916,"teacher_disagreement_score":0.06886769,"about_ca_system_score_codex":0.000102670856,"about_ca_system_score_gemma":0.0000067229403,"threshold_uncertainty_score":0.7314777},"labels":[],"label_agreement":null},{"id":"W2038117723","doi":"10.2118/170589-ms","title":"Experimental Investigation on Wellbore Strengthening in Shales by Means of Nanoparticle-Based Drilling Fluids","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Oil shale; Drilling; Petroleum engineering; Casing; Geology; Overburden; Hydraulic fracturing; Overburden pressure; Drilling fluid; Wellbore; Permeability (electromagnetism); Directional drilling; Fracture (geology); Geotechnical engineering; Materials science; Metallurgy","score_opus":0.014962939388036006,"score_gpt":0.21819038833147053,"score_spread":0.20322744894343453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038117723","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9706911,0.00012995217,0.027929217,0.00006678911,0.000043842283,0.00008165472,0.000015510004,0.0001984381,0.00084353593],"genre_scores_gemma":[0.9991066,0.000028695005,0.0007394301,0.000027779239,0.000028268803,0.000011585283,0.0000363258,0.000016550284,0.0000047522085],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99927706,0.000020717518,0.00024310483,0.00016212442,0.00012787833,0.00016910651],"domain_scores_gemma":[0.9997277,0.000058138758,0.000023011069,0.000103045204,0.000024302439,0.000063801104],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016294511,0.00012922761,0.00015880907,0.00008776249,0.000027765873,0.00001932628,0.000056769313,0.00009522287,0.000014980274],"category_scores_gemma":[0.00003040044,0.00013168252,0.000026122492,0.00011844711,0.000062294006,0.00011922152,0.000010990264,0.00014265096,0.0000034551365],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001764178,0.00003885798,0.00045378567,0.000081476464,0.0000038462863,9.627993e-7,0.000313408,0.068487704,0.9227431,0.0032245954,0.00017741535,0.0044572195],"study_design_scores_gemma":[0.00029942207,0.00015865313,0.00020667037,0.00026613876,0.000003891338,6.8530153e-7,0.00013640116,0.3123783,0.6858444,0.0003819292,0.00018111007,0.00014236303],"about_ca_topic_score_codex":0.000016318714,"about_ca_topic_score_gemma":0.000008218278,"teacher_disagreement_score":0.24389058,"about_ca_system_score_codex":0.000027818178,"about_ca_system_score_gemma":0.000006840929,"threshold_uncertainty_score":0.53698575},"labels":[],"label_agreement":null},{"id":"W2038254317","doi":"10.2118/06-04-03","title":"Oxidation Studies of Light Hydrocarbons for Underbalanced Drilling Safety","year":2006,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Natural Resources Limited; University of Calgary","keywords":"Drilling fluid; Underbalanced drilling; Petroleum engineering; Hydrocarbon; Chemical engineering; Oxygen; Combustion; Drilling; Chemistry; Materials science; Waste management; Geology; Organic chemistry; Metallurgy","score_opus":0.007169208420179373,"score_gpt":0.1994838262089525,"score_spread":0.19231461778877312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038254317","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73636943,0.016624352,0.23242722,0.0052016843,0.0023336515,0.00021606396,0.00003161516,0.00036233405,0.006433614],"genre_scores_gemma":[0.99601954,0.00041625625,0.0033121703,0.000008897974,0.00015144705,0.0000033839274,0.0000021785595,0.00002725183,0.000058876132],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990927,0.0000043631817,0.00047284184,0.00007020733,0.000088756125,0.00027110396],"domain_scores_gemma":[0.9995422,0.000048967482,0.0001273265,0.0001197604,0.00009367268,0.00006811732],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016870741,0.000117958065,0.00033842056,0.0017655725,0.000043822773,0.000006748433,0.0001535596,0.00014637559,0.000001463739],"category_scores_gemma":[0.00006296344,0.00011852691,0.00008750594,0.00044753874,0.000035493824,0.00006641555,0.000005340571,0.00018369027,8.2291587e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019618263,0.0000146242355,0.0009894152,0.00018871026,0.00040828311,0.000029878718,0.00008830301,0.84321404,0.12819672,0.019003801,0.0040616225,0.0037849864],"study_design_scores_gemma":[0.0037388292,0.0007403978,0.0011108477,0.0010005841,0.00036678696,0.00043441716,0.0011570767,0.17385893,0.39937586,0.042250443,0.37487882,0.0010870155],"about_ca_topic_score_codex":0.0003509969,"about_ca_topic_score_gemma":0.009247531,"teacher_disagreement_score":0.6693551,"about_ca_system_score_codex":0.00024683858,"about_ca_system_score_gemma":0.00007177417,"threshold_uncertainty_score":0.51603395},"labels":[],"label_agreement":null},{"id":"W2038500290","doi":"10.2118/132981-pa","title":"Understanding the Effects of Leakoff Tests on Wellbore Strength","year":2011,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geomechanics; Wellbore; Geotechnical engineering; Petroleum engineering; Stress (linguistics); Rock mechanics; Geology; Drilling; Engineering; Mechanical engineering","score_opus":0.052986698125328996,"score_gpt":0.20533936665592825,"score_spread":0.15235266853059926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038500290","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48921654,0.0004392231,0.47577786,0.00003636201,0.002694544,0.00040092564,0.000009098389,0.00090979337,0.030515667],"genre_scores_gemma":[0.99903125,0.00011445721,0.0006196703,0.000013534774,0.00013449173,0.0000054686034,0.000009861148,0.000044752618,0.000026520333],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991977,0.000020762405,0.00020874561,0.00014629342,0.00018294415,0.00024354373],"domain_scores_gemma":[0.9993421,0.00028543366,0.000042408563,0.00026218366,0.00002061178,0.000047251753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013844756,0.00017482918,0.0001817173,0.000105605424,0.00008741014,0.000016422831,0.00015300619,0.00006350401,0.000022777693],"category_scores_gemma":[0.000057573427,0.00014260413,0.000075222255,0.00018869576,0.000042244912,0.00005075893,0.000014968416,0.00020627753,0.000032723223],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040249135,0.00011649246,0.002552141,0.0010796115,0.0002211426,0.000020140476,0.0042190133,0.9012259,0.033357512,0.051396176,0.0011830671,0.004588509],"study_design_scores_gemma":[0.0010490536,0.00047644222,0.017107507,0.001581762,0.00012654159,0.000013060966,0.00041944336,0.8454364,0.12088364,0.008835038,0.0031977773,0.0008733375],"about_ca_topic_score_codex":0.000018913393,"about_ca_topic_score_gemma":0.000008072402,"teacher_disagreement_score":0.5098147,"about_ca_system_score_codex":0.000090380454,"about_ca_system_score_gemma":0.000004957524,"threshold_uncertainty_score":0.58152276},"labels":[],"label_agreement":null},{"id":"W2038626065","doi":"10.2118/117484-ms","title":"Passive Seismic Data Management and Processing to Monitor Heavy Oil Steaming Operations","year":2008,"lang":"en","type":"article","venue":"International Thermal Operations and Heavy Oil Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Imperial Oil (Canada)","funders":"Imperial Oil Limited","keywords":"Steaming; Data processing; Environmental science; Computer science; Database","score_opus":0.015747350786252737,"score_gpt":0.24067183344187779,"score_spread":0.22492448265562504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038626065","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93301946,0.0011961149,0.048095237,0.003671138,0.001201949,0.00015803694,0.00018694904,0.00039305532,0.012078064],"genre_scores_gemma":[0.98763454,0.0014033656,0.0067158993,0.0002127641,0.00037411833,0.00006858295,0.00011127158,0.000040835785,0.0034386122],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990365,0.000012288125,0.00026124206,0.0002997765,0.00018638246,0.00020380101],"domain_scores_gemma":[0.9995459,0.000017661558,0.000010391924,0.00022499729,0.00007750811,0.00012359575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007916905,0.0001850101,0.00014076491,0.00014447444,0.0003859343,0.00024364004,0.00023426171,0.000051290725,0.000014566568],"category_scores_gemma":[0.0000067329024,0.00018543997,0.000019006286,0.00010690059,0.000035511566,0.0005504932,0.00014502568,0.00013342366,0.000019147192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010031848,0.000029511591,0.000064091946,0.000060655228,0.00007580052,0.000015598758,0.0009731684,0.9571796,0.0043903617,0.00035473285,0.00022204206,0.036624417],"study_design_scores_gemma":[0.00030419618,0.00001974178,0.00058134267,0.00014665046,0.000020559353,0.00006341688,0.00014877786,0.98657274,0.0015410662,0.0000028851962,0.010339589,0.0002590516],"about_ca_topic_score_codex":0.0000787668,"about_ca_topic_score_gemma":0.000033371674,"teacher_disagreement_score":0.05461509,"about_ca_system_score_codex":0.000060314498,"about_ca_system_score_gemma":0.000016931452,"threshold_uncertainty_score":0.7562022},"labels":[],"label_agreement":null},{"id":"W2038634613","doi":"10.2118/105766-ms","title":"How Much is Left of Your Centralizer After Exiting a Casing Window in an Extended-Reach Horizontal Multilateral? Modeling, Yard Tests, and Field Results from Alaska's West Sak Development","year":2007,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Drag; Centralizer and normalizer; Cycloid; Engineering; Geology; Marine engineering; Mechanical engineering; Mathematics; Aerospace engineering","score_opus":0.01825634467664478,"score_gpt":0.23417137145800168,"score_spread":0.2159150267813569,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2038634613","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9822721,0.00042741612,0.0165104,0.0000425814,0.00021770332,0.00012338719,0.000033290955,0.0001430578,0.00023006061],"genre_scores_gemma":[0.98430157,0.000051709816,0.015338694,0.000039504957,0.000120903554,0.000003959099,0.00005640013,0.00005637085,0.000030905732],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998502,0.0000120150635,0.00044797198,0.0003424067,0.00018520073,0.00051040767],"domain_scores_gemma":[0.9994553,0.00008546806,0.000042026866,0.00023470295,0.000032998683,0.00014953106],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024601747,0.00026930938,0.0002719613,0.00014617006,0.000035046134,0.00007981379,0.000119139,0.00016317227,0.000008752942],"category_scores_gemma":[0.000041013234,0.0002855793,0.00004102797,0.00007639728,0.000013425886,0.00026380367,0.000045685603,0.0002594139,0.0000023938296],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00075151183,0.00040899776,0.18012375,0.0006739743,0.0005657045,0.0012235361,0.12372417,0.3969139,0.18021502,0.000040898194,0.00031539504,0.115043186],"study_design_scores_gemma":[0.0022453,0.0000939843,0.055014618,0.0007514591,0.000044964007,0.000039577557,0.0013517869,0.82106584,0.11736629,0.000060281276,0.000979308,0.0009866116],"about_ca_topic_score_codex":0.0004708617,"about_ca_topic_score_gemma":0.0009484873,"teacher_disagreement_score":0.42415193,"about_ca_system_score_codex":0.000076618075,"about_ca_system_score_gemma":0.000013502968,"threshold_uncertainty_score":0.99995965},"labels":[],"label_agreement":null},{"id":"W2039266364","doi":"10.2118/156962-ms","title":"An Analysis of the Caprock Failure at Joslyn","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Caprock; Geology; Petroleum engineering; Fracture (geology); Shear (geology); Geotechnical engineering; Mining engineering; Petrology","score_opus":0.007887402155294545,"score_gpt":0.18361452837509837,"score_spread":0.17572712621980383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039266364","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99294794,0.00029646835,0.0013582298,0.00015664709,0.0006918805,0.000032896303,0.00005992575,0.000088995075,0.0043670028],"genre_scores_gemma":[0.999313,0.000021537138,0.0001225687,0.00004271749,0.00006302045,0.0000039268093,0.000013923405,0.00001793864,0.00040139907],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999184,0.000014220713,0.00016625508,0.000099843695,0.00021592039,0.0003197568],"domain_scores_gemma":[0.9993723,0.000021882937,0.000025991238,0.0003685765,0.000046977995,0.0001642571],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007070665,0.00013242516,0.00021225937,0.00006151333,0.00005540585,0.00001304645,0.00021417017,0.000051351268,0.00017171235],"category_scores_gemma":[0.000012664714,0.000108062166,0.00006132401,0.0003861601,0.000020499809,0.00007944676,0.000020767764,0.00012382401,0.000003282461],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003526249,0.000012585545,0.029065493,0.0001358435,0.00039977473,0.000002014768,0.000651888,0.9565122,0.004710141,0.000864613,0.00400879,0.0036331106],"study_design_scores_gemma":[0.00023078386,0.000016008447,0.05265117,0.000082103055,0.000600926,0.000006970443,0.0005337268,0.8399268,0.03646007,0.000017926019,0.06879635,0.0006771995],"about_ca_topic_score_codex":0.14346644,"about_ca_topic_score_gemma":0.785103,"teacher_disagreement_score":0.64163655,"about_ca_system_score_codex":0.0002015884,"about_ca_system_score_gemma":0.00013191122,"threshold_uncertainty_score":0.8622373},"labels":[],"label_agreement":null},{"id":"W2039276042","doi":"10.1680/geot.2000.50.6.667","title":"Laboratory investigation of efficiency of conical-based pounders for dynamic compaction","year":2000,"lang":"en","type":"article","venue":"Géotechnique","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Science Council","keywords":"Dynamic compaction; Compaction; Impact crater; Conical surface; Geotechnical engineering; Relative density; Penetration (warfare); Penetration test; Materials science; Volume (thermodynamics); Geology; Composite material; Engineering; Subgrade","score_opus":0.005595233841034578,"score_gpt":0.20514429507113405,"score_spread":0.19954906123009947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039276042","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40263367,0.000054865563,0.59653115,0.000019734096,0.000047838963,0.00017162577,0.00001759892,0.0002916365,0.00023191603],"genre_scores_gemma":[0.99147004,0.000019423676,0.008430454,0.000011412438,0.000007724388,0.000019433834,0.000013789947,0.000019554778,0.000008140871],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999573,0.000008227606,0.00018721388,0.00006966609,0.00006370025,0.000098220284],"domain_scores_gemma":[0.9997315,0.000052663516,0.000027457761,0.00012350589,0.000036911886,0.00002797239],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013941272,0.00007362562,0.00012683516,0.000077864046,0.000013854217,0.0000030444653,0.00005783576,0.000086188236,0.000013391046],"category_scores_gemma":[0.000011730277,0.00008231925,0.000039695675,0.00017730785,0.000042443884,0.00003736466,0.0000014030853,0.00007314605,0.0000011621787],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007378166,0.000008882284,0.000045156503,0.0002359532,0.000007807543,1.0961958e-7,0.000037871847,0.80078334,0.19675453,0.00014834803,0.00008810063,0.0018825423],"study_design_scores_gemma":[0.00015342128,0.00004308374,0.0002319634,0.000078333265,0.000007156847,2.8932817e-7,0.000003849376,0.6240306,0.37480277,0.00022132098,0.00035175798,0.00007543863],"about_ca_topic_score_codex":0.000008864171,"about_ca_topic_score_gemma":0.0000020314476,"teacher_disagreement_score":0.58883643,"about_ca_system_score_codex":0.00004480402,"about_ca_system_score_gemma":0.00002537401,"threshold_uncertainty_score":0.33568817},"labels":[],"label_agreement":null},{"id":"W2039318980","doi":"10.2118/59118-ms","title":"Assurance Increased for Drill Cuttings Re-Injection in the Panuke Field Canada: Case Study of Improved Design","year":2000,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drill cuttings; Casing; Petroleum engineering; Drilling; Containment (computer programming); Drill; Hydraulic fracturing; Slurry; Annulus (botany); Engineering; Environmental science; Waste management; Geotechnical engineering; Drilling fluid; Mechanical engineering; Environmental engineering; Materials science","score_opus":0.010111012542720847,"score_gpt":0.1999813889447786,"score_spread":0.18987037640205776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039318980","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9638069,0.000048144935,0.03438374,0.000031725634,0.000113044545,0.000667329,0.0000023138732,0.00009512506,0.0008516486],"genre_scores_gemma":[0.9988767,0.0000074255336,0.0008287277,0.000052766012,0.0000438636,0.000090339614,9.4134276e-7,0.00001689847,0.00008232252],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99940914,0.000024274968,0.00021140328,0.00010569507,0.000080125836,0.00016934058],"domain_scores_gemma":[0.99936396,0.00041155214,0.000015292993,0.00016567166,0.000018870043,0.000024664976],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026231448,0.0001031168,0.00013552782,0.000036572594,0.000036977217,0.000011636511,0.00008557179,0.00003840143,0.000020388416],"category_scores_gemma":[0.00004194582,0.00008204751,0.000022436772,0.00015240685,0.0000029021585,0.000045615372,0.0000025228758,0.00009838878,3.2101437e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028766455,0.00007265894,0.00030388805,0.00009966503,0.000031927066,0.00007809583,0.0016125696,0.98545945,0.0005873581,0.0000034130255,0.0021661685,0.00955603],"study_design_scores_gemma":[0.00095651596,0.00028048258,0.000244351,0.000031387117,0.00002139163,0.00009062886,0.003291317,0.9894041,0.0043919035,0.00000919362,0.0010993279,0.00017941216],"about_ca_topic_score_codex":0.50673187,"about_ca_topic_score_gemma":0.49114645,"teacher_disagreement_score":0.03506979,"about_ca_system_score_codex":0.000045197798,"about_ca_system_score_gemma":0.000030451336,"threshold_uncertainty_score":0.5181388},"labels":[],"label_agreement":null},{"id":"W2039594069","doi":"10.2118/112560-ms","title":"A Case History of Casing Directional Drilling in the Norwegian Sector of the North Sea","year":2008,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Wireline; Casing; Drilling; Directional drilling; Measurement while drilling; Geology; Petroleum engineering; Submarine pipeline; Engineering; Completion (oil and gas wells); Geotechnical engineering; Marine engineering; Mining engineering; Mechanical engineering","score_opus":0.022934932170914885,"score_gpt":0.17613651748899306,"score_spread":0.15320158531807818,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039594069","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9940681,0.0004289633,0.0012252314,0.000009280213,0.00058483786,0.00006792729,0.000008122656,0.000044332784,0.0035632304],"genre_scores_gemma":[0.9995665,0.000041714255,0.00021287729,0.000018403729,0.00007231283,0.0000040923683,0.0000023774408,0.000017945653,0.00006377373],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99946505,0.000020798645,0.00017776308,0.00007481093,0.00012898735,0.00013259682],"domain_scores_gemma":[0.99964994,0.00009053568,0.000029299794,0.0001923603,0.00001813714,0.000019718513],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010463414,0.00008697165,0.000111563306,0.000056327153,0.000028397804,0.0000019516256,0.00011909144,0.000034102348,0.000008693444],"category_scores_gemma":[0.000020834497,0.00006269748,0.00006406189,0.0001382659,0.00004165596,0.000039818904,0.000012791622,0.0001590559,0.0000016621289],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002319627,0.000015575859,0.014495673,0.000078796045,0.00003298381,0.00015641167,0.006532679,0.97623974,0.0013861831,0.00003601816,0.00074367644,0.00027991558],"study_design_scores_gemma":[0.0007161486,0.000045626082,0.06496481,0.00021437256,0.000072404946,0.00333557,0.00032884013,0.89074594,0.004163686,0.000028112636,0.034843482,0.00054100313],"about_ca_topic_score_codex":0.00036922298,"about_ca_topic_score_gemma":0.00031888028,"teacher_disagreement_score":0.085493825,"about_ca_system_score_codex":0.00014615785,"about_ca_system_score_gemma":0.000033285287,"threshold_uncertainty_score":0.2556729},"labels":[],"label_agreement":null},{"id":"W2039633109","doi":"10.2523/iptc-15406-ms","title":"Deploying Multi-Stage Completion Technology in HPHT Applications","year":2011,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Seal (emblem); Fracture (geology); Petroleum engineering; Ohm; Mechanical engineering; Materials science; Electrical engineering; Engineering; Composite material","score_opus":0.04368860402841221,"score_gpt":0.25070319012168935,"score_spread":0.20701458609327714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039633109","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16488117,0.00022816414,0.8204452,0.00035819798,0.00041781645,0.0001604806,0.000018687311,0.0024659063,0.011024363],"genre_scores_gemma":[0.9867724,0.000099143545,0.0126135815,0.0000122475585,0.000023725519,0.00023678958,0.000012978509,0.000030927382,0.00019816673],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990731,0.0000050155495,0.00028832624,0.00025309753,0.00010616271,0.00027431652],"domain_scores_gemma":[0.9995543,0.00001561712,0.000042653144,0.00027303302,0.00008219397,0.000032213164],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007906847,0.0001694745,0.00017606982,0.0011917775,0.000035556604,0.000016631175,0.00057870214,0.00024929116,0.00010534374],"category_scores_gemma":[0.000030455018,0.00019982998,0.000030694424,0.00041914263,0.00011190486,0.00010750352,0.00008290591,0.00044587583,0.00013385197],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002331662,0.0003770406,0.17657134,0.0001222086,0.0002529211,0.00011965357,0.00043573737,0.12382125,0.0869593,0.56181514,0.000091480746,0.049410604],"study_design_scores_gemma":[0.0009894822,0.00004065331,0.008246741,0.00013144019,0.000011378779,0.000059309936,0.0003979808,0.93098605,0.027852274,0.009872617,0.020849073,0.00056300894],"about_ca_topic_score_codex":0.000023280452,"about_ca_topic_score_gemma":0.00006745428,"teacher_disagreement_score":0.82189125,"about_ca_system_score_codex":0.00011768628,"about_ca_system_score_gemma":0.000015262087,"threshold_uncertainty_score":0.81488305},"labels":[],"label_agreement":null},{"id":"W2039649821","doi":"10.2118/140561-ms","title":"First Downhole Application of Distributed Acoustic Sensing (DAS) for Hydraulic Fracturing Monitoring and Diagnostics","year":2011,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":87,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Hydraulic fracturing; Distributed acoustic sensing; Tight gas; Well stimulation; Completion (oil and gas wells); Drilling; Petroleum engineering; Oil shale; Geology; Directional drilling; Engineering; Computer science; Optical fiber; Fiber optic sensor; Telecommunications; Mechanical engineering; Reservoir engineering","score_opus":0.0125920850459319,"score_gpt":0.21496741692633722,"score_spread":0.20237533188040532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039649821","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27010003,0.0006771642,0.72710174,0.00009937689,0.00031785443,0.00034830844,0.000021879385,0.001051409,0.00028222732],"genre_scores_gemma":[0.9796949,0.00056587084,0.01945545,0.000008630461,0.00012257535,0.00005366224,0.0000177848,0.000075783995,0.0000053448757],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984318,0.000007358689,0.00046085875,0.00042079095,0.00014099364,0.000538202],"domain_scores_gemma":[0.9988662,0.00023981789,0.00013799875,0.00054366555,0.00010382744,0.00010848861],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013704183,0.00037011085,0.0004438367,0.00034564405,0.00014823295,0.00003332655,0.0003296623,0.00040173682,0.0000061370365],"category_scores_gemma":[0.00024997894,0.0004112381,0.000057255038,0.00029736446,0.00015956584,0.00016021884,0.00011595345,0.00046877863,0.0000088153],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059165093,0.0001287307,0.00925315,0.002034365,0.00037794997,0.000048928374,0.0016993429,0.82592255,0.04332826,0.0014628012,0.00011484302,0.115569904],"study_design_scores_gemma":[0.00058417884,0.00008699231,0.006326054,0.00053021597,0.00011891336,0.00004015353,0.00016636096,0.59492224,0.38760006,0.005623751,0.003330047,0.0006710069],"about_ca_topic_score_codex":0.000075386386,"about_ca_topic_score_gemma":0.000017013926,"teacher_disagreement_score":0.7095949,"about_ca_system_score_codex":0.00008279209,"about_ca_system_score_gemma":0.000018890918,"threshold_uncertainty_score":0.99983394},"labels":[],"label_agreement":null},{"id":"W2039689716","doi":"10.1139/t09-046","title":"Rectificatif: Détection des cavités sous les pavages par l’analyse modal des ondes de Rayleigh (<i>MASW</i>)","year":2009,"lang":"fr","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Geology; Rayleigh wave; Physics; Geotechnical engineering; Seismology; Optics; Surface wave","score_opus":0.017861015331125,"score_gpt":0.22280885419678692,"score_spread":0.20494783886566192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039689716","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40293017,0.044005442,0.5447804,0.003680447,0.001850223,0.00026591815,0.00007136227,0.0006793739,0.0017366676],"genre_scores_gemma":[0.9733791,0.005260025,0.019074162,0.00013726734,0.001282891,0.000008139097,0.0000071486065,0.000108929904,0.0007423526],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9966924,0.00015433836,0.0007270545,0.00040132517,0.0002890802,0.0017357692],"domain_scores_gemma":[0.99703354,0.00013093319,0.00011409655,0.0004259971,0.0001764224,0.002119039],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0010039532,0.000530309,0.0005148488,0.0006487608,0.0010656338,0.00044386074,0.0004963445,0.00078245695,0.0002444646],"category_scores_gemma":[0.00040703898,0.0005996778,0.00038082807,0.0007337135,0.0003615149,0.00037664152,0.000018785639,0.002320247,0.000077217795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001131263,0.00003615937,0.0004465256,0.00007904769,0.00013122133,0.00048205451,0.00029859447,0.7170239,0.007858457,0.0002526107,0.0021286767,0.2712514],"study_design_scores_gemma":[0.0017142791,0.0010251728,0.053283986,0.0036695285,0.0011249658,0.016598392,0.00093371613,0.7206781,0.041899487,0.052621655,0.102877446,0.0035732677],"about_ca_topic_score_codex":0.044709075,"about_ca_topic_score_gemma":0.02219035,"teacher_disagreement_score":0.57044894,"about_ca_system_score_codex":0.0026852374,"about_ca_system_score_gemma":0.0005540986,"threshold_uncertainty_score":0.99998146},"labels":[],"label_agreement":null},{"id":"W2039816272","doi":"10.2118/2000-062","title":"Improvements in Lost-Circulation Control During Drilling Using Shear-Sensitive Fluids","year":2000,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Lost circulation; Petroleum engineering; Drilling fluid; Drilling; Geology; Circulation (fluid dynamics); Shear (geology); Well control; Computer science; Marine engineering; Mechanics; Mechanical engineering; Engineering; Petrology; Physics","score_opus":0.008554681836761687,"score_gpt":0.197246841636988,"score_spread":0.1886921598002263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039816272","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9751488,0.00004117748,0.008703771,0.00006368097,0.0005593524,0.000090211535,0.0000586939,0.000082154715,0.015252155],"genre_scores_gemma":[0.9991105,0.00003320713,0.00019620341,0.000052753738,0.00017530312,0.0000074767145,0.000025854053,0.000035221383,0.00036343455],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890405,0.000013057503,0.00027586916,0.0002225688,0.00018352932,0.00040091242],"domain_scores_gemma":[0.99955547,0.000020799314,0.000018734241,0.00012809897,0.000070905815,0.00020599198],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000089814894,0.00018124562,0.00016380091,0.00036115013,0.000056033485,0.00009591624,0.00016273759,0.000087033295,0.0005789473],"category_scores_gemma":[0.000016356664,0.00023344775,0.000046940033,0.00012008048,0.000021462341,0.00023717113,0.0000058768155,0.00021566608,0.00010518999],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007393215,0.0000036819117,0.0036355886,0.000012958611,0.000039333492,0.00003992989,0.00010796828,0.98470235,0.010335334,0.00021426132,0.0000071572263,0.0008940685],"study_design_scores_gemma":[0.0006114111,0.0000053782755,0.020440117,0.00012144032,0.000006739476,0.000015023435,0.000029475977,0.97660017,0.0011262833,0.000040791147,0.0007655133,0.00023764436],"about_ca_topic_score_codex":0.0108308,"about_ca_topic_score_gemma":0.008840307,"teacher_disagreement_score":0.023961743,"about_ca_system_score_codex":0.00079380895,"about_ca_system_score_gemma":0.00010214532,"threshold_uncertainty_score":0.99575615},"labels":[],"label_agreement":null},{"id":"W2039938425","doi":"10.1115/ipc2004-0393","title":"Dent Management Program","year":2004,"lang":"en","type":"article","venue":"2004 International Pipeline Conference, Volumes 1, 2, and 3","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petroleum Technology Alliance Canada","funders":"","keywords":"Prioritization; Pipeline transport; Pipeline (software); Engineering; Excavation; Bridge (graph theory); Tower; Range (aeronautics); Geology; Civil engineering; Construction engineering; Geotechnical engineering; Mechanical engineering; Aerospace engineering; Process management","score_opus":0.00729561069214274,"score_gpt":0.21707673185252016,"score_spread":0.20978112116037742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2039938425","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13031712,0.0022677265,0.67974144,0.0007615857,0.0040322854,0.0006555469,0.00004593564,0.0020949563,0.1800834],"genre_scores_gemma":[0.98948205,0.00082832924,0.0061919754,0.000041210522,0.000256823,0.00003949646,0.000045587913,0.000023840548,0.00309068],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992355,0.0000028746108,0.00020304475,0.00017456966,0.00018180684,0.00020221579],"domain_scores_gemma":[0.99971765,0.0000053300623,0.000018112118,0.000111182606,0.00006269469,0.00008503291],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000057838264,0.00015782866,0.00011928947,0.00012187493,0.000035439065,0.000103781465,0.00016240736,0.000051157935,0.00009387446],"category_scores_gemma":[0.0000058022097,0.00015977124,0.000043317425,0.000076637254,0.00002976988,0.0001075857,0.00003619988,0.000117381176,0.000082015074],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001623172,0.0001976893,0.0010340549,0.00022610718,0.00028901233,0.000059759805,0.00033043223,0.49729845,0.00031552467,0.040280648,0.005385857,0.45456624],"study_design_scores_gemma":[0.0015346032,0.000054440698,0.0024945675,0.00026663367,0.000040359006,0.00003670893,0.0001348702,0.68066,0.0005384689,0.004381645,0.3093337,0.00052402396],"about_ca_topic_score_codex":0.00001926084,"about_ca_topic_score_gemma":0.000017149352,"teacher_disagreement_score":0.85916495,"about_ca_system_score_codex":0.000060566217,"about_ca_system_score_gemma":0.000011276008,"threshold_uncertainty_score":0.6515282},"labels":[],"label_agreement":null},{"id":"W2040286896","doi":"10.2118/102144-ms","title":"Successful Application of Glass Reinforced Epoxy (GRE) Casing in Hydraulically Fractured Water-Injection Wells","year":2006,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"St. Peter's Hospital","funders":"","keywords":"Casing; Epoxy; Petroleum engineering; Buoyancy; Oil well; Wellbore; Oil field; Corrosion; Geotechnical engineering; Materials science; Engineering; Geology; Composite material; Mechanics; Physics","score_opus":0.004513752265708075,"score_gpt":0.20058198892441587,"score_spread":0.1960682366587078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040286896","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61364067,0.00007979383,0.37939328,0.00010890502,0.00007751975,0.00023390647,0.000011899344,0.00037992327,0.0060741366],"genre_scores_gemma":[0.99925846,0.000048499598,0.00045562483,0.00001452915,0.00008127461,0.000017057047,0.00008199667,0.000018206607,0.000024354245],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990692,0.0000121242665,0.00036431022,0.00019111946,0.00013555812,0.00022765396],"domain_scores_gemma":[0.9996922,0.00002643472,0.000035359124,0.00014182329,0.000061266015,0.00004289462],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015141637,0.00014957083,0.00020505399,0.00013533972,0.000032810127,0.000033245215,0.00006763239,0.00019365062,0.000011972498],"category_scores_gemma":[0.000010726787,0.00013575736,0.00003852413,0.00016255489,0.000044486882,0.00026078933,0.000021453076,0.00021483398,0.000009259829],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033813292,0.000034946446,0.00094085594,0.0002154294,0.000008280572,0.000008219385,0.00022423276,0.41258904,0.5717829,0.004788483,0.00018357266,0.009190279],"study_design_scores_gemma":[0.0007606748,0.00019028482,0.01345854,0.0002961811,0.000026731203,0.00004275661,0.00013398437,0.5060294,0.46980718,0.006975675,0.0017011531,0.000577417],"about_ca_topic_score_codex":0.00048040712,"about_ca_topic_score_gemma":0.00013298758,"teacher_disagreement_score":0.38561782,"about_ca_system_score_codex":0.00004719867,"about_ca_system_score_gemma":0.000007303614,"threshold_uncertainty_score":0.55360246},"labels":[],"label_agreement":null},{"id":"W2040382808","doi":"10.2118/137442-ms","title":"Multi-Interval, Horizontal-Completion Strategies Minimize Water Usage and Deliver Increased Production","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Completion (oil and gas wells); Well stimulation; Drilling; Production (economics); Directional drilling; Oil production; Unconventional oil; Wellbore; Straddle; Geology; Petroleum; Engineering; Reservoir engineering; Fossil fuel; Mechanical engineering; Business; Economics; Waste management","score_opus":0.013748869818639936,"score_gpt":0.20568048138553602,"score_spread":0.1919316115668961,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040382808","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99201316,0.000103914936,0.0030904522,0.00027197105,0.00096467894,0.000058134297,0.000049254624,0.00007325862,0.003375173],"genre_scores_gemma":[0.9978911,0.00008168281,0.0006679134,0.00002901793,0.00023142375,0.000014763942,0.00010080259,0.00001864047,0.00096462824],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921083,0.0000114009845,0.00018177545,0.0002313421,0.00014073588,0.00022392359],"domain_scores_gemma":[0.9995376,0.00001840435,0.000020656373,0.00008968112,0.00010155692,0.00023213905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013886912,0.00015883126,0.000122286,0.00020643117,0.00010202036,0.00023546758,0.00012057959,0.00007825161,0.0005379377],"category_scores_gemma":[0.000026179256,0.00014723605,0.00003997084,0.0000289376,0.000090577756,0.00026708553,0.00002267606,0.00022928351,0.000019742558],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018807649,0.00016439358,0.035422884,0.0005868442,0.0010549438,0.00014149246,0.0037184893,0.070591316,0.8220855,0.03288847,0.0030737317,0.030083839],"study_design_scores_gemma":[0.0010094485,0.00005942988,0.10791706,0.00015211903,0.000036002224,0.00017433986,0.00059017236,0.7410739,0.0017355527,0.0007209706,0.14591238,0.0006186027],"about_ca_topic_score_codex":0.0058615976,"about_ca_topic_score_gemma":0.021631503,"teacher_disagreement_score":0.82035,"about_ca_system_score_codex":0.0000552377,"about_ca_system_score_gemma":0.000033621713,"threshold_uncertainty_score":0.9962212},"labels":[],"label_agreement":null},{"id":"W2040418288","doi":"10.2118/113686-ms","title":"Predesigned Bottomhole Pressure (BHP) in Aerated Drilling Matches in the Field and Improves Drilling Performance in Carbonate Reservoir","year":2008,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Lost circulation; Drilling; Rate of penetration; Underbalanced drilling; Drilling fluid; Petroleum engineering; Volumetric flow rate; Aeration; Well control; Annulus (botany); Environmental science; Geology; Engineering; Mechanical engineering; Materials science; Waste management; Mechanics","score_opus":0.01091667460025575,"score_gpt":0.1947672898273835,"score_spread":0.18385061522712776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040418288","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959906,0.0017610564,0.00033635207,0.00009795833,0.00012598223,0.00022239643,0.000001651089,0.00012103812,0.0013429773],"genre_scores_gemma":[0.99830496,0.0010812776,0.00036447888,0.00005473731,0.000059784925,0.000037882975,0.0000057310995,0.00003378028,0.000057388203],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998932,0.000033889697,0.00029915007,0.00021525247,0.00013364966,0.00038607614],"domain_scores_gemma":[0.99950165,0.00021362718,0.0000212501,0.00021969943,0.000011494891,0.000032272357],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003544901,0.00019202997,0.00021756932,0.00017182002,0.000043917426,0.00003657277,0.00019849131,0.00013093303,0.0000024438982],"category_scores_gemma":[0.000046174613,0.00016902103,0.000023001485,0.0003196193,0.000021271155,0.00020911703,0.00003064424,0.00040828725,0.0000021605479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015629763,0.000015183666,0.012433005,0.00015768528,0.000015234175,0.000033854816,0.00424325,0.9769734,0.0056184744,0.000017279914,0.00007593604,0.00040107762],"study_design_scores_gemma":[0.0004662136,0.000035863206,0.025112532,0.00023756083,0.0000060796974,0.000010705059,0.00014849783,0.9683629,0.004224837,0.000048506932,0.00110792,0.00023836737],"about_ca_topic_score_codex":0.00028908643,"about_ca_topic_score_gemma":0.0002618841,"teacher_disagreement_score":0.012679527,"about_ca_system_score_codex":0.000027515078,"about_ca_system_score_gemma":0.0000117351055,"threshold_uncertainty_score":0.6892478},"labels":[],"label_agreement":null},{"id":"W2040634517","doi":"10.2118/2005-117","title":"Screening Criteria for Infill Drillingin Water Flood Operations","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Infill; Flood myth; Computer science; Geology; Environmental science; Civil engineering; Engineering; Geography; Archaeology","score_opus":0.018290167821141325,"score_gpt":0.23116496874422315,"score_spread":0.21287480092308184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040634517","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2778436,0.00012821547,0.6784285,0.0028995057,0.0026428418,0.00021013302,0.0004629869,0.00047632377,0.036907937],"genre_scores_gemma":[0.9887252,0.000019720606,0.008645672,0.0001720059,0.0006950899,0.000059400267,0.00023746694,0.000039495084,0.0014059794],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910796,0.0000049777386,0.00021547533,0.00017435753,0.00011162013,0.00038560297],"domain_scores_gemma":[0.9994655,0.000020099218,0.000007001862,0.00013841732,0.00012123463,0.0002477003],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009792322,0.00015992219,0.00012206001,0.000268943,0.00010013656,0.00019860608,0.00026723577,0.000073140516,0.0006388557],"category_scores_gemma":[0.000026004804,0.00016225182,0.00006016072,0.000038393846,0.000017269465,0.00025240393,0.000012701456,0.00013132072,0.00010221587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018583165,0.0000027808721,0.0000648198,0.000009708301,0.000047981895,0.000002077514,0.00016198502,0.99052024,0.0026202947,0.0031838152,0.0016821477,0.0017023183],"study_design_scores_gemma":[0.00019483526,0.0000071417535,0.00008351464,0.000028976712,0.0000061239853,0.0000069148928,0.000017508335,0.7422866,0.0037787552,0.000041581865,0.25337362,0.0001743974],"about_ca_topic_score_codex":0.0019176581,"about_ca_topic_score_gemma":0.026951035,"teacher_disagreement_score":0.7108816,"about_ca_system_score_codex":0.00017864193,"about_ca_system_score_gemma":0.00006136225,"threshold_uncertainty_score":0.99080455},"labels":[],"label_agreement":null},{"id":"W2040676366","doi":"10.1115/imece2013-62837","title":"Vibration and Dynamic Analysis of Oil Well Drillstring Considering Coupled Axial and Torsional Effects Using Cylindrical Superelement","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Finite element method; Vibration; Torsional vibration; Superelement; Torque; Structural engineering; Engineering; Mechanics; Physics; Mixed finite element method; Finite element limit analysis; Acoustics","score_opus":0.004240843614123999,"score_gpt":0.1894191378091096,"score_spread":0.1851782941949856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040676366","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8998959,0.0002492223,0.099358745,0.000009059948,0.00011644751,0.00006199265,0.0000015689747,0.000103167455,0.00020387073],"genre_scores_gemma":[0.99308914,0.000101107085,0.006728383,0.0000078849935,0.000022292817,0.000005375896,0.000008975796,0.000019766245,0.000017049902],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992512,0.000010142727,0.00025410426,0.0001636106,0.00013223063,0.00018870588],"domain_scores_gemma":[0.9996133,0.00014836968,0.000022033564,0.000096455326,0.00002835684,0.0000915192],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007891288,0.0001492783,0.00028403508,0.00024352297,0.000044743363,0.000045120454,0.00003309187,0.000068153175,0.00006729196],"category_scores_gemma":[0.00001725474,0.00014528917,0.00004974104,0.00023792627,0.000026386515,0.00014967876,0.00003578328,0.0000845671,0.0000020605505],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024166923,0.000010060156,0.0036384307,0.0002237885,0.00039534282,0.0000018067883,0.00012436508,0.8112272,0.181515,0.00008558639,0.000004259539,0.0027717203],"study_design_scores_gemma":[0.00027430063,0.000016033278,0.007910578,0.000046197554,0.00019828425,0.0000034938319,0.000039944953,0.983912,0.007416837,0.000011522046,0.000012964828,0.0001578702],"about_ca_topic_score_codex":0.00012872856,"about_ca_topic_score_gemma":0.00002413385,"teacher_disagreement_score":0.17409816,"about_ca_system_score_codex":0.000043244763,"about_ca_system_score_gemma":0.000006207676,"threshold_uncertainty_score":0.5924721},"labels":[],"label_agreement":null},{"id":"W2040887653","doi":"10.1115/ipc2004-0171","title":"Facilities and Controls in a Heated Bitumen Pipeline","year":2004,"lang":"en","type":"article","venue":"2004 International Pipeline Conference, Volumes 1, 2, and 3","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Asphalt; Oil sands; Steam-assisted gravity drainage; Pipeline transport; Petroleum engineering; Environmental science; Waste management; Oil refinery; Steam injection; Synthetic crude; Viscosity; Fossil fuel; Engineering; Environmental engineering; Unconventional oil; Materials science","score_opus":0.008461477132149033,"score_gpt":0.20291995778498947,"score_spread":0.19445848065284044,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2040887653","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78242177,0.0050059487,0.1884918,0.0011315661,0.0012148012,0.0003687843,0.00022581432,0.0006046453,0.02053486],"genre_scores_gemma":[0.99533534,0.0009331443,0.00050281413,0.00005543113,0.00016412194,0.000017113634,0.00005561291,0.000020605166,0.0029157929],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906456,0.000008066312,0.00032392394,0.00021401043,0.00014970725,0.00023974071],"domain_scores_gemma":[0.9996749,0.00002876891,0.000022697246,0.00009598874,0.00008308679,0.0000945514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011468482,0.0002036323,0.00024210516,0.00021490884,0.00003118326,0.0000970062,0.000112086214,0.00008736592,0.00008019998],"category_scores_gemma":[0.0000442638,0.00020543564,0.000031757143,0.000092101385,0.000062125284,0.00017994079,0.000029615017,0.00019050053,0.000019039011],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015735113,0.00023485441,0.01537673,0.00049917295,0.0002701791,0.00010202744,0.003450602,0.8519515,0.0125259645,0.024196764,0.003965454,0.08726944],"study_design_scores_gemma":[0.0033925166,0.000045719713,0.002632307,0.00028828185,0.000015393929,0.000042518393,0.00031004593,0.9430306,0.0008269883,0.0040007206,0.044925407,0.00048952294],"about_ca_topic_score_codex":0.000293303,"about_ca_topic_score_gemma":0.00021536504,"teacher_disagreement_score":0.2129136,"about_ca_system_score_codex":0.000059667436,"about_ca_system_score_gemma":0.00003078523,"threshold_uncertainty_score":0.83774227},"labels":[],"label_agreement":null},{"id":"W2041068355","doi":"10.2118/104010-ms","title":"Use of Amine/PHPA System To Drill High Reactive Shales in the Orito Field in Colombia","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Drilling; Oil field; Drilling fluid; Drill; Drill pipe; Engineering; Natural gas field; Geology; Mechanical engineering; Waste management; Natural gas","score_opus":0.007424032558726612,"score_gpt":0.1750665500770984,"score_spread":0.16764251751837178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041068355","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99039406,0.00004127604,0.0030962038,0.000059320806,0.00020061812,0.00017247925,0.00000477041,0.0001296288,0.005901673],"genre_scores_gemma":[0.9990858,0.0000045051997,0.00064159307,0.000020835012,0.0000539077,0.000019596759,0.0000033311433,0.00001594432,0.0001545263],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993964,0.000014096878,0.00022301874,0.00010058731,0.00009567854,0.0001702159],"domain_scores_gemma":[0.9995376,0.0002487083,0.000011796485,0.00016865446,0.000014239649,0.00001901824],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000112610454,0.000100442194,0.00016422055,0.00012432832,0.0000080577975,0.000019087456,0.00010660702,0.00006348622,0.000004367914],"category_scores_gemma":[0.00002612965,0.000080479156,0.000024470814,0.00028108343,0.000004838431,0.00007279092,0.000012919574,0.00011183632,0.000008259536],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000096544045,0.000026055292,0.0038519707,0.00012377642,0.00000885923,0.000024395127,0.0004280005,0.98596287,0.003709261,0.0020925892,0.0032458697,0.0005167165],"study_design_scores_gemma":[0.0011713491,0.00031034643,0.1399837,0.0012711071,0.000026825319,0.00002911016,0.00263242,0.7303143,0.106061965,0.000112725844,0.01702033,0.0010658212],"about_ca_topic_score_codex":0.004865781,"about_ca_topic_score_gemma":0.0023037873,"teacher_disagreement_score":0.25564855,"about_ca_system_score_codex":0.00006521894,"about_ca_system_score_gemma":0.000003491532,"threshold_uncertainty_score":0.73556376},"labels":[],"label_agreement":null},{"id":"W2041126284","doi":"10.1016/j.cemconres.2007.12.004","title":"Class H cement hydration at 180 °C and high pressure in the presence of added silica","year":2008,"lang":"en","type":"article","venue":"Cement and Concrete Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":103,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve","funders":"","keywords":"Calcium silicate hydrate; Silica fume; Materials science; Cement; Hydrate; Chemical engineering; Silicate; Zeolite; Amorphous silica; Mineralogy; Portland cement; Slurry; Precipitated silica; Calcium silicate; Composite material; Chemistry; Organic chemistry; Catalysis","score_opus":0.036583566318127474,"score_gpt":0.25732970903844277,"score_spread":0.22074614272031529,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041126284","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99432,0.0026729717,0.00019586252,0.00013884793,0.000041222083,0.00029157358,0.00000495768,0.000024540235,0.0023100518],"genre_scores_gemma":[0.9974288,0.0020911954,0.000041017403,0.00000594052,0.000038738006,0.00004241311,0.0000075144985,0.000008931953,0.00033547828],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991159,0.000060987186,0.0001423795,0.00012981011,0.0003237869,0.00022714981],"domain_scores_gemma":[0.99958503,0.00017374603,0.000010246349,0.00015394017,0.00003463998,0.000042380056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005079274,0.000076644996,0.00010497268,0.00007843469,0.0000917346,0.00001803942,0.00010093428,0.000042676384,0.000023797213],"category_scores_gemma":[0.000027850901,0.000060340033,0.000011778887,0.00014275796,0.00009353638,0.00005628431,0.000064059976,0.00016642916,0.0000024111473],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005884021,0.000075034906,0.03150389,0.004476959,0.0006590731,0.0001652951,0.04082821,0.26200917,0.56071764,0.020437248,0.034177255,0.044361778],"study_design_scores_gemma":[0.0016294752,0.00034978168,0.012769324,0.00019561058,0.000024344292,0.00001421505,0.00068255275,0.88231266,0.045036003,0.0001457887,0.056510225,0.00033001063],"about_ca_topic_score_codex":0.00006117517,"about_ca_topic_score_gemma":0.000007892755,"teacher_disagreement_score":0.62030345,"about_ca_system_score_codex":0.000019281406,"about_ca_system_score_gemma":0.000009254198,"threshold_uncertainty_score":0.24605952},"labels":[],"label_agreement":null},{"id":"W2041197964","doi":"10.1109/mim.2013.6704968","title":"Rotary in-drilling alignment using an autonomous MEMS-based inertial measurement unit for measurement- while-drilling processes","year":2013,"lang":"en","type":"article","venue":"IEEE Instrumentation & Measurement Magazine","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Drilling; Inertial measurement unit; Measurement while drilling; Work (physics); Inertial navigation system; Well drilling; Microelectromechanical systems; Engineering; Directional drilling; Limit (mathematics); Inertial frame of reference; Computer science; Mechanical engineering; Control engineering; Marine engineering; Systems engineering; Aerospace engineering; Materials science","score_opus":0.08610254977786104,"score_gpt":0.24931016101591588,"score_spread":0.16320761123805483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041197964","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49352562,0.0009084822,0.4975671,0.00019378636,0.0024870613,0.0036743346,0.000030017174,0.0010886407,0.0005249618],"genre_scores_gemma":[0.98861814,0.0000527542,0.009573457,0.00013762993,0.00046397737,0.00086440425,0.00006624171,0.00021497317,0.00000842275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99421865,0.00009365251,0.0014061006,0.0007461127,0.002470482,0.001065006],"domain_scores_gemma":[0.9972949,0.000040596537,0.00023946268,0.00052385684,0.0015522775,0.00034890554],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0021556176,0.000785973,0.00063786877,0.0006505588,0.0002574909,0.0003087934,0.00039984813,0.000199107,0.000084137166],"category_scores_gemma":[0.00014685396,0.00086556043,0.00015663017,0.0007073763,0.00004974354,0.0011056958,0.000023102843,0.00032228968,0.000055083034],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037740974,0.0001855908,0.000847284,0.00065066374,0.000108316104,0.0000022320662,0.00025625876,0.685402,0.30633166,0.000006074185,0.00014448787,0.0060276752],"study_design_scores_gemma":[0.003370353,0.00021588964,0.0009960841,0.00094468397,0.00014815306,0.000005117642,0.00018834817,0.7363766,0.2548803,0.000069993584,0.0018084855,0.0009959718],"about_ca_topic_score_codex":0.00021472322,"about_ca_topic_score_gemma":0.000587311,"teacher_disagreement_score":0.4950925,"about_ca_system_score_codex":0.0023653733,"about_ca_system_score_gemma":0.00041146006,"threshold_uncertainty_score":0.9993795},"labels":[],"label_agreement":null},{"id":"W2041261216","doi":"10.1115/imece2013-65307","title":"Rectification of Piezoelectric Dynamometer Force Signals During Low Frequency Vibration Assisted Drilling","year":2013,"lang":"en","type":"article","venue":"Volume 2B: Advanced Manufacturing","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"National Research Council Canada; McGill University","funders":"","keywords":"Shaker; Dynamometer; Acoustics; Vibration; SIGNAL (programming language); Thrust; Transfer function; Machining; Frequency response; Torque; Transducer; Force dynamics; Harmonic; Mechanical engineering; Engineering; Computer science; Physics; Electrical engineering","score_opus":0.004197721164852582,"score_gpt":0.17524711742276652,"score_spread":0.17104939625791393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041261216","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7270401,0.0002923005,0.2707289,0.000013860262,0.00038353607,0.00032801525,0.000003748309,0.0006522786,0.0005572251],"genre_scores_gemma":[0.98707336,0.00013600568,0.011943731,0.000007233262,0.00011360892,0.00011157752,0.000029731442,0.000112772104,0.00047197932],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982017,0.000022826072,0.0006136574,0.00037068236,0.00025634567,0.0005347427],"domain_scores_gemma":[0.9991518,0.000074704905,0.00014642355,0.00042142722,0.00008285126,0.00012277646],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012056162,0.0003356871,0.00035866007,0.0004222531,0.0001238569,0.00008030967,0.00021264234,0.00014833445,0.00012840814],"category_scores_gemma":[0.00004989856,0.00037383262,0.00012470674,0.00035671622,0.00002301574,0.00089285575,0.000025642887,0.0002960956,0.00008296523],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030971617,0.000010350765,0.000116585885,0.00026759293,0.000032531865,0.0000012094218,0.00009943186,0.5182104,0.45256847,0.0000056698655,0.000008264664,0.02867639],"study_design_scores_gemma":[0.00029358885,0.000029265499,0.009997029,0.00017880042,0.000017909548,0.000008309596,0.000034394114,0.29262155,0.69606334,0.00031600974,0.00004995327,0.00038984584],"about_ca_topic_score_codex":0.000032985154,"about_ca_topic_score_gemma":0.0000048635516,"teacher_disagreement_score":0.26003322,"about_ca_system_score_codex":0.0002187199,"about_ca_system_score_gemma":0.000010892904,"threshold_uncertainty_score":0.9998714},"labels":[],"label_agreement":null},{"id":"W2041335903","doi":"10.2118/09-06-39-tn","title":"Thermal Sealants Improve Cementing in SAGD Areas","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"Shell Canada","keywords":"Petroleum engineering; Steam-assisted gravity drainage; Breakout; Oil sands; Wellbore; Oil viscosity; Oil reserves; Environmental science; Asphalt; Engineering; Waste management; Geology; Viscosity; Petroleum","score_opus":0.0034714550485281373,"score_gpt":0.16935340264941035,"score_spread":0.1658819476008822,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041335903","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9879546,0.0010151105,0.0009906664,0.0013164574,0.0005229152,0.000035547248,0.0000036498097,0.00011435641,0.008046685],"genre_scores_gemma":[0.9991069,0.00010555614,0.00054143224,0.00005910034,0.000113832706,8.4856134e-7,5.478668e-7,0.000018850369,0.000052957268],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990315,0.0000055103787,0.00033506603,0.00007539001,0.000099167875,0.00045340686],"domain_scores_gemma":[0.9996082,0.000010169589,0.000059699534,0.0001285086,0.00003192939,0.0001614701],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017903832,0.00012318445,0.00022945026,0.002623726,0.000024010422,0.000018685285,0.00023023748,0.00016434398,0.00001559596],"category_scores_gemma":[0.000031944175,0.00012708228,0.000050687573,0.0005196064,0.000014592937,0.00009523786,0.0000054904694,0.00051790645,0.0000071201634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011639014,0.000024682742,0.011173368,0.000033536,0.000090130634,0.0010014296,0.0001347076,0.825166,0.04737528,0.00104759,0.0011521943,0.11278944],"study_design_scores_gemma":[0.0060385894,0.0014497957,0.079835944,0.0011177706,0.00012906823,0.0016028743,0.0009909313,0.625688,0.06516635,0.003437143,0.2124152,0.0021283077],"about_ca_topic_score_codex":0.00067328266,"about_ca_topic_score_gemma":0.004857594,"teacher_disagreement_score":0.211263,"about_ca_system_score_codex":0.00027062514,"about_ca_system_score_gemma":0.000090070105,"threshold_uncertainty_score":0.5182265},"labels":[],"label_agreement":null},{"id":"W2041345802","doi":"10.2118/130711-ms","title":"Potential Implementation of Underbalanced Drilling Technique in Egyptian Oil Fields","year":2010,"lang":"en","type":"article","venue":"International Oil and Gas Conference and Exhibition in China","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Underbalanced drilling; Drilling; Petroleum engineering; Geology; Drilling fluid; Oil shale; Drill; Mining engineering; Lost circulation; Engineering","score_opus":0.005280996765781614,"score_gpt":0.23131801008958866,"score_spread":0.22603701332380705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041345802","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9878225,0.000028731109,0.008232628,0.00035135617,0.0002781941,0.000014206608,0.000007920353,0.000030425734,0.0032340742],"genre_scores_gemma":[0.9985366,0.00077243877,0.00055761676,0.000012443167,0.000047953024,0.000015071251,0.000021158545,0.0000058614205,0.00003084295],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995668,0.000004696037,0.00017853593,0.00009379797,0.00007081229,0.00008536579],"domain_scores_gemma":[0.99988335,0.000012735408,0.00002139724,0.000039021994,0.000020534986,0.000022951604],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008747625,0.000071666924,0.00008602966,0.00013198344,0.000012460518,0.00002420498,0.00004206082,0.000062372215,0.00004062256],"category_scores_gemma":[0.0000052309542,0.000075887954,0.000013638155,0.00004851014,0.000019355466,0.00011858585,0.000012395042,0.00016577893,4.3227593e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038000802,0.000059291815,0.023860022,0.0004237489,0.000040776893,0.000027085198,0.00336677,0.07040369,0.27534896,0.017797332,0.000045313143,0.608589],"study_design_scores_gemma":[0.0039963615,0.0001231348,0.1552924,0.0013129937,0.000020189544,0.00012214694,0.0014698426,0.67826086,0.121123515,0.036158733,0.001166854,0.00095296995],"about_ca_topic_score_codex":0.00022658281,"about_ca_topic_score_gemma":0.0006289336,"teacher_disagreement_score":0.60785717,"about_ca_system_score_codex":0.000010209369,"about_ca_system_score_gemma":0.000007781133,"threshold_uncertainty_score":0.30946207},"labels":[],"label_agreement":null},{"id":"W2041443979","doi":"10.1115/imece2012-87856","title":"Advantages of an LQR Controller for Stick-Slip and Bit-Bounce Mitigation in an Oilwell Drillstring","year":2012,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Vibration; Engineering; Slip (aerodynamics); Structural engineering; Vibration control; Linear-quadratic regulator; Damper; Vibration isolation; Control theory (sociology); Computer science; Physics; Acoustics; Aerospace engineering","score_opus":0.006390555111988262,"score_gpt":0.22673952082968757,"score_spread":0.2203489657176993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041443979","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9253928,0.00041633088,0.07329997,0.0000044659055,0.00018408443,0.00014774229,0.000009025428,0.00013878275,0.00040677103],"genre_scores_gemma":[0.99365824,0.000037137062,0.0060997754,0.000007094181,0.00010598064,0.000015054083,0.000011797581,0.00002716283,0.000037726033],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994135,0.000008135672,0.00018440367,0.000096616815,0.00006467524,0.00023264959],"domain_scores_gemma":[0.9996897,0.000083010134,0.000017218834,0.00009509236,0.000022351105,0.0000926478],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001932461,0.00010852133,0.00016799929,0.00009456853,0.00001768128,0.00001706383,0.000048631635,0.00005516321,0.0000050895615],"category_scores_gemma":[0.000023972661,0.00010655379,0.000019849751,0.00006875742,0.000013701379,0.00040010098,0.000006735691,0.000057885547,0.0000010326344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033896467,0.00007903403,0.023416081,0.00047133528,0.00003578001,8.193928e-7,0.0012383548,0.80336636,0.13448657,0.0020893165,0.00003050945,0.034751963],"study_design_scores_gemma":[0.00093153876,0.00006283893,0.010676921,0.000060787068,0.000014587359,0.0000023840446,0.00022797516,0.9367473,0.050511237,0.00009644941,0.0004568373,0.00021115816],"about_ca_topic_score_codex":0.00001567178,"about_ca_topic_score_gemma":0.000016506408,"teacher_disagreement_score":0.13338095,"about_ca_system_score_codex":0.000020701731,"about_ca_system_score_gemma":0.0000031857057,"threshold_uncertainty_score":0.43451372},"labels":[],"label_agreement":null},{"id":"W2041634606","doi":"10.2118/75689-ms","title":"Field Study on the Use of Cement Pulsation to Control Gas Migration","year":2002,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Annulus (botany); Cement; Petroleum engineering; Natural gas field; Hydrostatic equilibrium; Slurry; Geotechnical engineering; Field (mathematics); Flow (mathematics); Geology; Environmental science; Mechanics; Engineering; Materials science; Waste management; Composite material; Physics; Environmental engineering; Natural gas","score_opus":0.01909436552399979,"score_gpt":0.19789923738093998,"score_spread":0.1788048718569402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041634606","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9628592,0.0000444378,0.02448352,0.010569432,0.00033247526,0.0006080593,0.0000036324357,0.00050397735,0.00059523364],"genre_scores_gemma":[0.9993793,0.000046305933,0.00023898121,0.000108780805,0.000036196172,0.000061997416,0.0000010343541,0.0000189852,0.000108418375],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938595,0.000011690186,0.00019151992,0.00012950423,0.00010965119,0.00017169361],"domain_scores_gemma":[0.99950206,0.000076562486,0.000024601484,0.00034632816,0.00002781425,0.0000226276],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007676046,0.00011858501,0.00013178047,0.00021077722,0.000035698296,0.00001581527,0.00013426934,0.000098082455,0.000028598039],"category_scores_gemma":[0.00004970068,0.00009674607,0.000029308023,0.0002595336,0.0000139749,0.00004248984,0.000015307449,0.00015837827,0.00005795464],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019683119,0.00019437348,0.004374266,0.000023075889,0.00014267495,0.0000069383827,0.0008745881,0.8727521,0.10346688,0.0024901538,0.00749407,0.008161225],"study_design_scores_gemma":[0.0009849889,0.0020521006,0.0005305078,0.00010764791,0.00009494243,0.000007712884,0.00044335384,0.6987157,0.27098322,0.0003349193,0.025291601,0.0004533355],"about_ca_topic_score_codex":0.000015257854,"about_ca_topic_score_gemma":0.000022900358,"teacher_disagreement_score":0.17403641,"about_ca_system_score_codex":0.00003621882,"about_ca_system_score_gemma":0.0000013073583,"threshold_uncertainty_score":0.39451903},"labels":[],"label_agreement":null},{"id":"W2041716611","doi":"10.1002/cjce.5450820420","title":"Adhesion of Bitumen to a Metal Surface in a Flowing Oil Sands Slurry","year":2004,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Syncrude (Canada); Devon Energy (Canada); Natural Resources Canada","funders":"","keywords":"Slurry; Asphalt; Oil sands; Materials science; Adhesion; Metallurgy; Impeller; Coating; Composite material; Engineering","score_opus":0.005415695452056107,"score_gpt":0.16906428090905065,"score_spread":0.16364858545699454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2041716611","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99621373,0.00082373864,0.0022337358,0.00013953572,0.0003544536,0.00003094257,0.0000032408932,0.000030936364,0.00016967804],"genre_scores_gemma":[0.9977088,0.000008397861,0.0021090284,0.000014908692,0.00011045631,0.0000012130778,6.591155e-7,0.000041492403,0.0000050471585],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989701,0.0000050717117,0.00041356497,0.00007608179,0.00017276507,0.00036240826],"domain_scores_gemma":[0.9993644,0.00005299367,0.00002310392,0.00014125173,0.000041354608,0.00037693183],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032956587,0.00016272992,0.0002994531,0.00025277692,0.000021351694,0.000023328761,0.0002796693,0.000081609745,0.000007248966],"category_scores_gemma":[0.00011977167,0.00014174856,0.00010627417,0.00042986183,0.000017437687,0.000101505415,0.000012237414,0.000411622,0.0000032863295],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026702867,0.0000022932168,0.000028951052,0.000049230905,0.000024579336,0.000028352983,0.0004856593,0.7660528,0.23298962,0.000063703694,0.000011329687,0.00026083813],"study_design_scores_gemma":[0.00088871544,0.000048236205,0.00015081755,0.001197833,0.000041875577,0.00015512506,0.0000437783,0.12779492,0.86835253,0.00008093648,0.00084572233,0.00039950595],"about_ca_topic_score_codex":0.0007764476,"about_ca_topic_score_gemma":0.00022650679,"teacher_disagreement_score":0.63825786,"about_ca_system_score_codex":0.00033800496,"about_ca_system_score_gemma":0.0001449291,"threshold_uncertainty_score":0.57803386},"labels":[],"label_agreement":null},{"id":"W2042106522","doi":"10.1122/1.4708340","title":"Influence of <i>p</i>H and temperature on the rheology of aqueous quartz-bitumen suspensions","year":2012,"lang":"en","type":"article","venue":"Journal of Rheology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Rheology; Aqueous solution; Quartz; Materials science; Asphalt; Polymer; Chemical engineering; Thermodynamics; Composite material; Chemistry; Organic chemistry; Physics","score_opus":0.005507425160266161,"score_gpt":0.19592530331226632,"score_spread":0.19041787815200015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042106522","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9967081,0.0019754358,0.0004671428,0.00018991914,0.00027496772,0.000036147336,0.0000012446953,0.000011496183,0.00033558015],"genre_scores_gemma":[0.99911016,0.00042075565,0.00024761795,0.000052454965,0.00008382379,6.8610854e-7,2.3192597e-7,0.00001215187,0.000072142415],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993109,0.0000441222,0.00033243568,0.000042721804,0.0000856064,0.00018418363],"domain_scores_gemma":[0.9992554,0.00035569762,0.0001214543,0.00012746152,0.00007640805,0.00006357818],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034557132,0.000096878226,0.000285116,0.00010798661,0.000020993253,0.0000022988106,0.000119441764,0.00011029319,0.000015298261],"category_scores_gemma":[0.00013010034,0.00006460864,0.000051482355,0.00008830692,0.00010752384,0.00008594717,0.000020001096,0.00033329095,0.0000023267505],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053085612,0.00006254244,0.0134903,0.00010152882,0.00020433681,0.000017964547,0.0013899812,0.7836133,0.1425445,0.056516007,0.0012561573,0.0007503071],"study_design_scores_gemma":[0.006194446,0.0056193867,0.38456482,0.0022650084,0.0008044291,0.011736038,0.0017269384,0.164941,0.39970323,0.0057625244,0.0146636665,0.0020185115],"about_ca_topic_score_codex":0.0000040979435,"about_ca_topic_score_gemma":0.0000019128122,"teacher_disagreement_score":0.6186723,"about_ca_system_score_codex":0.000010583969,"about_ca_system_score_gemma":0.000014091398,"threshold_uncertainty_score":0.2634664},"labels":[],"label_agreement":null},{"id":"W2042279565","doi":"10.2118/98398-ms","title":"A New Technical Standard for Testing of Heavy Brines","year":2006,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Brine; Corrosion; Crystallization; Petroleum engineering; Environmental science; Specific gravity; Pour point; Particulates; Metallurgy; Materials science; Engineering; Mineralogy; Chemistry; Chemical engineering","score_opus":0.006231156207376826,"score_gpt":0.20529101577363157,"score_spread":0.19905985956625474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042279565","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02946086,0.00005895997,0.9519388,0.0007026349,0.0003820879,0.00027167748,0.0001512462,0.00028513704,0.016748562],"genre_scores_gemma":[0.99418247,0.000021193344,0.0052012373,0.000034418583,0.00030470392,0.000018627057,0.00008481977,0.000016681992,0.0001358279],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993473,0.0000046173354,0.000294654,0.000087069966,0.00015444397,0.00011186535],"domain_scores_gemma":[0.9996396,0.00009269111,0.00005364874,0.000065759086,0.000109238186,0.000039084858],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010691285,0.00010371397,0.00012718962,0.00009698819,0.000036173296,0.00004788715,0.000060878345,0.00004908568,0.000014988535],"category_scores_gemma":[0.000031344458,0.000105582294,0.00004794604,0.00006538058,0.000012609098,0.00024166226,0.0000070102155,0.000059321523,0.0000042716174],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002147359,0.000033640357,0.000388447,0.00018372743,0.000041150288,0.0000017498445,0.00005627294,0.8243696,0.129888,0.022698825,0.0059857504,0.016138118],"study_design_scores_gemma":[0.003273215,0.00021094727,0.0014125386,0.00026132897,0.00002726661,0.000023287448,0.000015074797,0.89909124,0.069970965,0.003624841,0.021814955,0.00027432406],"about_ca_topic_score_codex":0.000023483799,"about_ca_topic_score_gemma":0.000009804279,"teacher_disagreement_score":0.9647216,"about_ca_system_score_codex":0.000051763822,"about_ca_system_score_gemma":0.0000068287345,"threshold_uncertainty_score":0.4305521},"labels":[],"label_agreement":null},{"id":"W2042391277","doi":"10.2118/105155-ms","title":"Wellbore Stability analysis in UBD Wells of Iranian fields","year":2007,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Underbalanced drilling; Lost circulation; Borehole; Pore water pressure; Wellbore; Drilling fluid; Petroleum engineering; Drilling; Geology; Geotechnical engineering; Stability (learning theory); Engineering; Mechanical engineering; Computer science","score_opus":0.020587585449191717,"score_gpt":0.19264744862356264,"score_spread":0.17205986317437094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042391277","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9737106,0.0009159688,0.012987053,0.000062933184,0.000098010656,0.000018644556,0.000010038586,0.000045978086,0.012150774],"genre_scores_gemma":[0.9989366,0.00057173625,0.00026135525,0.000009366266,0.000031956406,0.0000011348711,0.0000039377214,0.000007427758,0.00017648298],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993335,0.000007791003,0.00020572824,0.00016292896,0.000081299186,0.00020874516],"domain_scores_gemma":[0.9997032,0.000032052052,0.00001769729,0.00013511113,0.000025419362,0.00008650359],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020304244,0.00012478798,0.0002427278,0.00012132334,0.000019191268,0.000020291389,0.000061728046,0.0000792719,0.00004820133],"category_scores_gemma":[0.000008551146,0.00012016067,0.00004031681,0.00025927238,0.000048840862,0.000052442603,0.000018205732,0.00013431696,0.000001547996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000953387,0.00013263697,0.40552774,0.0017926671,0.0004509391,0.0000488497,0.00919674,0.054447327,0.0057526394,0.0032377897,0.000025385623,0.51929194],"study_design_scores_gemma":[0.00199234,0.00020957655,0.26471293,0.0006483962,0.0004447191,0.000019260771,0.0046441467,0.6977989,0.021274969,0.0027241798,0.0039963974,0.0015341573],"about_ca_topic_score_codex":0.00011819243,"about_ca_topic_score_gemma":0.00090007525,"teacher_disagreement_score":0.6433516,"about_ca_system_score_codex":0.000008362339,"about_ca_system_score_gemma":0.0000071228224,"threshold_uncertainty_score":0.490001},"labels":[],"label_agreement":null},{"id":"W2042470043","doi":"10.2118/0606-0056-jpt","title":"Deepwater, Subsalt Drilling From Nova Scotia, Canada - Case Study","year":2006,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Geology; Nova scotia; Deepwater drilling; Borehole; Petroleum engineering; Oceanography; Engineering; Paleontology; Mechanical engineering","score_opus":0.004034109228614825,"score_gpt":0.17837954723450347,"score_spread":0.17434543800588864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2042470043","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98083097,0.001373448,0.015699562,0.000097010874,0.0015703655,0.000043036725,0.000006386174,0.00020936751,0.00016984426],"genre_scores_gemma":[0.9980477,0.000012691787,0.0014639877,0.000007862695,0.00038494964,9.4582947e-7,0.000001519157,0.00005027014,0.000030042931],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867815,0.000012439483,0.00059975917,0.00013210016,0.00022612623,0.00035143862],"domain_scores_gemma":[0.9994366,0.000050077633,0.000121811805,0.00024112819,0.0000811878,0.00006915344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015448155,0.00020678196,0.00039698306,0.0004476691,0.00004268393,0.000027923512,0.0002643001,0.00014073408,0.000025777657],"category_scores_gemma":[0.000020041723,0.0001970022,0.000064232285,0.000278723,0.000024752038,0.00009127176,0.000029896362,0.00058590824,0.0000071414333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000068757354,0.0000845864,0.041524515,0.000020210184,0.00019816708,0.016728284,0.000061205006,0.93136364,0.006455376,0.000034886252,0.0014918116,0.0020304157],"study_design_scores_gemma":[0.015230683,0.0021813093,0.013925987,0.00081070006,0.0012870075,0.074019045,0.016455002,0.68068975,0.13660663,0.0028495141,0.051538095,0.0044062575],"about_ca_topic_score_codex":0.26933452,"about_ca_topic_score_gemma":0.59470254,"teacher_disagreement_score":0.32536802,"about_ca_system_score_codex":0.00024442162,"about_ca_system_score_gemma":0.0000742154,"threshold_uncertainty_score":0.80335164},"labels":[],"label_agreement":null},{"id":"W2043073173","doi":"10.2118/0705-0057-jpt","title":"Hibernia Extended-Reach-Drilling and -Completion Record","year":2005,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Completion (oil and gas wells); Geology; Submarine pipeline; Scientific drilling; Offshore drilling; Petroleum engineering; Engineering; Oceanography; Mechanical engineering","score_opus":0.003917796588983846,"score_gpt":0.18578642103736073,"score_spread":0.1818686244483769,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043073173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8757585,0.0035130032,0.117894344,0.0007838487,0.0005591067,0.00002604332,0.000001404094,0.00039476567,0.0010689724],"genre_scores_gemma":[0.9825048,0.0009037797,0.016123444,0.00001656057,0.00035659896,0.0000013891228,4.61429e-7,0.000031781336,0.00006121268],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991807,0.0000067093906,0.00037471493,0.00009077217,0.00011652939,0.00023059585],"domain_scores_gemma":[0.99964243,0.000025127229,0.00009164086,0.00012775371,0.000047872643,0.000065146836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018842066,0.00013634405,0.00027214087,0.0005442194,0.00003542032,0.0000191118,0.0001462018,0.00015918103,0.000016821525],"category_scores_gemma":[0.00003171646,0.00013087215,0.00005763179,0.00015074803,0.000036303172,0.00013410853,0.000021009664,0.0004685093,0.000015114463],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000220163,0.000046313133,0.0027022269,0.00007907587,0.00015665648,0.000060449176,0.00010444358,0.4234127,0.06589033,0.0016734042,0.0011465593,0.50470585],"study_design_scores_gemma":[0.001338615,0.00036120054,0.002346574,0.00022708347,0.00008297017,0.0018704941,0.00012877533,0.5831757,0.013854282,0.001954455,0.39417517,0.00048463698],"about_ca_topic_score_codex":0.0000012072953,"about_ca_topic_score_gemma":0.000004763017,"teacher_disagreement_score":0.5042212,"about_ca_system_score_codex":0.00008433638,"about_ca_system_score_gemma":0.000007605409,"threshold_uncertainty_score":0.53368115},"labels":[],"label_agreement":null},{"id":"W2043203992","doi":"10.2118/103256-ms","title":"Wellbore Cooling as a Means To Permanently Increase Fracture Gradient","year":2006,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Wellbore; Borehole; Stress (linguistics); Drilling; Ultimate tensile strength; Fracture (geology); Permeability (electromagnetism); Materials science; Pressure gradient; Geology; Temperature gradient; Work (physics); Mechanics; Petroleum engineering; Geotechnical engineering; Composite material; Mechanical engineering; Engineering; Metallurgy; Chemistry","score_opus":0.006150252343584832,"score_gpt":0.21012243852234783,"score_spread":0.203972186178763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043203992","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8293638,0.000379709,0.14515443,0.00084204256,0.00019736955,0.00037731693,0.000084271356,0.0015260499,0.022075007],"genre_scores_gemma":[0.9986208,0.00009636237,0.00068280986,0.0001866806,0.00019119115,0.000017641372,0.000073416464,0.000025300802,0.00010579918],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991464,0.000008987964,0.00019655137,0.00021828273,0.00014999366,0.00027979957],"domain_scores_gemma":[0.9996099,0.000022956245,0.0000147455,0.0001462778,0.000055561217,0.00015056871],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000093300645,0.00018076616,0.0001691806,0.00009848012,0.00006759193,0.000060399587,0.00008134282,0.00013128828,0.000055146313],"category_scores_gemma":[0.000019606381,0.00017631827,0.000044279277,0.00014532082,0.000029329962,0.00014157477,0.00002933432,0.00023550636,0.000080951795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023255855,0.0003199762,0.000885101,0.0006478917,0.00008170696,0.0003323271,0.001897805,0.6819648,0.13312846,0.061470456,0.09242408,0.026614813],"study_design_scores_gemma":[0.0028484673,0.001344257,0.029088723,0.002253696,0.00027476676,0.0005848837,0.0015707818,0.2931589,0.09318752,0.03918486,0.53191304,0.004590115],"about_ca_topic_score_codex":0.00023717829,"about_ca_topic_score_gemma":0.000070158334,"teacher_disagreement_score":0.43948895,"about_ca_system_score_codex":0.000038772007,"about_ca_system_score_gemma":0.000010636581,"threshold_uncertainty_score":0.719005},"labels":[],"label_agreement":null},{"id":"W2043232278","doi":"10.2118/114687-ms","title":"Cost Evaluation for the First Running Experience of Expandable Openhole Liner for Unexpected Problems in Drilling Well, Iran","year":2008,"lang":"en","type":"article","venue":"IADC/SPE Asia Pacific Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Borehole; Petroleum engineering; Drilling; Wellbore; Lost circulation; Completion (oil and gas wells); Geology; Well drilling; Drilling fluid; Marine engineering; Engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.05033769840353142,"score_gpt":0.26106673917812634,"score_spread":0.21072904077459492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043232278","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39724416,0.0018082683,0.59670323,0.00040190318,0.00046422347,0.0021574772,0.000019161827,0.00051177636,0.0006898133],"genre_scores_gemma":[0.9937068,0.001088187,0.0039353212,0.000006863765,0.0000719455,0.001051759,0.000054861066,0.000046875273,0.00003735712],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984426,0.000010828739,0.00052563625,0.00038791727,0.00018630344,0.00044673678],"domain_scores_gemma":[0.9991348,0.00016592731,0.00010925537,0.00032520774,0.00022139428,0.000043434116],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046095988,0.00026518284,0.00036914687,0.00036914795,0.00031115784,0.00004454321,0.00021163837,0.00028785394,0.000012171623],"category_scores_gemma":[0.00010047109,0.00023953577,0.0000698337,0.0005109662,0.00020248177,0.00023744481,0.00003037935,0.00024042079,0.0000028776901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006501237,0.000080348786,0.0054295803,0.00043650588,0.00008689072,0.0000032926705,0.010004765,0.91790575,0.04542369,0.0019748784,0.00037311236,0.018216155],"study_design_scores_gemma":[0.0012944993,0.000097262775,0.00026663492,0.0005178382,0.00003780855,0.000019810783,0.004176155,0.9402075,0.046868514,0.0015650947,0.004615298,0.0003336294],"about_ca_topic_score_codex":0.000025814375,"about_ca_topic_score_gemma":0.000062690284,"teacher_disagreement_score":0.59646267,"about_ca_system_score_codex":0.000074131014,"about_ca_system_score_gemma":0.00003765123,"threshold_uncertainty_score":0.97679853},"labels":[],"label_agreement":null},{"id":"W2043494969","doi":"10.2118/136006-ru","title":"Real-Time Bit Wear Optimization Using the Intelligent Drilling Advisory System (Russian)","year":2010,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Bit (key); Drilling; Computer science; Advisory committee; Engineering; Mechanical engineering; Computer security","score_opus":0.010067691206283575,"score_gpt":0.19793746013815114,"score_spread":0.18786976893186758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043494969","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7048566,0.0007107098,0.23683916,0.0008016516,0.0015122636,0.0002097729,0.000026262689,0.0011537131,0.053889863],"genre_scores_gemma":[0.99211717,0.0033317828,0.004076328,0.000011062524,0.00025145334,0.0000070925566,0.000021053278,0.000035221186,0.00014885093],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999188,0.000018844628,0.00022409069,0.00020892307,0.00011156971,0.00024857218],"domain_scores_gemma":[0.99963546,0.000026996207,0.00003983042,0.00016755772,0.000018594346,0.00011155493],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017491209,0.00019768273,0.00018205827,0.00009370619,0.00019546707,0.00016780291,0.00006573413,0.00012802742,0.000043329175],"category_scores_gemma":[0.0000058168835,0.00015620403,0.000036827343,0.00011269883,0.00006231612,0.00018293569,0.000022911983,0.0002439696,0.000015621375],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025255105,0.000023270946,0.00017120676,0.0009065982,0.00008098279,0.000019994466,0.0022573706,0.8005238,0.06307564,0.03547451,0.000042031108,0.09739934],"study_design_scores_gemma":[0.00014007876,0.000017050006,0.00006493966,0.00036240157,0.00003297618,0.00005251914,0.00029104194,0.9948484,0.0033572314,0.00023520712,0.00037054755,0.00022762883],"about_ca_topic_score_codex":0.00005967092,"about_ca_topic_score_gemma":0.000011056484,"teacher_disagreement_score":0.28726056,"about_ca_system_score_codex":0.000024815605,"about_ca_system_score_gemma":0.000016895367,"threshold_uncertainty_score":0.6369815},"labels":[],"label_agreement":null},{"id":"W2043525625","doi":"10.1016/j.biomaterials.2004.05.010","title":"Injectability of calcium phosphate pastes","year":2004,"lang":"en","type":"article","venue":"Biomaterials","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":391,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Materials science; Calcium; Viscosity; Mixing (physics); Calcium phosphate cement; Phosphate; Cement; Polymer; Chemical engineering; Particle size; Composite material; Metallurgy; Organic chemistry; Chemistry","score_opus":0.011131925613497492,"score_gpt":0.2069423586521088,"score_spread":0.19581043303861131,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043525625","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99116725,0.00027848998,0.006572616,0.000008634952,0.0009997346,0.000072946474,0.000023372506,0.00038139892,0.0004955328],"genre_scores_gemma":[0.9987678,0.000018354505,0.0010926164,0.0000031698607,0.000077838435,0.0000068332156,0.000005280965,0.000021794796,0.0000062899835],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99945253,0.000005921801,0.00022942598,0.00008639245,0.000067256,0.00015846435],"domain_scores_gemma":[0.99975115,0.000012064477,0.000019895471,0.00016115418,0.000016141303,0.000039578426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012008427,0.00010195597,0.00018062694,0.00003861556,0.000012431562,0.000014369064,0.0000777652,0.000053901786,0.000044471275],"category_scores_gemma":[0.000015659263,0.00009557018,0.000037488662,0.00008442565,0.000022770555,0.000052232826,0.000014100608,0.000006090003,0.000033197706],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036740378,0.000010344999,0.000101022066,0.00017687636,0.000017006745,0.0000013322682,0.000102892765,0.05424873,0.94477606,0.00018821636,0.000021040682,0.00035278665],"study_design_scores_gemma":[0.0001935535,0.00001638114,0.0012863453,0.000044954275,0.000005980734,0.000002123738,0.000007841095,0.00046964543,0.99713856,0.00027992076,0.00044753772,0.00010713414],"about_ca_topic_score_codex":0.000051789553,"about_ca_topic_score_gemma":0.0000010270056,"teacher_disagreement_score":0.053779088,"about_ca_system_score_codex":0.000029468763,"about_ca_system_score_gemma":0.000007487361,"threshold_uncertainty_score":0.3897239},"labels":[],"label_agreement":null},{"id":"W2043549562","doi":"10.2118/2000-085","title":"Bore-Hole Stability in Oil Sand Under Drilling","year":2000,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada); University of Calgary","funders":"U.S. Department of Energy","keywords":"Drilling; Citation; Borehole; Petroleum; Hydrostatic pressure; Petroleum engineering; Geotechnical engineering; Geology; Mining engineering; Engineering; Library science; Mechanical engineering; Computer science; Physics; Paleontology","score_opus":0.013028514689347128,"score_gpt":0.19854173175163442,"score_spread":0.1855132170622873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043549562","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8291918,0.00012745599,0.0011836627,0.00033448817,0.00052616897,0.000018935432,0.00005403814,0.00011395435,0.16844949],"genre_scores_gemma":[0.9982427,0.00019293562,0.00012202652,0.00008027339,0.000107639826,0.000011609938,0.000035565638,0.000023517128,0.0011837475],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991077,0.000009475845,0.00021033676,0.00019285313,0.00014551787,0.0003340746],"domain_scores_gemma":[0.999531,0.000028775956,0.000009832769,0.000161509,0.00004054179,0.00022836977],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010484636,0.00014334217,0.00012982513,0.00020403469,0.000033066557,0.00008671554,0.00024790977,0.000074421994,0.0026813955],"category_scores_gemma":[0.000014966735,0.00017174719,0.00003711059,0.00010433614,0.000029551062,0.00014323226,0.0000063808966,0.00022771323,0.00014441584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031445218,0.000005105329,0.0019381087,0.000013266884,0.000017784167,0.000014750457,0.000119423625,0.9878725,0.00024512337,0.0012032619,0.00016405385,0.008403525],"study_design_scores_gemma":[0.00029326064,0.000006411469,0.0063825767,0.000083573526,0.00000313979,0.0000046560644,0.00005558162,0.94061536,0.00048152643,0.00040307164,0.05139885,0.00027200163],"about_ca_topic_score_codex":0.0138645265,"about_ca_topic_score_gemma":0.07176817,"teacher_disagreement_score":0.16905087,"about_ca_system_score_codex":0.00043661127,"about_ca_system_score_gemma":0.000121595054,"threshold_uncertainty_score":0.9982303},"labels":[],"label_agreement":null},{"id":"W2043581292","doi":"10.2118/112641-ms","title":"Reexamination of PDC Bit Walk in Directional and Horizontal Wells","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Bit (key); RSS; Tilt (camera); Penetration rate; Bit rate; Computer science; Random walk; Simulation; Geometry; Engineering; Mathematics; Real-time computing; Geotechnical engineering; Computer network","score_opus":0.004206981525219513,"score_gpt":0.13515598257707018,"score_spread":0.13094900105185067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043581292","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9739195,0.00020119784,0.0061578043,0.0000060551706,0.00014234615,0.000030338979,0.0000014932855,0.000106809035,0.019434445],"genre_scores_gemma":[0.99859685,0.00016399505,0.00096472003,0.0000015606438,0.00002765284,0.000001840872,0.0000025209058,0.000008537345,0.00023233733],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997281,0.0000024847707,0.0000922697,0.000052850035,0.000056313747,0.00006800752],"domain_scores_gemma":[0.9999101,0.00002140713,0.0000050406484,0.000037608712,0.0000073648935,0.000018485292],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000043945467,0.000047695412,0.0000670433,0.00008472087,0.000009272168,0.000001986735,0.000018214501,0.000029927925,0.000020698331],"category_scores_gemma":[0.000006268672,0.000048944203,0.000010788664,0.00009043458,0.000010806948,0.000054156255,0.000004791437,0.000046901714,0.00000431443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001337929,0.00008768456,0.038138878,0.0002938622,0.00006104796,0.000036197493,0.0013392289,0.80579865,0.092153534,0.0015391804,0.00172744,0.058810916],"study_design_scores_gemma":[0.00065252,0.00006873888,0.17920534,0.00007297315,0.000005596189,0.00007318135,0.00005426787,0.71696836,0.0976219,0.00013056483,0.0048226872,0.00032388492],"about_ca_topic_score_codex":0.00005592659,"about_ca_topic_score_gemma":0.000014298679,"teacher_disagreement_score":0.14106646,"about_ca_system_score_codex":0.000017786562,"about_ca_system_score_gemma":0.000002443233,"threshold_uncertainty_score":0.19958867},"labels":[],"label_agreement":null},{"id":"W2043933773","doi":"10.2523/iptc-17556-ms","title":"A Study of Acoustic Wave Propagation inside Cemented Production Tubings","year":2014,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Acoustics; Attenuation; Microphone; Acoustic attenuation; Acoustic wave; Sound pressure; Materials science; Engineering; Physics; Optics","score_opus":0.0128015455419857,"score_gpt":0.21033754352902478,"score_spread":0.19753599798703908,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2043933773","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88021445,0.000011764443,0.1155724,0.0002022604,0.00075301743,0.00012076645,0.0000015879784,0.0005856921,0.00253805],"genre_scores_gemma":[0.99933714,0.000011579145,0.00038435834,0.000004752839,0.00006157326,0.00004939211,0.0000075214166,0.000018536875,0.0001251511],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920183,0.000010143744,0.00026579236,0.0001924172,0.00019207937,0.000137738],"domain_scores_gemma":[0.9995227,0.000018487844,0.00006194037,0.00020333975,0.00017351548,0.000020005067],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011875725,0.00012547782,0.00015006265,0.00043394358,0.000025338879,0.00001607834,0.00019633572,0.00008355077,0.000015382879],"category_scores_gemma":[0.00016608217,0.00013161678,0.000019728928,0.00018122906,0.00004123623,0.00010501538,0.00004218237,0.00020165443,0.000012504803],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018534136,0.00024171118,0.0057986975,0.0000697137,0.00021592209,0.000007382717,0.00047657554,0.80352485,0.1689362,0.005950878,0.00009427137,0.014665243],"study_design_scores_gemma":[0.0006156086,0.0002501739,0.0026533848,0.00010049555,0.000028640288,0.00002681623,0.00051213364,0.943084,0.050659314,0.0009616449,0.0008961677,0.00021160615],"about_ca_topic_score_codex":0.00000791847,"about_ca_topic_score_gemma":0.000026376976,"teacher_disagreement_score":0.13955913,"about_ca_system_score_codex":0.000060137492,"about_ca_system_score_gemma":0.000010294001,"threshold_uncertainty_score":0.53671765},"labels":[],"label_agreement":null},{"id":"W2044167709","doi":"10.2118/174010-ms","title":"Hollow-Glass Sphere Application in Drilling Fluids: Case Study","year":2015,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"3M (Canada)","funders":"","keywords":"Drilling fluid; Underbalanced drilling; Petroleum engineering; Lost circulation; Drilling; Emulsion; Rate of penetration; Well control; Environmental science; Centrifuge; Geology; Mechanical engineering; Engineering; Chemical engineering","score_opus":0.029100605485074083,"score_gpt":0.24833943789264537,"score_spread":0.21923883240757128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044167709","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97979766,0.0005069243,0.016960306,0.00003931819,0.0003737797,0.0002812489,0.000001027455,0.00041793057,0.0016217907],"genre_scores_gemma":[0.99804616,0.00001737545,0.0013291301,0.000019219791,0.0003582282,0.00004389822,0.0000059170716,0.000068795285,0.00011129021],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876404,0.000029929524,0.00034786246,0.00027372726,0.00026033964,0.0003240823],"domain_scores_gemma":[0.99945456,0.00006750794,0.000036971454,0.00025165975,0.00004511317,0.00014416352],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043988787,0.00021454907,0.00022469788,0.0001168369,0.00004327227,0.00005351523,0.00014230786,0.000079771395,0.0000018469398],"category_scores_gemma":[0.000029385581,0.00023255324,0.000044823886,0.0002765283,0.000015249535,0.00014558052,0.00003728471,0.0002320507,0.00006393785],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062373383,0.000049080587,0.068265446,0.000053944677,0.000025636577,0.0007696659,0.0020552978,0.92356074,0.00062365166,0.000018243732,0.00007582488,0.004496241],"study_design_scores_gemma":[0.0019983826,0.000106270294,0.0017711362,0.00042462975,0.000039261446,0.0013233336,0.011616729,0.9712416,0.0005583788,0.00013639746,0.009889891,0.0008939712],"about_ca_topic_score_codex":0.00047758123,"about_ca_topic_score_gemma":0.00084788987,"teacher_disagreement_score":0.06649431,"about_ca_system_score_codex":0.00013759076,"about_ca_system_score_gemma":0.000019706431,"threshold_uncertainty_score":0.94832456},"labels":[],"label_agreement":null},{"id":"W2044512258","doi":"10.2118/162866-ms","title":"Case-Based Reasoning Technology Used to Provide Early Indications of Potential NPT-Related Problems while Drilling the Viking","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Mount Royal University","keywords":"Computer science; Situation awareness; Value proposition; Field (mathematics); Situational ethics; Data science; Emerging technologies; Industrial engineering; Risk analysis (engineering); Computer security; Artificial intelligence; Engineering","score_opus":0.01619252968808758,"score_gpt":0.19695596159615714,"score_spread":0.18076343190806957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2044512258","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9411314,0.0003337235,0.05467532,0.0005239845,0.00029535405,0.00033984985,0.00004768208,0.00020879645,0.0024438673],"genre_scores_gemma":[0.9982191,0.0000030896888,0.0014446997,0.00002495285,0.000081111175,0.000050530558,0.000018987435,0.000037419468,0.00012016039],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873644,0.000029873516,0.0003147421,0.00016460112,0.00019013596,0.00056420045],"domain_scores_gemma":[0.9991496,0.000076946446,0.00006991539,0.00024908085,0.00010165798,0.00035275062],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036103788,0.0001666512,0.00016643638,0.0005064179,0.00019308331,0.00006122736,0.00026896247,0.00014745313,0.0001284297],"category_scores_gemma":[0.00011636961,0.00016266693,0.000071983086,0.0006010679,0.00008611247,0.000098223754,0.000021082387,0.00030644974,0.000031441592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000033779245,0.000019767753,0.017020589,0.0001045922,0.00013659414,0.00006506963,0.0032768927,0.9551599,0.004375719,0.01587502,0.00011526606,0.0038472102],"study_design_scores_gemma":[0.0011902697,0.00015978867,0.014722608,0.0020527283,0.00022413924,0.0010613804,0.0017194126,0.907229,0.008563406,0.0029251038,0.058707044,0.0014451233],"about_ca_topic_score_codex":0.00706064,"about_ca_topic_score_gemma":0.009095428,"teacher_disagreement_score":0.058591776,"about_ca_system_score_codex":0.00020806013,"about_ca_system_score_gemma":0.00024311332,"threshold_uncertainty_score":0.9995514},"labels":[],"label_agreement":null},{"id":"W2045113361","doi":"10.2118/125970-ms","title":"Montney Unconventional Gas - Next Generation, An Integrated Approach to Optimizing Wellbore Completions Technology","year":2009,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellbore; Completion (oil and gas wells); Petroleum engineering; Drilling; Logging while drilling; Engineering; Computer science; Operations research; Construction engineering; Mechanical engineering","score_opus":0.045209288784885636,"score_gpt":0.23154391310423514,"score_spread":0.1863346243193495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045113361","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22147323,0.0006830391,0.762004,0.001646134,0.00065758586,0.00035198222,0.000012885876,0.0016832647,0.011487865],"genre_scores_gemma":[0.8760966,0.000025979647,0.12260119,0.00016055879,0.00063756976,0.00002295164,0.00021166328,0.000052214757,0.00019125076],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986969,0.000022873399,0.00033297687,0.00033449542,0.00023127651,0.00038144094],"domain_scores_gemma":[0.999412,0.000015345366,0.000039243623,0.00025048878,0.00010964683,0.00017325845],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016521596,0.0002526221,0.00021968514,0.00033802277,0.0001529711,0.00010489945,0.0002450458,0.00012874258,0.000014470422],"category_scores_gemma":[0.000025629397,0.00027150774,0.0000712979,0.0004900797,0.000029876226,0.00020402456,0.000023441142,0.00027637367,0.00006271491],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000042679662,0.00004365615,0.00013673992,0.000015326186,0.00002481035,0.00000392456,0.00015437113,0.97661203,0.01156299,0.003904331,0.00079264696,0.0067449235],"study_design_scores_gemma":[0.00021218571,0.000052355506,0.00010374127,0.00013831219,0.000012480327,0.000051894753,0.00034807465,0.9889573,0.0007771455,0.00040735732,0.008613846,0.00032533763],"about_ca_topic_score_codex":0.000017412653,"about_ca_topic_score_gemma":0.00001288539,"teacher_disagreement_score":0.6546234,"about_ca_system_score_codex":0.000089253415,"about_ca_system_score_gemma":0.000020488287,"threshold_uncertainty_score":0.9999737},"labels":[],"label_agreement":null},{"id":"W2045606866","doi":"10.2118/124670-ms","title":"Wellbore Instability in Forties: Diagnosis of Root Causes for Improved Drilling Performance","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Workflow; Context (archaeology); Drilling; Profitability index; Wellbore; Petroleum engineering; Risk analysis (engineering); Measurement while drilling; Task (project management); Computer science; Lead (geology); Engineering; Key (lock); Systems engineering; Geology; Mechanical engineering","score_opus":0.008684751415771236,"score_gpt":0.20411132267518195,"score_spread":0.1954265712594107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045606866","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97674036,0.0002844026,0.021315044,0.000029264542,0.00016379202,0.00023911998,0.000007403647,0.00022849276,0.0009921319],"genre_scores_gemma":[0.9975202,0.00021867787,0.0021193523,0.000011797482,0.00003862625,0.000043561115,0.000004899344,0.000019286907,0.000023618548],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924296,0.0000027538367,0.0003157837,0.00012965026,0.000054159573,0.00025471524],"domain_scores_gemma":[0.9996586,0.000078446836,0.000020364572,0.00017370313,0.000029380766,0.000039546245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014499086,0.00013424741,0.00022042102,0.00009485033,0.000020234993,0.000009889725,0.00009285625,0.00006696664,0.000010175615],"category_scores_gemma":[0.00003952288,0.00012942053,0.000059870654,0.00016060345,0.000011941891,0.00014079078,0.0000067153255,0.00008677677,9.333521e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000133501035,0.00004039515,0.026553672,0.0003851347,0.000014274078,2.1888665e-7,0.00031333964,0.9457827,0.0025917701,0.0001512976,0.000067640634,0.024086198],"study_design_scores_gemma":[0.00037459773,0.00010032676,0.019084884,0.00010213049,0.0000077954455,3.857559e-7,0.00004785173,0.8581339,0.12035081,0.00014442368,0.0014469846,0.0002059203],"about_ca_topic_score_codex":0.000022398663,"about_ca_topic_score_gemma":0.0000913253,"teacher_disagreement_score":0.117759034,"about_ca_system_score_codex":0.000050131654,"about_ca_system_score_gemma":0.000008694154,"threshold_uncertainty_score":0.52776164},"labels":[],"label_agreement":null},{"id":"W2045673995","doi":"10.2118/87842-jpt","title":"Prediction and Evaluation of Sanding and Casing Deformation in a GOM-Shelf Well","year":2005,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Petroleum engineering; Deformation (meteorology); Compaction; Work (physics); Geology; Hammer; Geotechnical engineering; Engineering; Mining engineering; Forensic engineering; Mechanical engineering; Oceanography","score_opus":0.008923942995124624,"score_gpt":0.21330712089433299,"score_spread":0.20438317789920837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045673995","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9855443,0.0020806557,0.011799419,0.00009507497,0.00010998164,0.000028831304,6.539008e-7,0.000038867493,0.00030218335],"genre_scores_gemma":[0.99799514,0.00040009947,0.0015422576,0.0000014750314,0.000049872993,0.0000011891777,3.6694348e-7,0.000007906732,0.0000016927279],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994186,0.000010437575,0.0003126029,0.00004224973,0.00012407677,0.00009203144],"domain_scores_gemma":[0.9997843,0.000016405855,0.000085227926,0.000045934976,0.000048768226,0.000019390965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058308133,0.000060796396,0.0001400059,0.0006467227,0.000014032746,0.000007433733,0.00003405796,0.00009777595,0.0000027579224],"category_scores_gemma":[0.00004174149,0.000059574522,0.000014534106,0.00013555933,0.000019721934,0.00019839428,0.000009102193,0.00018899473,4.209529e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007689352,0.000010043163,0.009514614,0.000066144385,0.000022668897,0.0000016259752,0.0002724597,0.89125496,0.022484895,0.00012016382,0.000013624605,0.07623111],"study_design_scores_gemma":[0.0007318346,0.00006489819,0.005517139,0.00015171495,0.000034855086,0.00024681978,0.00021927473,0.983973,0.008345724,0.00028435604,0.00037887352,0.000051481722],"about_ca_topic_score_codex":0.0000015120402,"about_ca_topic_score_gemma":0.000009061012,"teacher_disagreement_score":0.092718065,"about_ca_system_score_codex":0.000110130546,"about_ca_system_score_gemma":0.00000896361,"threshold_uncertainty_score":0.24293785},"labels":[],"label_agreement":null},{"id":"W2045944590","doi":"10.2118/149089-ms","title":"Multizone Well Testing with Downhole Tools in Extreme Sour-Gas Conditions","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Completion (oil and gas wells); Petroleum engineering; Hydrostatic test; Well test (oil and gas); Oil well; Flexibility (engineering); Computer science; Geology; Engineering; Mechanical engineering","score_opus":0.09379276102350727,"score_gpt":0.19592837356859322,"score_spread":0.10213561254508595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2045944590","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6808366,0.0000803784,0.093014464,0.000010711408,0.00017783255,0.00018657256,0.000007815433,0.0014173398,0.2242683],"genre_scores_gemma":[0.97685367,0.0000055175296,0.02269115,0.000013346167,0.000037407837,0.000020412637,0.00000574823,0.000039915158,0.00033281452],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935424,0.000004791579,0.00016241988,0.0001316497,0.00007364771,0.00027325863],"domain_scores_gemma":[0.9996747,0.00006160277,0.00001156975,0.00016253075,0.000020539657,0.00006906067],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007260913,0.0001400871,0.00012919176,0.00010756058,0.00002923465,0.00002322556,0.00008449424,0.000048038546,0.0002398427],"category_scores_gemma":[0.000021751533,0.00012523531,0.000016695993,0.00023294265,0.000018004599,0.00016523611,0.000011929994,0.00015578547,0.00016744966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000072481425,0.000056133904,0.008325921,0.00007338213,0.000034519857,0.00006166967,0.00067634875,0.97408223,0.012477782,0.0006277759,0.00025854967,0.003318421],"study_design_scores_gemma":[0.0010251695,0.0000910238,0.026409155,0.00026517018,0.00002130185,0.000042194682,0.000316864,0.9492193,0.020261172,0.00021843283,0.0014526431,0.00067756604],"about_ca_topic_score_codex":0.000086414395,"about_ca_topic_score_gemma":0.00007629373,"teacher_disagreement_score":0.2960171,"about_ca_system_score_codex":0.000027769473,"about_ca_system_score_gemma":0.0000068341565,"threshold_uncertainty_score":0.5106948},"labels":[],"label_agreement":null},{"id":"W2046239680","doi":"10.2118/156364-ms","title":"Transformational Reduction in Non-productive Time through Implementation of Broadband Networked Drill-string and Modified Drilling Practices in an Extended Reach Drilling Campaign","year":2012,"lang":"en","type":"article","venue":"SPE Deepwater Drilling and Completions Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada); Apache (Canada)","funders":"","keywords":"Drilling; Drill pipe; Petroleum engineering; Underbalanced drilling; Drill; Jacking; Borehole; Engineering; Drilling fluid; Wellbore; Lost circulation; Well control; Drill string; Marine engineering; Mechanical engineering; Geotechnical engineering","score_opus":0.03252757553614475,"score_gpt":0.277781381547606,"score_spread":0.24525380601146127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046239680","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8876916,0.00041874425,0.1108721,0.000041636533,0.00024613476,0.0003257936,0.000014280575,0.00010282843,0.00028689456],"genre_scores_gemma":[0.991665,0.0006817076,0.007225575,0.000004713788,0.00019896943,0.00003948342,0.00013802943,0.00003668856,0.000009846622],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998225,0.000080294405,0.00064468186,0.0003462735,0.00020125184,0.0005025533],"domain_scores_gemma":[0.99935496,0.00007804886,0.00016110217,0.00020115415,0.00009826206,0.00010648249],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005934397,0.0002888866,0.0003889227,0.00030625463,0.00013710746,0.00009691479,0.0001066953,0.00011666468,0.000019336292],"category_scores_gemma":[0.000014941928,0.00030824976,0.00003742467,0.00033489594,0.00007786551,0.0012952033,0.000024783738,0.00031560234,0.0000028371376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000065871536,0.00010906874,0.012352253,0.00032827555,0.00008360697,0.0000023391153,0.040610097,0.87899286,0.049447875,0.0017343719,0.000005768427,0.016267596],"study_design_scores_gemma":[0.0011571937,0.00007873519,0.020575207,0.00041129097,0.00005697491,0.000057430556,0.0038637314,0.95896095,0.012671356,0.0014548951,0.00012326044,0.00058896624],"about_ca_topic_score_codex":0.00030238047,"about_ca_topic_score_gemma":0.00011476876,"teacher_disagreement_score":0.103973396,"about_ca_system_score_codex":0.00007700714,"about_ca_system_score_gemma":0.000021852977,"threshold_uncertainty_score":0.99993694},"labels":[],"label_agreement":null},{"id":"W2046273957","doi":"10.2118/2003-129","title":"Foam Cement Applications for Zonal Isolation in Coalbed Methane Wells","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Coalbed methane; Cement; Petroleum engineering; Isolation (microbiology); Geology; Materials science; Engineering; Waste management; Composite material; Coal; Coal mining","score_opus":0.013776127036516777,"score_gpt":0.21881491865403183,"score_spread":0.20503879161751504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046273957","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04677105,0.00019641763,0.86167556,0.00052584324,0.0013367047,0.00046357122,0.00021709391,0.00014085654,0.08867293],"genre_scores_gemma":[0.9966959,0.000038934515,0.0020669543,0.00006385535,0.00007886584,0.0002531907,0.00010974563,0.000021114562,0.00067144143],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992736,0.000008128789,0.00020011909,0.00015792031,0.000106458276,0.00025377338],"domain_scores_gemma":[0.99957895,0.00005412916,0.000019870899,0.000110878,0.00007560687,0.0001605593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012858691,0.000116202296,0.00010475443,0.00028865517,0.000028553794,0.0000460302,0.00016232421,0.0000589166,0.0002305963],"category_scores_gemma":[0.000034947356,0.00014589528,0.000037920618,0.00009127181,0.000012739901,0.00008734249,0.0000039258803,0.0001085661,0.000043517077],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000041579965,0.000013001502,0.0017220139,0.000033485907,0.000051328723,0.0000024489793,0.00008224217,0.8569161,0.001171863,0.13794355,0.00086628756,0.0011934551],"study_design_scores_gemma":[0.00044648323,0.000012371879,0.00082514674,0.000029040584,0.0000062596337,0.0000039267134,0.000040006544,0.6625486,0.00095347705,0.0020081918,0.33291414,0.00021236697],"about_ca_topic_score_codex":0.0017913822,"about_ca_topic_score_gemma":0.018557189,"teacher_disagreement_score":0.9499248,"about_ca_system_score_codex":0.00036294005,"about_ca_system_score_gemma":0.00014532014,"threshold_uncertainty_score":0.99935156},"labels":[],"label_agreement":null},{"id":"W2046656111","doi":"10.2118/84561-ms","title":"The Use of Lightweight Cement Slurries and Downhole Chokes Improves the Success of Primary Cementing on Air-Drilled Wells","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Cement; Lost circulation; Petroleum engineering; Geotechnical engineering; Drilling; Completion (oil and gas wells); Slurry; Geology; Drilling fluid; Engineering; Materials science; Composite material","score_opus":0.018202766583845096,"score_gpt":0.2086098509309577,"score_spread":0.19040708434711262,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046656111","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97951007,0.0011344878,0.011813949,0.00038575524,0.00020293702,0.00044381636,0.00004163099,0.00016773622,0.006299594],"genre_scores_gemma":[0.9980734,0.0014071409,0.00037868792,0.000032060914,0.000022065218,0.000011686059,0.0000061776304,0.000011005114,0.000057760182],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992687,0.000024334226,0.00026263148,0.00013077393,0.0001440928,0.00016948285],"domain_scores_gemma":[0.9995167,0.00016663899,0.00005307223,0.00016728324,0.00006109047,0.00003518473],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021416726,0.00012783996,0.00016983191,0.00003945282,0.00010745134,0.00004542053,0.00007488037,0.000065153814,0.0000061013097],"category_scores_gemma":[0.000047549685,0.000078586796,0.000031135674,0.00008978975,0.00014385607,0.000153367,0.000033556913,0.00014270433,8.7719644e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023297888,0.00027874467,0.0019710062,0.00161813,0.0003221257,0.000007260351,0.0023834207,0.04255811,0.62240654,0.23221634,0.00628358,0.089721754],"study_design_scores_gemma":[0.0019121334,0.0012929287,0.016560685,0.00156767,0.0002076992,0.000021272002,0.0014209028,0.026523916,0.7968811,0.006369937,0.14607437,0.0011674128],"about_ca_topic_score_codex":0.000017430393,"about_ca_topic_score_gemma":0.0000089556015,"teacher_disagreement_score":0.22584641,"about_ca_system_score_codex":0.000012046672,"about_ca_system_score_gemma":0.000010141693,"threshold_uncertainty_score":0.32046765},"labels":[],"label_agreement":null},{"id":"W2046745251","doi":"10.2118/87895-pa","title":"Buckling of Tubulars Inside Wellbores: A Review on Recent Theoretical and Experimental Works","year":2004,"lang":"en","type":"review","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":72,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Buckling; Structural engineering; Engineering","score_opus":0.02137361913540707,"score_gpt":0.2782612266318406,"score_spread":0.2568876074964335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2046745251","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000054072294,0.9921672,0.005590671,0.000018070257,0.00054976356,0.00060925423,0.000019185762,0.0002425663,0.000749218],"genre_scores_gemma":[0.0020672774,0.9960827,0.0012546974,0.000028178078,0.00017533965,0.00004245632,0.00019535008,0.00015070972,0.000003263189],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979155,0.00006967699,0.0008880412,0.00042553525,0.00033083823,0.00037037305],"domain_scores_gemma":[0.9990373,0.00021342993,0.00015247994,0.0004200595,0.000043744607,0.00013296778],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00036470438,0.00058476586,0.0016555252,0.00023217496,0.0000621169,0.00004590285,0.00019914545,0.00028129393,0.00007975093],"category_scores_gemma":[0.000081093895,0.00053672143,0.00030921787,0.0003404905,0.000111771806,0.000054624838,0.000050960487,0.0006475028,0.000037628117],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010625003,0.00008393081,4.2475043e-7,0.12455005,0.00028566312,0.000028609209,0.00014808413,0.095381625,0.000052414533,0.008883228,0.00016931062,0.770406],"study_design_scores_gemma":[0.00026270983,0.00009628297,5.262896e-7,0.40788537,0.00040739353,0.000057099212,0.000012079556,0.008228378,0.0002511299,0.00040461385,0.58163536,0.00075907004],"about_ca_topic_score_codex":0.0000038213648,"about_ca_topic_score_gemma":3.7307615e-7,"teacher_disagreement_score":0.76964694,"about_ca_system_score_codex":0.0002643571,"about_ca_system_score_gemma":0.000039293685,"threshold_uncertainty_score":0.9997084},"labels":[],"label_agreement":null},{"id":"W2047047382","doi":"10.1002/ghg.1271","title":"Potential for environmental impact due to acid gas leakage from wellbores at EOR injection sites near Zama Lake, Alberta","year":2012,"lang":"en","type":"article","venue":"Greenhouse Gases Science and Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Aquifer; Petroleum engineering; Wellbore; Casing; Geology; Injection well; Enhanced oil recovery; Water well; Spark plug; Environmental science; Geotechnical engineering; Groundwater; Engineering","score_opus":0.004987623864948525,"score_gpt":0.1958347939138885,"score_spread":0.19084717004893997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047047382","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.989888,0.0004474583,0.008555219,0.00010917328,0.00027838306,0.00018408612,0.00007497245,0.00040013282,0.00006255217],"genre_scores_gemma":[0.9979614,0.000044598084,0.0017092105,0.000027916558,0.000118420365,0.000028541663,0.000018740255,0.000033436256,0.000057723282],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99886006,0.0000038577314,0.00013887628,0.00027157977,0.00015040432,0.00057521573],"domain_scores_gemma":[0.99950314,0.000036773374,0.00002210349,0.0002573131,0.000013488685,0.00016717243],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013349751,0.00018334416,0.00017420368,0.00028108017,0.0002715798,0.000049132155,0.00020862199,0.0001278572,0.00004619355],"category_scores_gemma":[0.00007341366,0.00017033415,0.000040426345,0.00037919937,0.0003319131,0.00029783152,0.00012900982,0.00010945828,0.00006918198],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005196024,0.000086761494,0.054945752,0.000037621547,0.00007151039,0.000019641353,0.0008240336,0.06713396,0.81781906,0.00012642799,0.001654298,0.057228997],"study_design_scores_gemma":[0.0011230182,0.0008591422,0.034837946,0.00006369848,0.00010690385,0.0006117898,0.00035449406,0.31138694,0.6295892,0.0003643102,0.01949347,0.0012090673],"about_ca_topic_score_codex":0.00010342599,"about_ca_topic_score_gemma":0.0004962009,"teacher_disagreement_score":0.244253,"about_ca_system_score_codex":0.0001076625,"about_ca_system_score_gemma":0.000011967722,"threshold_uncertainty_score":0.6946025},"labels":[],"label_agreement":null},{"id":"W2047230549","doi":"10.1016/j.petrol.2010.02.006","title":"Filtration loss characteristics of aqueous waxy hull-less barley (WHB) solutions","year":2010,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Science Foundation","keywords":"Filtration (mathematics); Biopolymer; Chemistry; Aqueous solution; Xanthan gum; Chromatography; Bentonite; Chemical engineering; Pulp and paper industry; Materials science; Organic chemistry; Composite material; Polymer; Rheology","score_opus":0.006261137437779399,"score_gpt":0.1838524292625807,"score_spread":0.1775912918248013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047230549","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9325759,0.00021386018,0.06524283,0.000035465633,0.0016228411,0.000023663319,0.0000052473947,0.000057418216,0.00022279331],"genre_scores_gemma":[0.9969078,0.00019444306,0.002563632,0.0000044663984,0.00029787194,0.0000011592317,6.504067e-7,0.000019757,0.000010255805],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879026,0.0000030736617,0.00041649252,0.00009868227,0.00037176258,0.0003197085],"domain_scores_gemma":[0.99934065,0.000049721795,0.00009104975,0.00014210261,0.00019904572,0.0001774285],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075080834,0.00014102497,0.00024469636,0.00037795873,0.00008028245,0.0000742244,0.00023999726,0.000067873436,0.0000063557954],"category_scores_gemma":[0.00018727346,0.0001345361,0.000056806544,0.00031884378,0.00010170149,0.00047712424,0.000026620111,0.000427683,0.0000014918803],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032729952,0.000014769491,0.0006502097,0.00011147995,0.000019873945,0.000014281404,0.00019515524,0.328272,0.6628432,0.00060029206,0.000040322535,0.0072350977],"study_design_scores_gemma":[0.00025306616,0.000073493255,0.014455084,0.00014185584,0.00003071412,0.00034431252,0.00006964344,0.96379256,0.018991956,0.00002607834,0.0015797123,0.00024152825],"about_ca_topic_score_codex":0.0000037143486,"about_ca_topic_score_gemma":0.0000021151823,"teacher_disagreement_score":0.6438513,"about_ca_system_score_codex":0.00004520586,"about_ca_system_score_gemma":0.00006638482,"threshold_uncertainty_score":0.54862225},"labels":[],"label_agreement":null},{"id":"W2047240766","doi":"10.2118/145599-ms","title":"Deployment of the Reelwell Drilling Method in a Shale Gas Field in Canada","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Drill string; Drilling; Petroleum engineering; Underbalanced drilling; Wireline; Drill; Concentric; Measurement while drilling; Drilling fluid; Directional drilling; Drill pipe; Completion (oil and gas wells); Engineering; Drill bit; Mechanical engineering; Geology; Telecommunications","score_opus":0.01101449218439278,"score_gpt":0.17260542760555134,"score_spread":0.16159093542115854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047240766","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88067704,0.00030392752,0.066317976,0.000050147723,0.0006278608,0.00018006624,0.0000015857414,0.0000866636,0.05175472],"genre_scores_gemma":[0.99462014,0.000028036899,0.0052273506,0.000033121734,0.000009294953,0.000005476221,1.4724185e-7,0.000014267512,0.00006214322],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994695,0.000011457696,0.00019522659,0.00007620064,0.00007952101,0.00016807257],"domain_scores_gemma":[0.99973744,0.00006197822,0.000011068425,0.00015915789,0.0000054659763,0.000024910016],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012681686,0.000075698896,0.00011617715,0.000048015307,0.000005719395,0.0000019285421,0.000125933,0.000029228266,0.00004794069],"category_scores_gemma":[0.000015641597,0.00005970275,0.00002295584,0.00016631951,0.000002547415,0.000019057583,0.000020585247,0.00012948531,8.4616283e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036551025,0.000011278867,0.044658087,0.00007886765,0.0000143472125,0.0000112798,0.0008848613,0.94431794,0.0013588686,0.0003487621,0.00018094617,0.008131135],"study_design_scores_gemma":[0.00022003308,0.000009307062,0.010058118,0.00013776823,0.000004516923,0.0000027278516,0.00022648342,0.8076119,0.18088941,0.00018669102,0.00048813075,0.00016492014],"about_ca_topic_score_codex":0.71957386,"about_ca_topic_score_gemma":0.8802041,"teacher_disagreement_score":0.17953055,"about_ca_system_score_codex":0.000114882365,"about_ca_system_score_gemma":0.000044847344,"threshold_uncertainty_score":0.2822935},"labels":[],"label_agreement":null},{"id":"W2047283506","doi":"10.2118/0607-0072-jpt","title":"Overview: Coiled Tubing Applications (June 2007)","year":2007,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Presentation (obstetrics); Drilling; Coiled tubing; Work (physics); Petroleum engineering; Engineering; Construction engineering; Mechanical engineering; Medicine; Surgery","score_opus":0.005127427464624965,"score_gpt":0.21684644595544328,"score_spread":0.2117190184908183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047283506","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08928563,0.015095541,0.8881486,0.00037194966,0.0015053421,0.000072364324,0.0000024289734,0.000673712,0.0048444313],"genre_scores_gemma":[0.9910759,0.0010508947,0.007175504,0.000024012992,0.0004191386,0.0000046674268,8.015318e-7,0.00004096472,0.00020814103],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989924,0.0000036472436,0.00047344746,0.00007920856,0.00014501555,0.00030627256],"domain_scores_gemma":[0.99949116,0.000047160185,0.00010629471,0.00019912905,0.000078261925,0.0000779934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040815715,0.00012956234,0.00026197397,0.00068465696,0.00003800369,0.000012738813,0.0002700364,0.00018140342,0.000030269706],"category_scores_gemma":[0.000030599724,0.00012734388,0.00008936006,0.00040332382,0.00003614759,0.000084128624,0.000022601982,0.00051377906,0.000040190298],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042101798,0.0001911785,0.0038387962,0.00038335088,0.0005885708,0.00036357195,0.00014825123,0.6130679,0.16275881,0.016402485,0.016827006,0.18538798],"study_design_scores_gemma":[0.0010076655,0.0001268288,0.00056209764,0.00016775921,0.000074779935,0.00090834405,0.00021503113,0.03124525,0.032350622,0.0019281708,0.9310239,0.00038952843],"about_ca_topic_score_codex":6.5659975e-7,"about_ca_topic_score_gemma":0.0000033006947,"teacher_disagreement_score":0.9141969,"about_ca_system_score_codex":0.00010057759,"about_ca_system_score_gemma":0.00001343097,"threshold_uncertainty_score":0.5192933},"labels":[],"label_agreement":null},{"id":"W2047622213","doi":"10.2118/0207-0068-jpt","title":"Effects of Long-Term Exposure to Ultrahigh Temperature on the Mechanical Parameters of Cement","year":2007,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cement; Durability; Portland cement; Drilling; Petroleum engineering; Steam injection; Environmental science; Compressive strength; Cabin pressurization; Fossil fuel; Permeability (electromagnetism); Materials science; Geotechnical engineering; Forensic engineering; Geology; Composite material; Waste management; Engineering; Metallurgy; Chemistry","score_opus":0.003977883871711137,"score_gpt":0.19651742776868264,"score_spread":0.1925395438969715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2047622213","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97634846,0.0004222484,0.022260934,0.00027039507,0.00052386406,0.00007341287,0.0000012502335,0.000056335914,0.000043128806],"genre_scores_gemma":[0.99831086,0.00007810328,0.0014891798,0.000027065493,0.00005830961,0.0000023939133,2.0819486e-7,0.000022368184,0.000011536286],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989869,0.000012386499,0.00046651767,0.00007987716,0.00022287287,0.00023143389],"domain_scores_gemma":[0.9993216,0.00021837172,0.00012752834,0.00020926178,0.000062804385,0.000060465845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003833608,0.00014182406,0.00033884056,0.00045316404,0.000016509228,0.0000053066656,0.0003194401,0.00020462158,0.0000045897077],"category_scores_gemma":[0.00012605607,0.00009788621,0.00011780749,0.00028298068,0.000033484142,0.000025324807,0.000021371377,0.0005331104,0.0000021354624],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000065205524,0.00008050332,0.0006977505,0.00018655586,0.00021030847,0.00010028356,0.00007014119,0.12417949,0.86761343,0.0011871043,0.00014348848,0.005465707],"study_design_scores_gemma":[0.0004581723,0.001232555,0.0035521367,0.00036987892,0.000046727855,0.00007870311,0.000053912438,0.0003640136,0.9935456,0.00008519385,0.00010548343,0.00010765182],"about_ca_topic_score_codex":5.990626e-7,"about_ca_topic_score_gemma":0.0000015617054,"teacher_disagreement_score":0.12593211,"about_ca_system_score_codex":0.000053565276,"about_ca_system_score_gemma":0.000009140014,"threshold_uncertainty_score":0.39916837},"labels":[],"label_agreement":null},{"id":"W2048436419","doi":"10.2118/107530-ms","title":"How To Select PDC Bit for Optimal Drilling Performance","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Bit (key); Computer science; Balanced scorecard; Drilling; Selection (genetic algorithm); Ranking (information retrieval); Ambiguity; Reliability engineering; Data mining; Artificial intelligence; Engineering; Mechanical engineering; Computer network","score_opus":0.0069858641634151,"score_gpt":0.1872409950190536,"score_spread":0.18025513085563852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2048436419","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24578314,0.000067936206,0.7499095,0.00003914577,0.00034137696,0.00012599364,0.0000012843003,0.0005806648,0.0031509323],"genre_scores_gemma":[0.93329954,0.000017918966,0.06463512,0.000034321718,0.00031047597,0.000013207756,0.0000034727452,0.000050067625,0.0016358729],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922,8.9522405e-7,0.00012288727,0.0001330319,0.00008741259,0.00043577238],"domain_scores_gemma":[0.9996687,0.000052149197,0.000006669698,0.00012206624,0.000032240514,0.000118160235],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021398101,0.00013798421,0.00012191908,0.00011906316,0.000050065846,0.0000563993,0.000097963835,0.000056772853,0.000006351269],"category_scores_gemma":[0.000018787725,0.00013552798,0.000047075286,0.00019852002,0.0000042611964,0.00011163785,0.000010034008,0.000086415515,0.000032752294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000593601,0.0000028446009,0.000100126665,0.00007613063,0.00001690289,8.364845e-7,0.000091918686,0.973699,0.009129741,0.00011327991,0.00091393344,0.01584938],"study_design_scores_gemma":[0.00014144611,0.000051317526,0.00014957656,0.000025913456,0.0000057719367,0.00000402957,0.000029652416,0.7796872,0.14327626,0.0000031431562,0.07639855,0.00022712443],"about_ca_topic_score_codex":0.000001420252,"about_ca_topic_score_gemma":0.0000037291381,"teacher_disagreement_score":0.6875164,"about_ca_system_score_codex":0.000044818324,"about_ca_system_score_gemma":0.000004302924,"threshold_uncertainty_score":0.552667},"labels":[],"label_agreement":null},{"id":"W2049059057","doi":"10.2118/168264-ms","title":"Cut &amp; Cap Process for Surface Casing Vent Flow Repair and Prevention","year":2014,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Petroleum engineering; Oil well; Abandonment (legal); Annulus (botany); Petroleum industry; Completion (oil and gas wells); Workover; Fossil fuel; Drilling; Engineering; Borehole; Forensic engineering; Mining engineering; Geology; Mechanical engineering; Geotechnical engineering; Waste management; Materials science; Environmental engineering","score_opus":0.019772343779038255,"score_gpt":0.2547133928243063,"score_spread":0.23494104904526802,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049059057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7347186,0.00059773115,0.26327983,0.00004628889,0.00029147606,0.00021544071,0.000007612472,0.00029616884,0.0005468151],"genre_scores_gemma":[0.99751097,0.00043477942,0.0014022244,0.000010963248,0.00012697645,0.00002705049,0.0000965901,0.00003255621,0.0003578784],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989737,0.000039214698,0.00032142948,0.00031839893,0.00010200691,0.00024523388],"domain_scores_gemma":[0.9995719,0.000056344204,0.000061671846,0.00012599902,0.00008185856,0.00010218217],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040805648,0.00021262838,0.00023664985,0.00008476577,0.00015284268,0.00014928266,0.000039749433,0.00011331401,0.000024569446],"category_scores_gemma":[0.0000355954,0.00022887043,0.00009293457,0.00006855553,0.00004329657,0.00026586445,0.000022127302,0.00014369517,0.0000063019916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042705305,0.0003806033,0.00508462,0.019499552,0.0006555787,0.0000102084805,0.008017,0.48220873,0.0398565,0.008988369,0.0026416446,0.43223014],"study_design_scores_gemma":[0.0011897696,0.00018546155,0.0003467879,0.0017823594,0.000082653096,0.000032056847,0.00027205402,0.98413557,0.005272611,0.0038326387,0.0025040992,0.00036394421],"about_ca_topic_score_codex":0.000036478687,"about_ca_topic_score_gemma":0.00006735333,"teacher_disagreement_score":0.50192684,"about_ca_system_score_codex":0.000025269597,"about_ca_system_score_gemma":0.0000069674093,"threshold_uncertainty_score":0.9333065},"labels":[],"label_agreement":null},{"id":"W2049351326","doi":"10.2118/160849-ms","title":"A New, Low Corrosive Fluid to Stimulate Wells with Carbon Steel Tubular and Internals","year":2012,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Corrosion; Carbonate; Dissolution; Dolomite; Carbon steel; Corrosion inhibitor; Acetic acid; Formic acid; Citric acid; Carbonic acid; Materials science; Metallurgy; Environmental science; Petroleum engineering; Chemistry; Geology; Chromatography; Organic chemistry","score_opus":0.003666026863255903,"score_gpt":0.17371039423078052,"score_spread":0.17004436736752462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049351326","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8194299,0.00082782103,0.17030405,0.000031630017,0.00046303566,0.00017438145,0.0000020469222,0.00042061045,0.008346551],"genre_scores_gemma":[0.994642,0.00003426309,0.0034147708,0.00005857492,0.00015744346,0.000004731049,9.897665e-7,0.000047668138,0.0016395195],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935895,0.0000038165135,0.000113022936,0.00011098389,0.00009815013,0.00031505944],"domain_scores_gemma":[0.9995189,0.000024326831,0.000007328979,0.00014731061,0.000014223649,0.00028794055],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006085526,0.00016199646,0.00015629845,0.000072868206,0.000012996312,0.000032560114,0.00006478337,0.00004413491,0.000039253995],"category_scores_gemma":[0.000005679772,0.0001352989,0.000017629136,0.000094144285,0.0000058924284,0.000090487316,0.000025452428,0.000089244975,0.00004112437],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015378148,0.000008203662,0.0025750252,0.00006450015,0.00005313257,0.0000069568073,0.00080338045,0.9642083,0.029153984,0.000116703726,0.0007853798,0.0022090422],"study_design_scores_gemma":[0.0008380238,0.0001592048,0.0030091,0.00035368552,0.00005186188,0.000046967874,0.00010698206,0.855364,0.12717469,0.000016199747,0.012150219,0.00072904053],"about_ca_topic_score_codex":0.00009260248,"about_ca_topic_score_gemma":0.0000057099505,"teacher_disagreement_score":0.17521216,"about_ca_system_score_codex":0.000027279199,"about_ca_system_score_gemma":0.0000046492037,"threshold_uncertainty_score":0.55173296},"labels":[],"label_agreement":null},{"id":"W2049860225","doi":"10.1115/omae2009-79996","title":"Near-Wall Turbulent Transport Knowledge for Suitable Flow Assurance Strategies","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Turbulence; Deposition (geology); Erosion; Flow (mathematics); Velocimetry; Geology; Particle image velocimetry; Geotechnical engineering; Petroleum engineering; Materials science; Mechanics; Environmental science; Sediment; Physics","score_opus":0.008702916819879553,"score_gpt":0.21245369907466097,"score_spread":0.2037507822547814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049860225","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.047416054,0.0021028074,0.8792623,0.0001676099,0.00056047505,0.00033545593,0.000010861879,0.0020252806,0.06811913],"genre_scores_gemma":[0.98274624,0.00007893428,0.015328671,0.000028761753,0.00010998094,0.00001815649,0.000016747668,0.00003329562,0.0016392231],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992608,0.0000024460182,0.00017459356,0.00014445519,0.000068226815,0.00034950502],"domain_scores_gemma":[0.99969554,0.000036583562,0.0000071277045,0.00015447235,0.00003176839,0.00007450532],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000101151636,0.00016950979,0.00017612288,0.000033298315,0.000051362287,0.00005812346,0.00011081073,0.00007911942,0.000033882767],"category_scores_gemma":[0.0000036479323,0.00016350612,0.00008235522,0.00010200315,0.0000086128475,0.00018033442,0.0000013867409,0.00010161382,0.000034982742],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034796328,0.000017548928,0.00001414418,0.00010054048,0.000016976877,0.0000020688785,0.00024101649,0.99188834,0.0007045475,0.00096125127,0.0025069392,0.0035431616],"study_design_scores_gemma":[0.00029346268,0.000045198034,0.0007899426,0.000042279407,0.000012312467,0.0000036232534,0.000028378843,0.92704743,0.0028495376,0.00034846447,0.0682856,0.00025379812],"about_ca_topic_score_codex":0.000006076759,"about_ca_topic_score_gemma":0.00001780419,"teacher_disagreement_score":0.93533015,"about_ca_system_score_codex":0.000029502698,"about_ca_system_score_gemma":0.0000265175,"threshold_uncertainty_score":0.6667586},"labels":[],"label_agreement":null},{"id":"W2049944727","doi":"10.1109/oceans.2014.7003206","title":"Monitoring early kick indicators at the bottom hole for blowout prevention","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Marine engineering; Instrumentation (computer programming); Drilling; Wellbore; Flow (mathematics); Metre; False alarm; Engineering; Petroleum engineering; Environmental science; Computer science; Mechanical engineering; Mechanics","score_opus":0.007059629507096272,"score_gpt":0.2082697846408839,"score_spread":0.20121015513378762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049944727","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80671847,0.00016675371,0.18788327,0.000028829096,0.0007808107,0.0001533767,0.0000013034162,0.0004770418,0.0037901404],"genre_scores_gemma":[0.9945694,0.000020499203,0.0017709546,0.0000057624147,0.00035039673,0.000044073902,0.0000025594666,0.000039750666,0.0031965794],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994487,0.0000073568262,0.00012803434,0.00010778491,0.00009397692,0.00021412823],"domain_scores_gemma":[0.99966544,0.00007195128,0.000014978989,0.00018791581,0.000009086571,0.00005060869],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019324945,0.00010634409,0.00008987443,0.000054627842,0.00008602785,0.000036534064,0.00011346951,0.00006102842,0.000016403865],"category_scores_gemma":[0.000018784945,0.00008153258,0.00006989495,0.00009523233,0.000010720839,0.00006281399,0.00001927679,0.00010041445,0.000061462786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011355372,0.000027528824,0.03426831,0.00024750116,0.00017808085,5.910721e-7,0.000844221,0.8287572,0.012811542,0.001370243,0.0032159633,0.11826741],"study_design_scores_gemma":[0.0010748364,0.00014228278,0.03534971,0.0002021202,0.00008937953,0.00000319401,0.000080989346,0.6573122,0.19212405,0.0006602534,0.11221764,0.00074329687],"about_ca_topic_score_codex":0.000007660179,"about_ca_topic_score_gemma":0.0000020974207,"teacher_disagreement_score":0.18785095,"about_ca_system_score_codex":0.000039884777,"about_ca_system_score_gemma":0.000002727248,"threshold_uncertainty_score":0.3324802},"labels":[],"label_agreement":null},{"id":"W2049976870","doi":"10.2118/173646-ms","title":"Combined Electric Line Milling and Clean-out to Eliminate Fluid Costs for Multi-Stage Frac Preparation in Southeast Saskatchewan","year":2015,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Engineering; Line (geometry); Mechanical engineering; Petroleum engineering; Electrical engineering; Mathematics","score_opus":0.03689156789777325,"score_gpt":0.27662321498922626,"score_spread":0.239731647091453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2049976870","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43300703,0.00016546332,0.565336,0.000039545204,0.00021284432,0.00044492673,0.000009334335,0.0003370597,0.00044778254],"genre_scores_gemma":[0.9842577,0.000019514342,0.014632606,0.000025911655,0.000067632056,0.000054065695,0.000021047948,0.000053893924,0.0008676139],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990967,0.000011010858,0.00026406796,0.00020927544,0.000098369244,0.00032060724],"domain_scores_gemma":[0.99955314,0.000050292016,0.000016309219,0.00014718692,0.00005401633,0.00017907398],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003152001,0.00018105983,0.00020941928,0.00018908954,0.000027751554,0.00004382322,0.00007522274,0.000088601155,0.0000024933531],"category_scores_gemma":[0.00006722084,0.00018738332,0.000029481545,0.00019048588,0.0000051562038,0.000108009954,0.000017472501,0.00010909466,0.000019943494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011195522,0.000038740465,0.0002510498,0.00010937417,0.000021197413,0.0000025533516,0.0034629302,0.9586868,0.029080467,0.00011860673,0.0002844026,0.007831912],"study_design_scores_gemma":[0.0011431001,0.00019297129,0.000113168346,0.000046034093,0.00000829638,7.5347157e-7,0.001068891,0.9589366,0.037756573,0.00001994993,0.0004753337,0.0002383355],"about_ca_topic_score_codex":0.000065648885,"about_ca_topic_score_gemma":0.0004286801,"teacher_disagreement_score":0.5512507,"about_ca_system_score_codex":0.00009698694,"about_ca_system_score_gemma":0.000018360512,"threshold_uncertainty_score":0.764127},"labels":[],"label_agreement":null},{"id":"W2050180039","doi":"10.2118/114665-ms","title":"Optimization of Multiple Bit Runs Based on ROP Models and Cost Equation: A New Methodology Applied for One of the Persian Gulf Carbonate Fields","year":2008,"lang":"en","type":"article","venue":"IADC/SPE Asia Pacific Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Direktorat Riset and Pengembangan, Universitas Indonesia","keywords":"Rate of penetration; Penetration rate; Petroleum engineering; Drilling; Drilling fluid; Penetration depth; Hydraulics; Computer science; Compressive strength; Bit (key); Simulation; Geology; Mechanical engineering; Engineering; Materials science","score_opus":0.06633259488647578,"score_gpt":0.2277289285691202,"score_spread":0.16139633368264442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050180039","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025543064,0.00012068379,0.9717595,0.0004113532,0.00011237871,0.00038620146,0.00001453819,0.00017050799,0.0014817783],"genre_scores_gemma":[0.9487079,0.00028872406,0.050868094,0.0000099498175,0.000026271011,0.00003470797,0.000025056765,0.000021392663,0.000017913959],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918723,0.000018726545,0.00027809507,0.00022472523,0.000101714024,0.00018950932],"domain_scores_gemma":[0.99939317,0.00015737314,0.000087794615,0.00024214029,0.00008010782,0.00003941461],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016038895,0.00016141857,0.00029630403,0.0002532169,0.000092174254,0.000008511894,0.000099414545,0.0003029338,0.0000057451502],"category_scores_gemma":[0.000064608925,0.00015197466,0.000045236946,0.0002425075,0.00015466292,0.00005897342,0.000020191346,0.00017689259,2.938893e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031013933,0.000015949276,0.00014335556,0.0000743212,0.000024083076,3.7198305e-7,0.00041185803,0.9815572,0.006130137,0.0071301004,0.000020189382,0.0044614333],"study_design_scores_gemma":[0.00069278845,0.00008037971,0.000036239213,0.00012914602,0.00003174032,0.000005497794,0.0002962683,0.95618963,0.03669551,0.0056554177,0.000045607892,0.00014176567],"about_ca_topic_score_codex":0.000019325682,"about_ca_topic_score_gemma":0.000009473879,"teacher_disagreement_score":0.92316484,"about_ca_system_score_codex":0.000021430755,"about_ca_system_score_gemma":0.000036466223,"threshold_uncertainty_score":0.61973464},"labels":[],"label_agreement":null},{"id":"W2050342962","doi":"10.2118/91610-pa","title":"Hydraulic Optimization of Foam Drilling For Maximum Drilling Rate in Vertical Wells","year":2005,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling; Nozzle; Petroleum engineering; Volumetric flow rate; Transient (computer programming); Well drilling; Bit (key); Horsepower; Jet (fluid); Flow (mathematics); Engineering; Geology; Mechanical engineering; Mechanics; Computer science; Automotive engineering","score_opus":0.012571228225945355,"score_gpt":0.21492368383384383,"score_spread":0.20235245560789847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050342962","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12686996,0.00045296914,0.8702166,0.00014719741,0.00069778285,0.00039772002,0.000011897338,0.00039421598,0.0008116609],"genre_scores_gemma":[0.95774233,0.00038496597,0.041001517,0.000047460217,0.0005318696,0.00003195001,0.000120586206,0.00011616786,0.000023153785],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979462,0.0000427399,0.00081072917,0.00037268756,0.00023625109,0.00059139],"domain_scores_gemma":[0.9990827,0.0003276739,0.00006974542,0.00029817966,0.00010615678,0.00011554878],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006739843,0.00033362157,0.00050059124,0.00037434947,0.000090207664,0.000054250548,0.00019611367,0.00018894929,0.00003924881],"category_scores_gemma":[0.00012904587,0.0003885695,0.00016737354,0.00042379406,0.000041802716,0.0002528646,0.000025955742,0.000264208,0.000030337393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002469719,0.000032739616,0.00025621286,0.00018217755,0.00002933744,0.0000013341107,0.00022573821,0.98450035,0.011189555,0.00043865663,0.0000679457,0.003051269],"study_design_scores_gemma":[0.000783489,0.000044837278,0.00030071626,0.00029809962,0.000032682816,0.0000032333496,0.00003169666,0.9675735,0.023826273,0.00044580534,0.006263884,0.00039574713],"about_ca_topic_score_codex":0.000022586317,"about_ca_topic_score_gemma":0.00001936638,"teacher_disagreement_score":0.83087236,"about_ca_system_score_codex":0.00020558701,"about_ca_system_score_gemma":0.000018399762,"threshold_uncertainty_score":0.9998566},"labels":[],"label_agreement":null},{"id":"W2050486303","doi":"10.2118/118898-ms","title":"New Washpipe Technology: Why Operators Should Care","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Durability; Limiting; Risk analysis (engineering); Seal (emblem); Drilling; Computer science; Manufacturing engineering; Engineering; Reliability engineering; Mechanical engineering; Business","score_opus":0.006613342339096971,"score_gpt":0.1999831933170365,"score_spread":0.19336985097793954,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050486303","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06940317,0.008495015,0.7178916,0.0018410798,0.0016645655,0.0002914177,0.0000041280805,0.013422263,0.1869868],"genre_scores_gemma":[0.9895324,0.000064592445,0.009487099,0.0001754718,0.00011994057,0.0000018612351,0.0000029943908,0.000027166134,0.0005884647],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994699,0.0000012387605,0.000105866115,0.00011794016,0.00007348328,0.00023156805],"domain_scores_gemma":[0.9996899,0.000004218515,0.000003601338,0.000202241,0.000016396754,0.000083644554],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00001823353,0.00013613925,0.00011868729,0.0001378806,0.000027578137,0.000027929533,0.00013842636,0.00012971238,0.00007866599],"category_scores_gemma":[0.0000061022465,0.00012705516,0.00003362926,0.0002858717,0.0000050636254,0.000069199516,0.0000089677615,0.0001704687,0.00008477624],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012265141,0.0000059603567,0.0002730695,0.00003608187,0.000027640266,0.000016066426,0.00038630652,0.7658918,0.0105590625,0.0052874605,0.03831475,0.17920059],"study_design_scores_gemma":[0.0007970706,0.00015130338,0.00033696936,0.00013397417,0.00003624142,0.000027145998,0.00076081365,0.15001066,0.26819387,0.0010015053,0.5773495,0.0012009784],"about_ca_topic_score_codex":0.0000081360395,"about_ca_topic_score_gemma":0.0000053488684,"teacher_disagreement_score":0.92012924,"about_ca_system_score_codex":0.00003755804,"about_ca_system_score_gemma":0.000009198907,"threshold_uncertainty_score":0.5181159},"labels":[],"label_agreement":null},{"id":"W2050500300","doi":"10.4043/16569-ms","title":"Casing Drilling Drill Collars Eliminate Downhole Failures","year":2004,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Casing; Drilling; Drill; Drill string; Drill pipe; Petroleum engineering; Completion (oil and gas wells); Geology; Engineering; Drilling engineering; Mining engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.006375579629101292,"score_gpt":0.18661053701890026,"score_spread":0.18023495738979897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050500300","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7291478,0.0013781186,0.25156894,0.0013310113,0.00094492704,0.00027645845,0.000013678237,0.0057439595,0.009595132],"genre_scores_gemma":[0.990727,0.0002177592,0.008799306,0.000023187878,0.000058357524,0.000025835665,0.000008847182,0.000063593594,0.000076095945],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986424,0.000006001059,0.00028941754,0.0003286515,0.00015407107,0.00057945313],"domain_scores_gemma":[0.99930716,0.000024271576,0.00003669938,0.0004495642,0.00009086155,0.00009146944],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010331271,0.00031283736,0.00032184893,0.00040641066,0.00012155989,0.00006585348,0.00039726062,0.0003819141,0.000028224193],"category_scores_gemma":[0.000052113526,0.00033581146,0.00005191944,0.00057323324,0.00016254124,0.00012942478,0.00007159292,0.0004948733,0.00010511012],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000059202357,0.000028093855,0.0007387748,0.00012757932,0.000102415244,0.00015218041,0.00047361472,0.8852225,0.046750594,0.037974875,0.00019918528,0.02822429],"study_design_scores_gemma":[0.0021112768,0.00028468797,0.0008437611,0.0012161308,0.00013904904,0.00045467218,0.001366453,0.3376225,0.5754063,0.034325305,0.043675993,0.0025538427],"about_ca_topic_score_codex":0.00002145896,"about_ca_topic_score_gemma":0.00006846306,"teacher_disagreement_score":0.5476,"about_ca_system_score_codex":0.00012945678,"about_ca_system_score_gemma":0.000049811817,"threshold_uncertainty_score":0.9999094},"labels":[],"label_agreement":null},{"id":"W2050611775","doi":"10.2118/121640-ms","title":"A New Look at the Viscoelastic Fluid Flow in Porous Media—A Possible Mechanism of Internal Cake Formation and Formation Damage Conrol","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Rheology; Viscoelasticity; Pressure drop; Elasticity (physics); Materials science; Herschel–Bulkley fluid; Porous medium; Viscosity; Composite material; Drilling fluid; Polymer; Extensional viscosity; Fluid dynamics; Shear rate; Porosity; Mechanics","score_opus":0.003745409549699231,"score_gpt":0.1851436031800815,"score_spread":0.18139819363038226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050611775","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84123826,0.0002092823,0.107692674,0.0017553688,0.0008737926,0.00016492946,0.000035540477,0.00016393114,0.047866207],"genre_scores_gemma":[0.998787,0.00017873716,0.00034030253,0.00008133125,0.00016026673,0.0000042622246,0.000040416424,0.0000114547465,0.00039623823],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99923307,0.000004553294,0.00029273692,0.00010995105,0.00022225709,0.00013746097],"domain_scores_gemma":[0.99966514,0.000071976254,0.000052460528,0.00012712582,0.000029724373,0.000053545817],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008622679,0.00013489225,0.00012113917,0.000044776098,0.000022025373,0.000037436675,0.00017637611,0.00008966492,0.00012743512],"category_scores_gemma":[0.000028468612,0.000119579076,0.00003747908,0.000053580465,0.0000108669,0.00017910822,0.000028890465,0.00017244616,0.000008805835],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007500812,0.00003222116,0.000059182883,0.00014665973,0.000040606705,0.000017527997,0.0013570301,0.31132293,0.675018,0.00081048976,0.0009223222,0.010197984],"study_design_scores_gemma":[0.00044239275,0.000023490318,0.000065265864,0.00016458548,0.0000070541178,0.00004181241,0.00004927389,0.43313295,0.56506395,0.0006753505,0.00022312993,0.00011076636],"about_ca_topic_score_codex":0.000022153788,"about_ca_topic_score_gemma":0.000027736934,"teacher_disagreement_score":0.15754873,"about_ca_system_score_codex":0.00011355523,"about_ca_system_score_gemma":0.000008759068,"threshold_uncertainty_score":0.4876293},"labels":[],"label_agreement":null},{"id":"W2050931799","doi":"10.1520/acem20120027","title":"Effect of Supplementary Cementitious Materials on Rheology of Oil Well Cement Slurries","year":2014,"lang":"en","type":"article","venue":"Advances in Civil Engineering Materials","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Materials science; Rheology; Cementitious; Fly ash; Composite material; Slurry; Rheometer; Cement; Silica fume; Metakaolin; Shear rate; Shear stress","score_opus":0.0018870094958458774,"score_gpt":0.1981075491169468,"score_spread":0.19622053962110092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050931799","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9853482,0.0006382646,0.008178669,0.0000074819945,0.0035126,0.00018920851,0.00018768421,0.00020993088,0.0017279286],"genre_scores_gemma":[0.99794924,0.0010102853,0.0006131312,0.0000070680667,0.00014195246,0.00008160594,0.00008465025,0.000076005104,0.000036043835],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99827427,0.00007136301,0.0007794805,0.0002383048,0.00020853651,0.00042803708],"domain_scores_gemma":[0.99920225,0.00028452443,0.00010446738,0.00033761855,0.000020608191,0.00005052761],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007642803,0.00035115558,0.00075973175,0.00029665744,0.00001620956,0.00001575447,0.00023020574,0.00009788306,0.00062570797],"category_scores_gemma":[0.00007075572,0.00035019335,0.00005488651,0.0001518978,0.00004298383,0.00013785851,0.00005219434,0.00008522211,0.000014180161],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044936747,0.000016935459,0.00007290899,0.002611312,0.00003489156,0.0000022492097,0.00004579033,0.58012915,0.414161,0.0017897224,0.000032813005,0.0010582745],"study_design_scores_gemma":[0.0008719701,0.00044747622,0.00005057241,0.00059747166,0.000028527973,0.0000025048964,0.0000051685456,0.005776021,0.9859375,0.000045383873,0.0059352303,0.00030221132],"about_ca_topic_score_codex":0.000027238255,"about_ca_topic_score_gemma":0.000014713783,"teacher_disagreement_score":0.57435316,"about_ca_system_score_codex":0.000059061946,"about_ca_system_score_gemma":0.0000043754817,"threshold_uncertainty_score":0.999895},"labels":[],"label_agreement":null},{"id":"W2050980329","doi":"10.2118/130279-ms","title":"Sour Serviceability of Higher-Strength Coiled Tubing: Final Results","year":2010,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Shell Canada","keywords":"Serviceability (structure); Structural engineering; Reversing; Sour gas; Flexural strength; Bending; Materials science; Engineering; Composite material; Waste management","score_opus":0.014146885587168971,"score_gpt":0.22831500717296824,"score_spread":0.21416812158579926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050980329","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9900153,0.00034773073,0.0043530446,0.00009841679,0.0009400283,0.00013988733,0.000041771582,0.00025751346,0.0038062555],"genre_scores_gemma":[0.99878186,0.0002200397,0.00032595827,0.000010972285,0.00018909978,0.000012890086,0.000106568805,0.000028042234,0.00032456106],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99858403,0.000043147407,0.00057585514,0.00031821654,0.00016408262,0.00031469399],"domain_scores_gemma":[0.9992724,0.000089765,0.000112383124,0.0002545915,0.00011612105,0.00015472074],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00045166467,0.00026372485,0.00032317295,0.0001346791,0.0000952428,0.00010758655,0.00009953995,0.00019231804,0.00020988421],"category_scores_gemma":[0.00003989246,0.00027340263,0.00011704628,0.0001405369,0.00008732857,0.0002989245,0.000050944465,0.00042811528,0.000019505627],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014087589,0.001975337,0.027344475,0.013514474,0.001029391,0.000048954043,0.010850394,0.037602816,0.573796,0.025827056,0.0036498725,0.3029525],"study_design_scores_gemma":[0.009705064,0.00079146225,0.055852406,0.00450213,0.00043476516,0.000110805,0.0016095128,0.7602227,0.14543718,0.0054734927,0.013606338,0.0022541736],"about_ca_topic_score_codex":0.00014658034,"about_ca_topic_score_gemma":0.000082379855,"teacher_disagreement_score":0.72261983,"about_ca_system_score_codex":0.000019252606,"about_ca_system_score_gemma":0.000010826011,"threshold_uncertainty_score":0.9999718},"labels":[],"label_agreement":null},{"id":"W2051110252","doi":"10.1177/0954411912453263","title":"Analysis of and mathematical model insight into loop formation in colonoscopy","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part H Journal of Engineering in Medicine","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Scope (computer science); Perforation; Loop (graph theory); Colonoscopy; Computer science; Point (geometry); Artificial intelligence; Calculus (dental); Mathematics; Medicine; Mechanical engineering; Engineering; Orthodontics; Geometry","score_opus":0.01548276427045886,"score_gpt":0.23818420678814717,"score_spread":0.2227014425176883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051110252","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87612456,0.0011083642,0.12214015,0.00005313638,0.00024939372,0.0001210211,0.000001584324,0.000021307938,0.00018047976],"genre_scores_gemma":[0.9945547,0.00035475128,0.0050082793,0.000004358203,0.000054650405,0.00000388846,7.662592e-7,0.000016028218,0.0000025998788],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998195,0.000004604242,0.0011498414,0.000072288574,0.00036407541,0.00021422234],"domain_scores_gemma":[0.9993257,0.00010199675,0.0002401847,0.00008339306,0.0001423687,0.00010636111],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010181786,0.00017639996,0.0007465089,0.00096081774,0.00000994835,0.0000032170537,0.00021443547,0.00012765948,0.000003915468],"category_scores_gemma":[0.0006294598,0.0001355001,0.00011212629,0.0011311573,0.00006601026,0.00037993697,0.00003498331,0.0003544217,1.1492642e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002592221,0.000044642173,0.00030400677,0.00080250896,0.00013621348,4.536953e-7,0.0013313057,0.9412953,0.047143575,0.008778326,0.000018193148,0.00011952086],"study_design_scores_gemma":[0.0006683571,0.00009164976,0.00029642443,0.001375615,0.0002456044,0.000016039487,0.000104121005,0.9497523,0.047154013,0.0001479231,0.000042666023,0.00010534202],"about_ca_topic_score_codex":0.0000033528736,"about_ca_topic_score_gemma":8.257988e-7,"teacher_disagreement_score":0.118430115,"about_ca_system_score_codex":0.00010948476,"about_ca_system_score_gemma":0.000012864893,"threshold_uncertainty_score":0.5525534},"labels":[],"label_agreement":null},{"id":"W2051392169","doi":"10.2118/161446-ms","title":"Offshore Drilling Waste Discharge: Egyptian Environmental Regulations","year":2012,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Submarine pipeline; Offshore drilling; Peninsula; Drilling; Marine pollution; Environmental science; Drilling fluid; Environmental pollution; Petroleum engineering; Pollution; Geology; Oceanography; Environmental protection; Engineering; Geography; Archaeology","score_opus":0.009044442655048815,"score_gpt":0.19727855781817072,"score_spread":0.1882341151631219,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2051392169","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9523327,0.00031808575,0.036036234,0.00016149861,0.00096374133,0.000058601672,0.00004499921,0.00019350096,0.009890684],"genre_scores_gemma":[0.99808955,0.0003112947,0.00036956655,0.00002498279,0.0005743825,0.000019053372,0.00024131848,0.000026122954,0.00034373807],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992125,0.00000910654,0.00019605791,0.00014043001,0.00018966213,0.00025225032],"domain_scores_gemma":[0.99971074,0.000023517383,0.00002820961,0.00010520558,0.000014657317,0.00011765394],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000094087714,0.00015703874,0.000112684334,0.00011119275,0.00007887166,0.00006763292,0.000081491344,0.00006977838,0.00023789235],"category_scores_gemma":[0.0000063442476,0.00016627509,0.000048916743,0.000036604328,0.00003636533,0.00052462873,0.000026333666,0.00014501555,0.000068927606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049964212,0.00027743276,0.092932336,0.000203099,0.00049436186,0.000008928495,0.005183943,0.6108048,0.21137078,0.04684839,0.003676445,0.028149527],"study_design_scores_gemma":[0.00055036554,0.00003205801,0.028170133,0.0001724138,0.000038368245,0.000041414594,0.0009833483,0.9445297,0.010069798,0.00058713433,0.014274542,0.00055071217],"about_ca_topic_score_codex":0.000005740014,"about_ca_topic_score_gemma":0.0000035574894,"teacher_disagreement_score":0.33372492,"about_ca_system_score_codex":0.00006725636,"about_ca_system_score_gemma":0.000004185739,"threshold_uncertainty_score":0.6780501},"labels":[],"label_agreement":null},{"id":"W2052176582","doi":"10.2118/86510-ms","title":"Optimizing Drill-In Fluid &amp; Completion Cleanup Processes for Openhole Horizontal Gravelpacked Completions in Low Temperature Environments","year":2004,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Completion (oil and gas wells); Drill; Petroleum engineering; Drilling; Workover; Drilling fluid; Directional drilling; Drill pipe; Installation; Permeability (electromagnetism); Coiled tubing; Process (computing); Marine engineering; Engineering; Geology; Mechanical engineering; Computer science","score_opus":0.007553823029922349,"score_gpt":0.2091670293567334,"score_spread":0.20161320632681104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052176582","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.70497763,0.00010784178,0.28816527,0.0019400012,0.00069493207,0.0010782302,0.0003628505,0.00019396337,0.002479262],"genre_scores_gemma":[0.99757916,0.00024233054,0.00087030977,0.00011533931,0.0001171587,0.000117289834,0.0008929795,0.000026075635,0.000039387898],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990406,0.0000139119375,0.00037653625,0.00018323194,0.00017582109,0.000209902],"domain_scores_gemma":[0.99970496,0.00004707741,0.000051961146,0.00009299957,0.000043883843,0.000059141752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014950734,0.0001846807,0.000185609,0.00019219801,0.00008289658,0.00011838756,0.00010009631,0.00008783279,0.00001741299],"category_scores_gemma":[0.000024130737,0.00020186408,0.000046122004,0.00012235796,0.00002436023,0.0005734948,0.000012690451,0.00014747986,0.000028628681],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007151171,0.00007334671,0.0000868459,0.00010223482,0.00001554958,0.0000019123127,0.000485734,0.92012113,0.07680533,0.0019752258,0.00007147239,0.00018972887],"study_design_scores_gemma":[0.025887843,0.00039751898,0.010817927,0.0025742096,0.000044082546,0.00006290688,0.0005407737,0.8851474,0.050533127,0.0028435371,0.019642457,0.0015082213],"about_ca_topic_score_codex":0.000014043862,"about_ca_topic_score_gemma":0.00012287646,"teacher_disagreement_score":0.2926015,"about_ca_system_score_codex":0.00027569203,"about_ca_system_score_gemma":0.000008775453,"threshold_uncertainty_score":0.8231779},"labels":[],"label_agreement":null},{"id":"W2052183460","doi":"10.2118/62862-ms","title":"Drilling Engineering Challenges in Commercial SAGD Well Design in Alberta","year":2000,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Drilling; Petroleum engineering; Drilling engineering; Steam-assisted gravity drainage; Special section; Directional drilling; Engineering; Reservoir engineering; Oil field; Geology; Measurement while drilling; Oil sands; Petroleum; Mechanical engineering","score_opus":0.020699945618871597,"score_gpt":0.18776487507177325,"score_spread":0.16706492945290166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052183460","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6205262,0.010855936,0.108157195,0.0007797013,0.0017239167,0.0010471547,0.0000029960077,0.0027280583,0.25417882],"genre_scores_gemma":[0.9932187,0.002992897,0.0032442273,0.00001685021,0.00011234519,0.000024186911,0.0000024207886,0.000077265824,0.00031109256],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99881417,0.000018074963,0.0003299922,0.00022259858,0.00010937307,0.0005057702],"domain_scores_gemma":[0.9994918,0.00020407783,0.000007121423,0.00020887547,0.0000053546114,0.000082743456],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025044626,0.0002492345,0.00028025606,0.0002611741,0.000015134677,0.000024446434,0.00016786481,0.00013680833,0.00029070614],"category_scores_gemma":[0.00001636582,0.00027897666,0.00004561114,0.0002769852,0.0000075880344,0.0001484876,0.000011374603,0.00031362195,0.00020864475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004845923,0.000016150138,0.00020522,0.00005640492,0.000008231107,0.000014476684,0.00046215727,0.97162145,0.0001708306,0.00023903025,0.000051283554,0.027149942],"study_design_scores_gemma":[0.000441094,0.000014907472,0.0022036587,0.00016522393,0.0000032450475,0.0000063062703,0.000027934391,0.9834203,0.001461979,0.000045101104,0.011826992,0.0003832459],"about_ca_topic_score_codex":0.0002877492,"about_ca_topic_score_gemma":0.00074092584,"teacher_disagreement_score":0.3726925,"about_ca_system_score_codex":0.00009241524,"about_ca_system_score_gemma":0.0000067454753,"threshold_uncertainty_score":0.99996626},"labels":[],"label_agreement":null},{"id":"W2052522192","doi":"10.1016/j.egypro.2014.11.614","title":"Experimental Study of Well Cement Carbonation under Geological Storage Conditions","year":2014,"lang":"en","type":"article","venue":"Energy Procedia","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Innovates","funders":"Alberta Innovates; Alberta Innovates - Technology Futures","keywords":"Carbonation; Cement; Porosity; Carbonatation; Permeability (electromagnetism); Materials science; Carbonate; Mineralogy; Fly ash; Chemical engineering; Chemistry; Composite material; Metallurgy","score_opus":0.008307115908535364,"score_gpt":0.20514533155292788,"score_spread":0.19683821564439252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2052522192","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9605395,0.00011871219,0.028235262,0.0000053422696,0.00032773602,0.00006129523,0.0000012682307,0.00023589112,0.010474985],"genre_scores_gemma":[0.9995692,0.0000046895475,0.00010395502,0.000014014457,0.00010282222,0.000040472274,0.000015190391,0.000018669874,0.00013102892],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994787,0.000011361489,0.0001451054,0.00011137163,0.00012655521,0.00012691785],"domain_scores_gemma":[0.99979305,0.000025373352,0.000018046503,0.000102422644,0.00001752115,0.000043589793],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000053962613,0.00010060918,0.000113253365,0.00004852786,0.000027229196,0.0000070287247,0.000066837514,0.000044040004,0.000056457633],"category_scores_gemma":[0.000005967125,0.00009937989,0.000022141943,0.00007795924,0.0000130288045,0.000041113177,0.000016679709,0.00005560583,0.0000060120515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017249504,0.00016681808,0.00017013098,0.0000111954505,0.000024831455,7.205313e-7,0.0002866365,0.9855702,0.007822454,0.005708323,0.00016002699,0.00007692659],"study_design_scores_gemma":[0.0012235165,0.00058014196,0.0044509973,0.000025538502,0.000030760148,0.000003653521,0.0011100709,0.9190573,0.068195246,0.00035050153,0.00457722,0.0003950183],"about_ca_topic_score_codex":0.000022776738,"about_ca_topic_score_gemma":0.000008171903,"teacher_disagreement_score":0.06651288,"about_ca_system_score_codex":0.00003647645,"about_ca_system_score_gemma":0.0000037484465,"threshold_uncertainty_score":0.40525943},"labels":[],"label_agreement":null},{"id":"W2053413178","doi":"10.2118/137428-ms","title":"Successful Use of Managed Pressure Drilling (MPD) to Counteract Loss Circulation and HP Gas Zones: A Case Study from Red Rock South Wapiti Field in Grande Prairie, Alberta, Canada","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Drilling; Casing; Petroleum engineering; Lost circulation; Drill; Drilling fluid; Underbalanced drilling; Completion (oil and gas wells); Mining engineering; Drill pipe; Drilling engineering; Natural gas field; Crew; Engineering; Natural gas; Mechanical engineering; Waste management; Aeronautics","score_opus":0.009967892114673927,"score_gpt":0.20001584387216312,"score_spread":0.1900479517574892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053413178","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99764323,0.000048958238,0.0009882003,0.00017548355,0.00038645088,0.00013596367,0.00016414419,0.000014319831,0.00044327386],"genre_scores_gemma":[0.99946976,0.000009714598,0.000070308866,0.000052678093,0.00007046793,0.000016825024,0.000040453942,0.000017814511,0.0002519623],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902457,0.000018530136,0.0003057125,0.00025579345,0.00019556255,0.00019980346],"domain_scores_gemma":[0.9992903,0.00017976887,0.000053145257,0.00012792891,0.00010033373,0.0002485524],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008857002,0.00016726887,0.00018786437,0.00024442174,0.00006056591,0.00011618412,0.00013276035,0.00007016022,0.00015068163],"category_scores_gemma":[0.00010469928,0.00018694552,0.000028680472,0.000081537495,0.000017047547,0.00018032758,0.000026452672,0.00024370705,8.6974063e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007015908,0.000036379144,0.7252151,0.00008711375,0.00033146143,0.0005975022,0.0036149034,0.2676214,0.00021923882,0.0008356814,0.00017368513,0.0011974016],"study_design_scores_gemma":[0.0011136703,0.00006581736,0.17790605,0.00025776305,0.000058767164,0.00015808952,0.0020559428,0.80031705,0.000067314395,0.00025395205,0.01727083,0.00047478644],"about_ca_topic_score_codex":0.92095935,"about_ca_topic_score_gemma":0.99191666,"teacher_disagreement_score":0.54730904,"about_ca_system_score_codex":0.000059560796,"about_ca_system_score_gemma":0.00011513602,"threshold_uncertainty_score":0.76234174},"labels":[],"label_agreement":null},{"id":"W2053417974","doi":"10.2118/115531-ms","title":"New Steel Tooth Cutting Structure Breaks Multiple Records in Australasia","year":2008,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Bit (key); Drilling; Engineering; Computer science; Mechanical engineering","score_opus":0.014006748390233378,"score_gpt":0.21772189227917654,"score_spread":0.20371514388894316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053417974","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9587272,0.00021178459,0.034969814,0.0001239708,0.0002217863,0.00019256341,0.000049304603,0.000729944,0.0047736214],"genre_scores_gemma":[0.9956764,0.00030134185,0.003658101,0.000020927422,0.000140568,0.0000039587676,0.000024916146,0.000021377713,0.00015243933],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917656,0.000008879555,0.00022650942,0.00020439996,0.00011180846,0.00027184212],"domain_scores_gemma":[0.99968696,0.00003235962,0.000017288452,0.00012647221,0.000027390935,0.00010954486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000057866517,0.0001663698,0.00018772243,0.00009614284,0.000047484154,0.000025946503,0.00007817935,0.00018124189,0.000055173976],"category_scores_gemma":[0.000030818832,0.0001692694,0.00003224294,0.00016885139,0.000032603086,0.00023629521,0.000024884193,0.0003532712,0.000008935267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016455905,0.00014567407,0.043208387,0.0007127934,0.00008488784,0.00043825648,0.0041751703,0.1404751,0.29608977,0.0069124154,0.042503096,0.46508992],"study_design_scores_gemma":[0.0077331606,0.0010458585,0.34009507,0.0027984767,0.00010031389,0.0015832721,0.0016751158,0.44942,0.11353368,0.016906615,0.060071312,0.0050371094],"about_ca_topic_score_codex":0.00014642888,"about_ca_topic_score_gemma":0.00016441417,"teacher_disagreement_score":0.46005282,"about_ca_system_score_codex":0.00003325461,"about_ca_system_score_gemma":0.000023190209,"threshold_uncertainty_score":0.6902606},"labels":[],"label_agreement":null},{"id":"W2053976432","doi":"10.2118/2000-072","title":"Modelling Sand Production Within a Continuum Mechanics Framework","year":2000,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"U.S. Department of Energy","keywords":"Continuum mechanics; Mechanics; Environmental science; Geology; Physics","score_opus":0.011804887880495914,"score_gpt":0.19024070593167725,"score_spread":0.17843581805118133,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2053976432","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53718066,0.0002008031,0.3941824,0.0006005188,0.0046873083,0.00011682585,0.00006042915,0.000496466,0.062474545],"genre_scores_gemma":[0.9947833,0.00011806984,0.0021864735,0.000054187276,0.00037226456,0.000016054631,0.000025838075,0.000033717875,0.002410139],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914354,0.000006955535,0.00020100987,0.00020761327,0.00016385649,0.00027700517],"domain_scores_gemma":[0.9994965,0.000016475176,0.000017826984,0.00017024123,0.000075533455,0.00022342661],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000098451404,0.00015416609,0.00012120016,0.00016967794,0.000060551458,0.000112935755,0.00023368673,0.000101073194,0.00093053904],"category_scores_gemma":[0.000027590087,0.00018266714,0.00003948061,0.00009211962,0.000014236689,0.00015632469,0.0000049832843,0.0002908931,0.00016915906],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003153872,0.0000024781393,0.000029151379,0.000008504136,0.000032778265,0.000007375778,0.00018042738,0.9920757,0.000119474156,0.006039699,0.0005701275,0.0009311758],"study_design_scores_gemma":[0.000074212396,0.0000067790356,0.0000137992365,0.00011204665,0.0000065181125,0.000014916917,0.000021755248,0.9675,0.0005863029,0.0031080416,0.028355964,0.00019967963],"about_ca_topic_score_codex":0.002953419,"about_ca_topic_score_gemma":0.0058770245,"teacher_disagreement_score":0.4576026,"about_ca_system_score_codex":0.00020355168,"about_ca_system_score_gemma":0.0000877529,"threshold_uncertainty_score":0.9999828},"labels":[],"label_agreement":null},{"id":"W2054077712","doi":"10.2118/78950-ms","title":"Implementation of Advanced Cementing Techniques to Improve Long Term Zonal Isolation in Steam Assisted Gravity Drainage Wells","year":2002,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Petroleum engineering; Cement; Steam injection; Drilling; Oil well; Directional drilling; Geotechnical engineering; Geology; Drainage; Hydraulic fracturing; Well drilling; Environmental science; Engineering; Materials science; Mechanical engineering","score_opus":0.008293185351173724,"score_gpt":0.24394670197684615,"score_spread":0.2356535166256724,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054077712","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7733701,0.000040250874,0.22082528,0.000024335082,0.00014768183,0.00039159282,0.0000066652037,0.00036910965,0.0048250025],"genre_scores_gemma":[0.99061996,0.000013515384,0.009151953,0.000013581613,0.000029998624,0.000030412479,0.000010751988,0.000023927669,0.000105912644],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991971,0.000008999184,0.00032346955,0.00014056996,0.000116282485,0.0002135533],"domain_scores_gemma":[0.99975467,0.000022034184,0.00003620946,0.00012288523,0.000024287485,0.000039936705],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014836702,0.00012113248,0.00014181982,0.00018763878,0.000020162042,0.000017136452,0.00006829719,0.000043511947,0.00009638815],"category_scores_gemma":[0.000007162636,0.00013469241,0.000034650213,0.00023029925,0.0000050867106,0.00018059259,0.000021264817,0.00008592613,0.000006469345],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036571842,0.000033653534,0.007802331,0.00019599032,0.000020546755,0.0000024105873,0.00044272176,0.05022537,0.53144234,0.00011475827,0.000070559014,0.40964568],"study_design_scores_gemma":[0.0006833145,0.00012042659,0.11265433,0.0001633572,0.000015432786,0.0000018800703,0.00027832424,0.15231231,0.7329346,0.000052297863,0.00036876168,0.0004150001],"about_ca_topic_score_codex":0.000060781844,"about_ca_topic_score_gemma":0.000105285595,"teacher_disagreement_score":0.40923068,"about_ca_system_score_codex":0.00009060229,"about_ca_system_score_gemma":0.000002271281,"threshold_uncertainty_score":0.5492597},"labels":[],"label_agreement":null},{"id":"W2054353865","doi":"10.2118/130672-ms","title":"The First Through-Tubing Capillary String Installation in the UK Sector of the North Sea","year":2010,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Capillary action; Separator (oil production); Gas lift; Coiled tubing; Petroleum engineering; Wellbore; Materials science; Artificial lift; Environmental science; Mechanics; Geology; Composite material","score_opus":0.010561356187808816,"score_gpt":0.20170543290377085,"score_spread":0.19114407671596204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2054353865","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9936776,0.00042203968,0.0032960228,0.0001814712,0.0005545659,0.00018811453,0.0000053679723,0.000052866264,0.0016219392],"genre_scores_gemma":[0.9990439,0.0007286946,0.000030755997,0.000020364647,0.00009797898,0.00001497927,0.000016528618,0.000015001697,0.000031832187],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911004,0.00004047596,0.00033294153,0.00016362587,0.00015508843,0.00019780186],"domain_scores_gemma":[0.999518,0.00011839621,0.00007820882,0.00021257809,0.000047035057,0.000025810938],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035391108,0.00015684692,0.00013973095,0.000052074796,0.00026208724,0.00016365547,0.00014475071,0.00008271017,0.000019433222],"category_scores_gemma":[0.000032605076,0.00010080811,0.00008004643,0.00017679691,0.0000868256,0.0001944162,0.000045664056,0.00039492702,0.000002684306],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020192211,0.0003256875,0.53268445,0.0037373682,0.00044968168,0.00002335208,0.03218505,0.21668968,0.036012497,0.059133954,0.0020041282,0.11655225],"study_design_scores_gemma":[0.0023194798,0.00019441222,0.17801166,0.0033415128,0.00012285203,0.00007133948,0.0040927124,0.77971697,0.018131014,0.00498411,0.008151327,0.0008625942],"about_ca_topic_score_codex":0.00029665156,"about_ca_topic_score_gemma":0.0031206016,"teacher_disagreement_score":0.5630273,"about_ca_system_score_codex":0.000017992166,"about_ca_system_score_gemma":0.00000924851,"threshold_uncertainty_score":0.41108355},"labels":[],"label_agreement":null},{"id":"W2055095471","doi":"10.2118/100432-pa","title":"Near-Surface External-Casing Corrosion in Alaska: Cause and Mitigation","year":2008,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Casing; Corrosion; Cement; Materials science; Annulus (botany); Metallurgy; Geotechnical engineering; Petroleum engineering; Geology; Composite material","score_opus":0.016540084226824948,"score_gpt":0.20866348356149492,"score_spread":0.19212339933466996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055095471","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8641728,0.00056668,0.13415977,0.000023357454,0.000420245,0.00009927668,0.0000026926466,0.00028946588,0.00026571628],"genre_scores_gemma":[0.99201614,0.00064334937,0.00712438,0.000013678542,0.00010043746,0.0000027055962,0.000021260556,0.000042773863,0.00003528512],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991043,0.000019008427,0.00025488433,0.00020311597,0.00015878292,0.00025987616],"domain_scores_gemma":[0.99966747,0.000063141844,0.000030351172,0.00014146992,0.000026534279,0.000071027855],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001366386,0.0001703553,0.00018829697,0.000058845035,0.00013431103,0.00004869569,0.00005567157,0.00008029269,0.000009744197],"category_scores_gemma":[0.000021827585,0.00019850362,0.00003233391,0.00018983621,0.00004296901,0.00016468587,0.000017399434,0.00020030951,0.000030062201],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004716924,0.000007872074,0.020996558,0.000045905683,0.0000036502431,0.000021347552,0.0005883242,0.93651515,0.041043237,0.000039517075,0.000040253595,0.00069349003],"study_design_scores_gemma":[0.0003354747,0.0000178607,0.043095727,0.0002575879,0.000007676445,0.00007694652,0.000023179722,0.9475444,0.007590264,0.00011500614,0.0006989834,0.00023688862],"about_ca_topic_score_codex":0.00004737079,"about_ca_topic_score_gemma":0.000015602845,"teacher_disagreement_score":0.12784334,"about_ca_system_score_codex":0.00009819608,"about_ca_system_score_gemma":0.000008341901,"threshold_uncertainty_score":0.8094743},"labels":[],"label_agreement":null},{"id":"W2055358094","doi":"10.2118/91610-ms","title":"Hydraulic Optimization of Foam Drilling For Maximum Drilling Rate","year":2004,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling; Nozzle; Petroleum engineering; Hydraulics; Volumetric flow rate; Compressibility; Horsepower; Jet (fluid); Mechanical engineering; Mechanics; Engineering; Automotive engineering; Physics","score_opus":0.007684355798189636,"score_gpt":0.18944668793228614,"score_spread":0.1817623321340965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055358094","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009369933,0.0002333223,0.9863384,0.000042972424,0.00047474095,0.0001864704,0.0000040658106,0.0005469957,0.0028031217],"genre_scores_gemma":[0.8868626,0.00013982624,0.112677366,0.000021751674,0.00012685417,0.000019027846,0.000019155394,0.00006813947,0.00006529446],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992035,0.0000044793655,0.00029421342,0.00014706167,0.00008272871,0.00026800807],"domain_scores_gemma":[0.9996287,0.00006378147,0.000030176192,0.00016257797,0.000052081905,0.00006265593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019923478,0.00016021835,0.00020397635,0.0001185298,0.00004341162,0.000022633292,0.00009783965,0.0000828622,0.000015544128],"category_scores_gemma":[0.000034375502,0.00016533739,0.00009103449,0.00018194791,0.000012812602,0.00012966497,0.000009987616,0.000075268654,0.0000072582957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000033716442,0.0000072920006,0.0000073548867,0.00012878707,0.000028504808,5.190119e-7,0.000094738425,0.9938027,0.0038616434,0.00080011424,0.000027747838,0.0012372087],"study_design_scores_gemma":[0.0004927841,0.000023251057,0.000005815776,0.000080742444,0.000017248067,0.0000017587395,0.000025750534,0.9270992,0.06999653,0.001021099,0.0010437162,0.00019208826],"about_ca_topic_score_codex":0.000011323659,"about_ca_topic_score_gemma":0.0000024626695,"teacher_disagreement_score":0.87749267,"about_ca_system_score_codex":0.000052099036,"about_ca_system_score_gemma":0.000011743926,"threshold_uncertainty_score":0.6742263},"labels":[],"label_agreement":null},{"id":"W2055799404","doi":"10.2118/114273-ms","title":"Casing Ultradeep, Ultralong Salt Sections in Deep Water: A Case Study for Failure Diagnosis and Risk Mitigation in Record-Depth Well","year":2008,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":93,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Casing; Drilling; Geology; Geotechnical engineering; Creep; Pore water pressure; Petroleum engineering; Drilling fluid; Stress (linguistics); Wellbore; Engineering; Materials science; Mechanical engineering; Composite material","score_opus":0.016253357282170762,"score_gpt":0.23411001416959898,"score_spread":0.21785665688742822,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055799404","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9822942,0.000078484074,0.016726369,0.00004936819,0.000051779283,0.00048651735,0.000020781774,0.00019821871,0.0000943003],"genre_scores_gemma":[0.99771947,0.0009994074,0.0010155822,0.000006155678,0.000051620445,0.00016016106,0.000020749441,0.000022702618,0.000004160013],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907863,0.000031941112,0.00029162594,0.00025950806,0.00007404238,0.00026424255],"domain_scores_gemma":[0.9996806,0.00010195746,0.00002076591,0.000086764456,0.00003557152,0.00007435095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001908499,0.00016432414,0.00020853644,0.00019121515,0.000117008814,0.000037017202,0.000035154662,0.00010399928,0.000005758458],"category_scores_gemma":[0.00004079794,0.00015702436,0.000030287563,0.00016789258,0.000043067048,0.0002807443,0.000012608613,0.00030374143,0.0000019535908],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016236307,0.001147341,0.6939637,0.0009804842,0.00013479592,0.004477475,0.034990918,0.17170314,0.021979874,0.00043581816,0.00063826767,0.069385834],"study_design_scores_gemma":[0.012365447,0.003534406,0.24028644,0.0019647435,0.00038476413,0.012645545,0.05034345,0.59318703,0.072645634,0.006162311,0.0022013108,0.0042789076],"about_ca_topic_score_codex":0.001052294,"about_ca_topic_score_gemma":0.013245477,"teacher_disagreement_score":0.45367724,"about_ca_system_score_codex":0.000050453993,"about_ca_system_score_gemma":0.0000067070155,"threshold_uncertainty_score":0.7391287},"labels":[],"label_agreement":null},{"id":"W2056760082","doi":"10.2118/101231-pa","title":"State-of-the-Art in Coalbed Methane Drilling Fluids","year":2008,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Coalbed methane; Petroleum engineering; Drilling; Drilling fluid; Borehole; Geology; Coal; Methane; Directional drilling; Drill cuttings; Mining engineering; Coal mining; Geotechnical engineering; Engineering; Waste management; Mechanical engineering","score_opus":0.014879996520108409,"score_gpt":0.1995310133643629,"score_spread":0.1846510168442545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056760082","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8377139,0.0005081226,0.15800928,0.000043209875,0.0012332692,0.00021135631,0.000009478628,0.00033449146,0.0019369165],"genre_scores_gemma":[0.99617463,0.0003929154,0.0029687523,0.000016740587,0.000119311495,0.000009353159,0.000025244406,0.00006276347,0.00023028906],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99856365,0.000037239868,0.0004956534,0.00021856962,0.0002975344,0.0003873527],"domain_scores_gemma":[0.99936575,0.00012177145,0.0000549419,0.0003355544,0.00005400208,0.000067972716],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027914695,0.00022834848,0.00035096196,0.00020178464,0.00007505317,0.000013003336,0.00021986832,0.000077348166,0.00003206316],"category_scores_gemma":[0.00005935334,0.00021928376,0.000127633,0.0005201522,0.00006386646,0.000103433704,0.000034719913,0.00030558865,0.00005895843],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000069308007,0.000015258986,0.0027054837,0.00007509238,0.000020377938,0.00000783108,0.00044072373,0.9560009,0.039392624,0.00009008338,0.00016102154,0.0010836547],"study_design_scores_gemma":[0.00058569654,0.000029998551,0.008984327,0.00029477192,0.000015640895,0.000038788665,0.000019883108,0.8989033,0.07701558,0.00037239058,0.013334274,0.0004053133],"about_ca_topic_score_codex":0.000054604247,"about_ca_topic_score_gemma":0.000041278494,"teacher_disagreement_score":0.15846075,"about_ca_system_score_codex":0.000109341054,"about_ca_system_score_gemma":0.000020311169,"threshold_uncertainty_score":0.8942132},"labels":[],"label_agreement":null},{"id":"W2056829752","doi":"10.2118/97775-ms","title":"Cyclic Mechanical and Fatigue Properties for OCTG Materials","year":2005,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Context (archaeology); Structural engineering; Vibration fatigue; Materials science; Casing; Thermal; Cyclic stress; Material properties; Monotonic function; Amplitude; Deformation (meteorology); Fatigue limit; Computer science; Fatigue testing; Mechanical engineering; Engineering; Composite material; Mathematics; Geology","score_opus":0.02409242424881308,"score_gpt":0.20780106488966307,"score_spread":0.18370864064085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056829752","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71105075,0.00054589374,0.28394482,0.00023111171,0.0004470751,0.00029708768,0.000008694628,0.001104156,0.0023703997],"genre_scores_gemma":[0.9917881,0.00005870943,0.0075486223,0.000027857626,0.00017611854,0.000030919375,0.0000021595336,0.000024993149,0.0003425292],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996333,0.0000021542742,0.00011046027,0.00007670815,0.00003485581,0.00014248591],"domain_scores_gemma":[0.9998688,0.000013497893,0.000004204122,0.00006799583,0.000007058977,0.000038438477],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006446602,0.00008133566,0.00010079924,0.000024000445,0.00002120497,0.000033740587,0.00003857631,0.000042034604,0.000030410913],"category_scores_gemma":[0.0000105989975,0.00006580005,0.000014940694,0.00001913096,0.000005807577,0.00006817712,0.000009373899,0.000026511207,0.000011833721],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000703637,0.00000856997,0.0000036497634,0.00023113601,0.00003516734,3.7290454e-7,0.00013889237,0.13817781,0.84103686,0.004543228,0.0012456976,0.01457157],"study_design_scores_gemma":[0.00017384948,0.000013540695,0.000012311551,0.000024878944,0.0000064326814,0.0000034236234,0.0000115346065,0.22670357,0.7588915,0.00007901791,0.013948531,0.00013135636],"about_ca_topic_score_codex":0.0000032173411,"about_ca_topic_score_gemma":0.0000031811314,"teacher_disagreement_score":0.28073734,"about_ca_system_score_codex":0.000010569624,"about_ca_system_score_gemma":0.0000015545693,"threshold_uncertainty_score":0.26832482},"labels":[],"label_agreement":null},{"id":"W2056916814","doi":"10.2118/96798-ms","title":"High-Performance, Water-Based Drilling Fluid Helps Achieve Early Oil with lower Capital Expenditure","year":2005,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drilling fluid; Petroleum engineering; Drilling; Casing; Oil field; Mud logging; Drill cuttings; Capital cost; Geology; Overburden; Petroleum; Engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.0029442201325610633,"score_gpt":0.1498915819499675,"score_spread":0.14694736181740642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2056916814","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96473694,0.00011698418,0.028268974,0.000065545566,0.000595597,0.00005303269,0.000003927977,0.0011995432,0.00495947],"genre_scores_gemma":[0.9923196,0.00003853796,0.0053241136,0.000048177317,0.000565253,0.000020741838,0.00003046852,0.00010875225,0.0015443884],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99871594,0.000005510766,0.00022828345,0.00023910346,0.0002379505,0.00057319034],"domain_scores_gemma":[0.999502,0.000015879528,0.000012278643,0.0003007121,0.000027876507,0.00014122545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000083174964,0.00032619617,0.00023677126,0.00013458342,0.00008440921,0.000077818855,0.00017077349,0.00012650498,0.00022916864],"category_scores_gemma":[0.0000013338141,0.00022888642,0.000055402168,0.00010187961,0.000024245726,0.00032262233,0.000016224212,0.0002690239,0.00039958706],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023780165,0.00002137368,0.00014547232,0.00006541162,0.000040075807,0.000010614859,0.00023132801,0.98709977,0.00917184,0.000032914206,0.00017473567,0.0029826786],"study_design_scores_gemma":[0.0009998307,0.00020404594,0.00019394755,0.00013878233,0.00002610938,0.000013000939,0.000031242467,0.6498269,0.33830965,0.0000032495454,0.00952206,0.00073117705],"about_ca_topic_score_codex":0.000029855213,"about_ca_topic_score_gemma":0.000019111507,"teacher_disagreement_score":0.33727288,"about_ca_system_score_codex":0.00007233229,"about_ca_system_score_gemma":0.00000990291,"threshold_uncertainty_score":0.9333717},"labels":[],"label_agreement":null},{"id":"W2057035826","doi":"10.2118/0215-0036-jpt","title":"Technology Update: Directional Hybrid Drill Bit Pushes Performance Standards","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Bit (key); Drilling; Drill bit; Drill; Torque; Engineering; Computer science; Mechanical engineering; Petroleum engineering; Computer security; Physics","score_opus":0.005320779089388593,"score_gpt":0.1980024438585317,"score_spread":0.19268166476914309,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057035826","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94317377,0.0048689106,0.04507012,0.0014798626,0.0023662734,0.00004225294,0.000017399147,0.0010827964,0.0018985986],"genre_scores_gemma":[0.99462533,0.0007416529,0.004191669,0.000013671262,0.0002670379,0.000005272941,0.0000013055297,0.000049730996,0.00010435275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9985474,0.000008678505,0.00050935196,0.00013799492,0.00039891814,0.00039766432],"domain_scores_gemma":[0.99910766,0.000017378949,0.00013574552,0.0002500198,0.00036610922,0.00012309021],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004844498,0.00021863302,0.00041754777,0.0015114304,0.00005105459,0.000024463177,0.00041332733,0.00024836988,0.000023855715],"category_scores_gemma":[0.00015329962,0.00020343215,0.00008602337,0.00060131226,0.00012268992,0.00021710631,0.00005935334,0.0008119415,0.000034099226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008889789,0.00009049974,0.011740713,0.00012583446,0.0004251782,0.00029700654,0.000046102905,0.87198806,0.010746842,0.002259717,0.024091138,0.07810003],"study_design_scores_gemma":[0.0015973367,0.00069051574,0.00020510169,0.00018793625,0.000067999026,0.004305555,0.00016413948,0.11363449,0.08283726,0.0030393573,0.79275256,0.00051775447],"about_ca_topic_score_codex":5.9268064e-7,"about_ca_topic_score_gemma":0.0000013846578,"teacher_disagreement_score":0.76866144,"about_ca_system_score_codex":0.00036064873,"about_ca_system_score_gemma":0.000116939416,"threshold_uncertainty_score":0.82957226},"labels":[],"label_agreement":null},{"id":"W2057633354","doi":"10.2118/58957-pa","title":"Quantitative Study of the Applicability of Fiber-Optic Gyroscopes for MWD Borehole Surveying","year":2000,"lang":"en","type":"article","venue":"SPE Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Directional drilling; Accelerometer; Magnetometer; Vibration; Gyroscope; Drill; Shock (circulatory); Acoustics; Drill pipe; Noise (video); Azimuth; Measurement while drilling; Drilling; Engineering; Geology; Magnetic field; Mechanical engineering; Optics; Aerospace engineering; Physics; Computer science","score_opus":0.01840734325508344,"score_gpt":0.25467774898205753,"score_spread":0.23627040572697408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057633354","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9931854,0.00020662002,0.0051753516,0.000009595554,0.00017580298,0.00020474818,0.000010132907,0.0000242446,0.0010081246],"genre_scores_gemma":[0.9962548,0.000022715341,0.003547932,0.0000011719541,0.000052618125,0.0000052653168,3.699105e-7,0.000019183071,0.000095951895],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993137,0.00002991873,0.00030473337,0.000070612536,0.00013702048,0.00014399945],"domain_scores_gemma":[0.99957204,0.00013164217,0.00005106423,0.00016032421,0.000049610622,0.000035349403],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045803233,0.000089284185,0.00019293065,0.000033554927,0.00005560363,0.000014017779,0.00015667893,0.000027591745,0.000070052454],"category_scores_gemma":[0.00004223887,0.00006528271,0.00008494551,0.00013678455,0.00002450717,0.000054907123,0.000009351345,0.00016456905,0.00000339037],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002260754,0.000088171975,0.0013860888,0.00008742857,0.000074824675,5.182066e-7,0.0009621604,0.98805106,0.0023152027,0.00003765066,0.00010723901,0.006867048],"study_design_scores_gemma":[0.0044323774,0.0019264988,0.118236914,0.00062120054,0.00028627276,0.000059477956,0.0037321812,0.82185966,0.041242402,0.0017076794,0.0050644777,0.00083088374],"about_ca_topic_score_codex":0.000015367528,"about_ca_topic_score_gemma":0.0000097149305,"teacher_disagreement_score":0.16619141,"about_ca_system_score_codex":0.000025875821,"about_ca_system_score_gemma":0.000012323177,"threshold_uncertainty_score":0.26621515},"labels":[],"label_agreement":null},{"id":"W2057944945","doi":"10.4043/23744-ms","title":"Exploring Cementing Practices Throughout the Arctic Region","year":2012,"lang":"en","type":"article","venue":"OTC Arctic Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Permafrost; Arctic; Drilling; Casing; The arctic; Geology; Submarine pipeline; Resource (disambiguation); Environmental resource management; Petroleum engineering; Environmental science; Earth science; Engineering; Computer science; Oceanography","score_opus":0.11744231849809013,"score_gpt":0.2746960771216184,"score_spread":0.1572537586235283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2057944945","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80010396,0.003358206,0.17290111,0.0032251,0.0032426347,0.00045890248,0.0000013768598,0.0043847864,0.012323924],"genre_scores_gemma":[0.9971824,0.0006798505,0.0016496383,0.000030677355,0.00019210581,0.00012119922,0.0000016334174,0.000045106157,0.00009737259],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99880576,0.000020518675,0.0002295624,0.0001905745,0.00013893851,0.0006146661],"domain_scores_gemma":[0.99911577,0.0001474612,0.0001182248,0.0005051205,0.0000526514,0.000060770213],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025750228,0.00021366237,0.00018055091,0.00015426672,0.00017189751,0.000050580817,0.00037276535,0.00012100871,0.000027753676],"category_scores_gemma":[0.00036713248,0.00017569588,0.00004307694,0.00039461305,0.00011849568,0.0006185953,0.00010300068,0.00057857786,0.00010921748],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028904571,0.00027971098,0.26720968,0.001978697,0.001069084,0.00007694094,0.01585881,0.038236607,0.030113269,0.3177686,0.0005503449,0.32682934],"study_design_scores_gemma":[0.0030090578,0.00042076592,0.04140042,0.0036767977,0.0011841322,0.0022504115,0.03557481,0.34135047,0.1486236,0.022418981,0.39389452,0.0061960225],"about_ca_topic_score_codex":0.00003675637,"about_ca_topic_score_gemma":0.000006178319,"teacher_disagreement_score":0.3933442,"about_ca_system_score_codex":0.00007625511,"about_ca_system_score_gemma":0.00001305602,"threshold_uncertainty_score":0.716467},"labels":[],"label_agreement":null},{"id":"W2058039419","doi":"10.2118/169168-pa","title":"Safety Considerations for High-Pressure Air Injection Into Light-Oil Reservoirs and Performance of the Holt Sand Unit Project","year":2015,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Oil and Natural Gas Corporation; University of Calgary; U.S. Department of the Interior","keywords":"Partial pressure; Waste management; Oxygen; Completion (oil and gas wells); Petroleum; Environmental science; High pressure; Fossil fuel; Corrosion; Environmental engineering; Petroleum engineering; Engineering; Geology; Chemistry; Materials science; Metallurgy; Engineering physics","score_opus":0.022142493875805885,"score_gpt":0.2324426735563005,"score_spread":0.2103001796804946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058039419","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96322757,0.0009174842,0.022475405,0.0052282442,0.003813821,0.0010735877,0.000050108436,0.0004757173,0.002738034],"genre_scores_gemma":[0.9844134,0.000092578775,0.013563573,0.000012566018,0.00030141047,0.00008239682,0.000015982805,0.000023876717,0.0014941996],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993522,0.000025609228,0.0002269584,0.00016836068,0.000112309615,0.00011457113],"domain_scores_gemma":[0.99941325,0.000018535238,0.000022908354,0.000260641,0.00024866764,0.00003598831],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023680346,0.000112809095,0.00011729879,0.00009128718,0.00032234972,0.00003881518,0.000056162426,0.00005822606,0.0000052738883],"category_scores_gemma":[0.00018861564,0.00009323478,0.000024246332,0.00025290856,0.0000411747,0.00031222502,0.000022315142,0.00013169205,0.000002168169],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000110025285,0.000009111953,0.00028869484,0.00010308922,0.000031034866,2.9145331e-8,0.0014945052,0.99166656,0.0034534233,0.0005781234,0.0019807646,0.00038366872],"study_design_scores_gemma":[0.00079936854,0.00020265451,0.0012540045,0.00013947987,0.00013611653,0.00004030684,0.00066472543,0.87533253,0.090725005,0.00050944183,0.02981078,0.00038558882],"about_ca_topic_score_codex":0.000077777615,"about_ca_topic_score_gemma":0.00019713442,"teacher_disagreement_score":0.11633403,"about_ca_system_score_codex":0.000031888965,"about_ca_system_score_gemma":0.00007346696,"threshold_uncertainty_score":0.38020042},"labels":[],"label_agreement":null},{"id":"W2058312435","doi":"10.2118/2004-148","title":"Risk Analysis Application for Drilling Operations","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling; Computer science; Petroleum engineering; Geology; Engineering; Mechanical engineering","score_opus":0.007853080181028503,"score_gpt":0.2076161715476676,"score_spread":0.19976309136663908,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058312435","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14266036,0.000039887902,0.85156596,0.00022853403,0.00039599164,0.00008386017,0.00023978444,0.00013375389,0.004651877],"genre_scores_gemma":[0.9957851,0.000053573855,0.0034371214,0.000036371417,0.00015892985,0.00009775791,0.00025339393,0.000019354598,0.00015837382],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936295,0.0000031081468,0.00016643072,0.00016491824,0.0000955562,0.00020706594],"domain_scores_gemma":[0.99951106,0.000020702602,0.000015278973,0.00014860152,0.00012330638,0.00018105208],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000078283585,0.00010920559,0.000111950074,0.00040772333,0.000099551544,0.00009388303,0.0002097006,0.000055171397,0.000048747053],"category_scores_gemma":[0.000036072262,0.00013048813,0.000087143744,0.00019323325,0.000014372258,0.000110996,0.0000049277332,0.000104932566,0.000039807423],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.951457e-7,0.0000022552274,0.00068684097,0.000003656545,0.00019866676,5.723746e-7,0.00005923302,0.98329043,0.0002101731,0.01494043,0.000031474003,0.00057554414],"study_design_scores_gemma":[0.00018727942,0.0000057678767,0.0015590057,0.000008764877,0.000076667835,0.0000011138412,0.000022369866,0.9819212,0.00041208672,0.0006867315,0.01496691,0.00015213586],"about_ca_topic_score_codex":0.016776228,"about_ca_topic_score_gemma":0.16211331,"teacher_disagreement_score":0.85312474,"about_ca_system_score_codex":0.00034893397,"about_ca_system_score_gemma":0.00011701001,"threshold_uncertainty_score":0.9897711},"labels":[],"label_agreement":null},{"id":"W2058347256","doi":"10.2118/170738-ms","title":"Composite Plug Milling Efficiency Improvement through Rheology Control - Lessons Learned from the Horizontal Completions in the Duvernay Shale","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Spark plug; Coiled tubing; Workover; Petroleum engineering; Engineering; Oil shale; Hydraulic fracturing; Completion (oil and gas wells); Well control; Mechanical engineering; Geology; Drilling; Waste management","score_opus":0.025751457768225093,"score_gpt":0.24734335384672676,"score_spread":0.22159189607850166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058347256","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41458887,0.00026830228,0.57743055,0.003608485,0.00018532382,0.000312773,0.00012289429,0.00026092757,0.00322188],"genre_scores_gemma":[0.99894315,0.00025911734,0.00028425507,0.0002700453,0.0001329427,0.000033005206,0.00005503474,0.000013366085,0.0000090987005],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990653,0.00005887117,0.00023938452,0.00021840779,0.00014770756,0.00027032066],"domain_scores_gemma":[0.9993947,0.0002928626,0.000029182691,0.00021607812,0.00003223887,0.000034931098],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003030349,0.00015818141,0.00019610995,0.000027505397,0.0001595747,0.00006496017,0.00021216241,0.00010595639,0.00001727668],"category_scores_gemma":[0.000034757857,0.00010803819,0.000051643783,0.00011645324,0.00012197136,0.00010897554,0.000035358364,0.000391849,0.000014275958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016286799,0.00045787997,0.0028479628,0.00015097899,0.00014823147,0.000034466066,0.008640086,0.15127641,0.39745712,0.36700085,0.004685164,0.06713797],"study_design_scores_gemma":[0.0036278067,0.0010229176,0.020797838,0.00050128344,0.00014261312,0.00004344845,0.0024828215,0.90092325,0.0067752358,0.04769121,0.014880581,0.001110991],"about_ca_topic_score_codex":0.00033564417,"about_ca_topic_score_gemma":0.00021896564,"teacher_disagreement_score":0.74964684,"about_ca_system_score_codex":0.00002798188,"about_ca_system_score_gemma":0.000007911661,"threshold_uncertainty_score":0.44056696},"labels":[],"label_agreement":null},{"id":"W2058400366","doi":"10.2523/iptc-17057-ms","title":"Geomechanical Technology for Seal Integrity Analysis: The Three-Step Approach","year":2013,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Geomechanics; Geology; Pore water pressure; Geotechnical engineering; Petroleum engineering; Overburden; Deformation (meteorology); Hydraulic fracturing; Shear (geology); Petrology","score_opus":0.013744517828131098,"score_gpt":0.22230870264848132,"score_spread":0.20856418482035022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058400366","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.082565136,0.00018598375,0.90736526,0.004961939,0.00048339833,0.00022537255,0.000022846554,0.0013511789,0.0028388875],"genre_scores_gemma":[0.9888607,0.000031415624,0.010153934,0.000039177696,0.000082895305,0.0005812359,0.000031796633,0.000026794196,0.00019204366],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879164,0.000006781864,0.0003153333,0.00032663962,0.00018084484,0.00037878403],"domain_scores_gemma":[0.9991395,0.000076026874,0.000052688803,0.000445877,0.00024088346,0.000045056033],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016336548,0.00022613906,0.0002917601,0.00084538583,0.000079090314,0.00008059422,0.001136034,0.0004069324,0.00009187991],"category_scores_gemma":[0.000107813015,0.00017970023,0.00013925903,0.00069769303,0.00016578517,0.0001127784,0.00013290872,0.0007611956,0.00007465187],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020023137,0.0001500948,0.011748071,0.00007278311,0.00429013,0.0000062393674,0.000055551383,0.2601564,0.00924549,0.65141714,0.0024373657,0.060400754],"study_design_scores_gemma":[0.00023559915,0.000032169508,0.00047749202,0.000011548452,0.00010207559,0.000017028435,0.00013001767,0.97763383,0.0013114293,0.014618518,0.005229577,0.00020068845],"about_ca_topic_score_codex":0.000033062217,"about_ca_topic_score_gemma":0.000073011855,"teacher_disagreement_score":0.9062956,"about_ca_system_score_codex":0.00007833808,"about_ca_system_score_gemma":0.000023092158,"threshold_uncertainty_score":0.73279625},"labels":[],"label_agreement":null},{"id":"W2058499266","doi":"10.2118/0812-0038-jpt","title":"Reelwell Drilling Method Makes Use of Dual-Conduit Drillstring","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"RDM; Underbalanced drilling; Drilling fluid; Annulus (botany); Drilling; Schematic; Engineering; Petroleum engineering; Electrical conduit; Mechanical engineering; Geology; Computer science; Electrical engineering; Materials science","score_opus":0.01627885933051234,"score_gpt":0.23190815133619194,"score_spread":0.2156292920056796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058499266","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61847746,0.0038913074,0.37506407,0.00009838794,0.0015128803,0.000044393924,0.0000043632526,0.00032779708,0.0005793171],"genre_scores_gemma":[0.9277658,0.0003744778,0.071418725,0.000007983705,0.00029038588,0.0000016288001,6.2123206e-7,0.000056807236,0.00008360555],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99844664,0.000023393546,0.0007319548,0.00009903859,0.00021967501,0.00047931375],"domain_scores_gemma":[0.99906635,0.00016733588,0.00025574293,0.00028304814,0.00011001781,0.00011748508],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005731542,0.00021214152,0.00053753174,0.0009829111,0.000031823805,0.000018395462,0.00021594403,0.00028596405,0.000017370694],"category_scores_gemma":[0.00015012638,0.00020058504,0.00017317853,0.00039778964,0.000047750138,0.00030747658,0.00004852651,0.0006534942,0.000007868871],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016090384,0.00005636491,0.008259322,0.00015913355,0.00032731442,0.000043876444,0.0002355054,0.77960765,0.18389575,0.0022720501,0.00039298757,0.024733922],"study_design_scores_gemma":[0.0014880059,0.0003662792,0.0015449802,0.0007053224,0.00032386274,0.0023533446,0.0005661068,0.17086895,0.647963,0.0007625128,0.17217132,0.00088629127],"about_ca_topic_score_codex":0.000005739442,"about_ca_topic_score_gemma":0.0000013432144,"teacher_disagreement_score":0.6087387,"about_ca_system_score_codex":0.00008801078,"about_ca_system_score_gemma":0.000015666368,"threshold_uncertainty_score":0.81796205},"labels":[],"label_agreement":null},{"id":"W2058626238","doi":"10.2118/0215-0078-jpt","title":"Technology Focus: Drilling Technology (February 2015)","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drilling; Witness; Engineering; Emerging technologies; Work (physics); Petroleum industry; Petroleum engineering; Computer science; Mechanical engineering","score_opus":0.007239243271736968,"score_gpt":0.2115101713278397,"score_spread":0.20427092805610272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2058626238","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.678352,0.04056131,0.25579157,0.012216367,0.004468436,0.00018330407,0.000008434861,0.005005242,0.0034133308],"genre_scores_gemma":[0.98396677,0.0005878756,0.014882443,0.000018158858,0.00032974314,0.000012040331,9.881768e-7,0.00010555906,0.00009645089],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99773294,0.000015023207,0.0009221742,0.00025161772,0.0003268086,0.0007514632],"domain_scores_gemma":[0.99856246,0.00003908335,0.00027063605,0.00057337544,0.00035451702,0.0001999179],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004974634,0.00038434964,0.00078913267,0.004955301,0.00006269053,0.000029108327,0.00096063834,0.0010510945,0.000014460846],"category_scores_gemma":[0.0003126223,0.00037126834,0.00015044017,0.0019867113,0.00025273213,0.00023007012,0.00014721109,0.0016595626,0.00010333841],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009760575,0.00027189325,0.02108133,0.00019624717,0.0011213364,0.001779465,0.00024493886,0.69764596,0.07842775,0.025068332,0.023499997,0.15056515],"study_design_scores_gemma":[0.0077779237,0.0033542528,0.00025051847,0.0010876261,0.00043704268,0.015666159,0.0046585314,0.15494494,0.27387568,0.1587837,0.37643462,0.0027290173],"about_ca_topic_score_codex":0.000003779097,"about_ca_topic_score_gemma":0.0000064193455,"teacher_disagreement_score":0.542701,"about_ca_system_score_codex":0.00029912428,"about_ca_system_score_gemma":0.000108245054,"threshold_uncertainty_score":0.99987394},"labels":[],"label_agreement":null},{"id":"W2059717613","doi":"10.2118/0501-0058-jpt","title":"Wellbore-Stability Simulation for Underbalanced Drilling in Highly Depleted Reservoirs","year":2001,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellbore; Underbalanced drilling; Petroleum engineering; Drilling; Geology; Stability (learning theory); Reservoir simulation; Drilling fluid; Computer science; Engineering; Mechanical engineering","score_opus":0.014005835270213707,"score_gpt":0.23434484276420303,"score_spread":0.22033900749398933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059717613","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6830843,0.00046671537,0.31529862,0.00031847108,0.000353836,0.00007057019,0.0000017253785,0.00019717247,0.00020856805],"genre_scores_gemma":[0.9953512,0.00013855199,0.004328833,0.000007908716,0.00011921174,0.000007207543,0.0000017593212,0.000035193916,0.0000101570295],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883753,0.000011753556,0.0005823369,0.00011973959,0.00012704062,0.00032156945],"domain_scores_gemma":[0.99937713,0.00016929311,0.00011360052,0.00019259736,0.00009843276,0.000048926875],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003933302,0.00014303395,0.0003289599,0.0006591001,0.000030979354,0.000014411731,0.00022010255,0.00022696526,0.000005705095],"category_scores_gemma":[0.00021706402,0.0001426347,0.00009427364,0.00046033916,0.000030593073,0.0001323369,0.000015724905,0.00040649265,0.0000019289241],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005983378,0.00001895159,0.0056923586,0.000042798325,0.000026150135,0.000016651044,0.00003322699,0.9827373,0.009294155,0.00019752151,0.000027597192,0.0018534499],"study_design_scores_gemma":[0.0015882363,0.00013093378,0.0009090568,0.00008398693,0.000014910352,0.000033627184,0.000115209376,0.9808611,0.0056761336,0.0031324704,0.0072972854,0.0001569966],"about_ca_topic_score_codex":0.000002145586,"about_ca_topic_score_gemma":0.000023718856,"teacher_disagreement_score":0.31226686,"about_ca_system_score_codex":0.00021030118,"about_ca_system_score_gemma":0.000018238057,"threshold_uncertainty_score":0.58164746},"labels":[],"label_agreement":null},{"id":"W2059822945","doi":"10.3997/2214-4609-pdb.395.iptc-17503-ms","title":"The Field Tests for Measurement of Downhole Weight on Bit (DWOB) and the Calibration of a Real-time DWOB Model","year":2014,"lang":"en","type":"article","venue":"IPTC 2014: International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Rate of penetration; Drill; Drill bit; Bit (key); Computer science; Calibration; Drilling engineering; Simulation; Field (mathematics); Measure (data warehouse); Drill pipe; Measurement while drilling; Engineering; Mechanical engineering; Data mining","score_opus":0.009012058796357308,"score_gpt":0.21337037529092492,"score_spread":0.20435831649456762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059822945","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.096021205,0.00021850198,0.87672955,0.007926774,0.0005923846,0.00033624575,0.000036044723,0.00034548878,0.017793778],"genre_scores_gemma":[0.9984816,0.0002866636,0.0009564099,0.000023373555,0.000035838144,0.000057486664,0.0000035863827,0.000013056499,0.00014202822],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927723,0.000012445571,0.00025276674,0.00012711214,0.00020149835,0.00012895197],"domain_scores_gemma":[0.99916476,0.00033226784,0.000081270846,0.00024099875,0.00016307704,0.00001762355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003800863,0.00011304608,0.0001673101,0.0001222145,0.000046465095,0.000018995448,0.00033343153,0.00010677547,0.000006150223],"category_scores_gemma":[0.0002708161,0.00007489941,0.00003914139,0.000044712237,0.00012630314,0.000045223205,0.00003842285,0.00013500646,0.0000031065513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016941513,0.000039363775,0.0002466787,0.00007504073,0.0002264233,2.6387923e-7,0.00010151681,0.36359766,0.0855062,0.5318078,0.0039372947,0.014292399],"study_design_scores_gemma":[0.0005603336,0.000078758094,0.000048957052,0.00006250138,0.000013357864,0.0000012917292,0.000008501543,0.95635706,0.02856563,0.012287602,0.0019411538,0.00007482079],"about_ca_topic_score_codex":0.000016950371,"about_ca_topic_score_gemma":0.00001793414,"teacher_disagreement_score":0.90246034,"about_ca_system_score_codex":0.000024357349,"about_ca_system_score_gemma":0.00001883518,"threshold_uncertainty_score":0.30543092},"labels":[],"label_agreement":null},{"id":"W2059850462","doi":"10.2118/2006-082","title":"Application of Emulsion Flow for Sealing Leaky Gas Wells","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Emulsion; Flow (mathematics); Computer science; Materials science; Mechanics; Geology; Engineering; Physics; Chemical engineering","score_opus":0.0070229557148325395,"score_gpt":0.19448517994729794,"score_spread":0.1874622242324654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059850462","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16404186,0.00019418911,0.8066718,0.0003835858,0.001159251,0.0001732521,0.0003072995,0.00017234782,0.026896395],"genre_scores_gemma":[0.9967465,0.000019570982,0.0023993738,0.000017210668,0.0002219733,0.000032176817,0.00017979009,0.000022440196,0.00036096148],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937713,0.0000028789434,0.0001946827,0.00012613514,0.0001085191,0.000190624],"domain_scores_gemma":[0.9996181,0.000033136,0.000028287011,0.00011254075,0.00011614025,0.000091770096],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000058312777,0.000100208534,0.00010446773,0.00018821446,0.000030922838,0.00003073516,0.00018065734,0.00005739029,0.00004205496],"category_scores_gemma":[0.000013828549,0.0001205259,0.000047778667,0.0000555756,0.000015834312,0.000069700705,0.000005742375,0.00007198517,0.000018796196],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000240111,0.0000033390554,0.00056974846,0.000032632553,0.000014734141,7.21598e-7,0.000016942515,0.98064744,0.0044665257,0.010893325,0.0010065892,0.002345586],"study_design_scores_gemma":[0.00015887688,0.0000072163416,0.00071572966,0.000034385153,0.000005228387,0.0000018355971,0.000009282592,0.9442924,0.0037258451,0.0008530561,0.050082803,0.000113294234],"about_ca_topic_score_codex":0.00984822,"about_ca_topic_score_gemma":0.013564187,"teacher_disagreement_score":0.83270466,"about_ca_system_score_codex":0.00015695198,"about_ca_system_score_gemma":0.00004255386,"threshold_uncertainty_score":0.9967453},"labels":[],"label_agreement":null},{"id":"W2059923426","doi":"10.2118/128304-ms","title":"Well Integrity Monitoring &amp; Analysis Using Distributed Acoustic Fiber Optic Sensors","year":2010,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Husky Energy (Canada); Encana (Canada)","funders":"","keywords":"Computer science; Signal processing; Fiber optic sensor; Real-time computing; Optical fiber; Electronic engineering; Computer hardware; Digital signal processing; Engineering","score_opus":0.022087875100124308,"score_gpt":0.24626944425945288,"score_spread":0.22418156915932858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2059923426","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80515474,0.000072263916,0.19331092,0.00001346905,0.0005868523,0.00008022675,0.000031333166,0.00038387408,0.00036632342],"genre_scores_gemma":[0.9912797,0.00014266017,0.007976898,0.000002970692,0.00035089534,0.000006136054,0.0001345071,0.000040450963,0.00006573274],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998683,0.000019529645,0.0003359732,0.000339534,0.0001984458,0.00042354525],"domain_scores_gemma":[0.9992541,0.0000894374,0.00005315965,0.00029838458,0.0001256108,0.00017927393],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021988968,0.00030289497,0.00036137484,0.00027700962,0.00016604827,0.00020304687,0.00010515155,0.00023965478,0.00014660225],"category_scores_gemma":[0.00005532662,0.00031984737,0.00012526612,0.0005099445,0.00006130575,0.0002423531,0.000029256127,0.00070907816,0.00006794557],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048394445,0.000013298732,0.0014267022,0.00008962406,0.0001580664,0.000008897239,0.00025322006,0.91807127,0.07893334,0.000096475866,0.000017952298,0.0009263366],"study_design_scores_gemma":[0.00018013264,0.000009888627,0.0011990634,0.00014654516,0.00038756928,0.000021145324,0.00010594163,0.9869545,0.009829222,0.00018590117,0.00054691825,0.00043317958],"about_ca_topic_score_codex":0.0000877118,"about_ca_topic_score_gemma":0.00005259498,"teacher_disagreement_score":0.18612501,"about_ca_system_score_codex":0.000056095207,"about_ca_system_score_gemma":0.000018703991,"threshold_uncertainty_score":0.9999254},"labels":[],"label_agreement":null},{"id":"W2060224460","doi":"10.4043/16624-ms","title":"Managed Pressure Drilling fills a key void in the Evolution of Offshore Drilling Technology","year":2004,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Underbalanced drilling; Drilling; Petroleum engineering; Measurement while drilling; Offshore drilling; Well control; Submarine pipeline; Casing; Engineering; Drilling fluid; Marine engineering; Mechanical engineering; Geology; Geotechnical engineering","score_opus":0.006647685001358043,"score_gpt":0.1941402706340624,"score_spread":0.18749258563270435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060224460","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73004174,0.007100948,0.25300962,0.001535707,0.0004942523,0.0007077846,0.000022917324,0.0023668031,0.004720192],"genre_scores_gemma":[0.99553436,0.0003755356,0.003885697,0.000010448261,0.00004061324,0.000062188505,0.0000084309,0.000048966285,0.000033788376],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982138,0.000022183458,0.00052688137,0.00039864716,0.00023666101,0.00060182554],"domain_scores_gemma":[0.99891293,0.000059167243,0.00009052984,0.00078645546,0.00011250279,0.000038405327],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032045337,0.00035006463,0.00047786837,0.001115599,0.00008107246,0.000026960712,0.000977663,0.0006700299,0.0000140764605],"category_scores_gemma":[0.0001250072,0.00031149495,0.00007917771,0.001765008,0.00031937766,0.00012602619,0.00010187477,0.0009992754,0.000021804997],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010584925,0.00007201708,0.004422397,0.00028068435,0.00013998433,0.00005101074,0.0010808291,0.82848877,0.014622549,0.13942465,0.00005983654,0.011346681],"study_design_scores_gemma":[0.0038280564,0.00057899737,0.0044747298,0.0033647772,0.00041648847,0.00035716099,0.014615127,0.6147833,0.15986212,0.16897252,0.026019817,0.0027269018],"about_ca_topic_score_codex":0.000058590536,"about_ca_topic_score_gemma":0.00017550474,"teacher_disagreement_score":0.26549256,"about_ca_system_score_codex":0.00014413607,"about_ca_system_score_gemma":0.00006660841,"threshold_uncertainty_score":0.9999337},"labels":[],"label_agreement":null},{"id":"W2060271203","doi":"10.2118/157921-ms","title":"Challenges While Performing Infill Cementing Amongst Existing SAGD Wells","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Infill; Drilling; Petroleum engineering; Wellbore; Lost circulation; Completion (oil and gas wells); Drilling fluid; Oil well; Geology; Engineering; Civil engineering; Mechanical engineering","score_opus":0.046809700830667156,"score_gpt":0.21490952370632108,"score_spread":0.16809982287565392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060271203","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4192493,0.008354654,0.0020840734,0.00046855863,0.0048653744,0.00014396131,0.00003094564,0.00091980456,0.56388336],"genre_scores_gemma":[0.9973287,0.00072873913,0.00067274977,0.000058350393,0.0004871855,0.000013968193,0.000013752668,0.000062458625,0.0006340969],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982656,0.0000151661925,0.00031264295,0.00021392701,0.00029657775,0.0008960913],"domain_scores_gemma":[0.9992303,0.00007528198,0.000045000146,0.00028001115,0.000063613814,0.00030574825],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026739066,0.00028687943,0.00026669577,0.00007506059,0.00014628249,0.000058665137,0.00019338747,0.00008487004,0.00016436446],"category_scores_gemma":[0.00005001272,0.00031937653,0.00004095017,0.00012533239,0.00002261206,0.00028410906,0.00004586455,0.00033138462,0.000032946224],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012486537,0.000050901257,0.007709107,0.002872138,0.00030709468,0.000059262333,0.004577118,0.1593491,0.003374854,0.007582267,0.008642445,0.8054632],"study_design_scores_gemma":[0.00073588436,0.000044672448,0.0066779717,0.0013434732,0.0000910341,0.0000644844,0.0038769608,0.32700384,0.020227274,0.0000684809,0.6375883,0.0022775782],"about_ca_topic_score_codex":0.07589015,"about_ca_topic_score_gemma":0.15988874,"teacher_disagreement_score":0.80318564,"about_ca_system_score_codex":0.00026416566,"about_ca_system_score_gemma":0.00015776511,"threshold_uncertainty_score":0.99992585},"labels":[],"label_agreement":null},{"id":"W2060451392","doi":"10.2118/167725-ms","title":"Numerous Technological Improvements Slash Drilling Times in the Horn River Basin","year":2014,"lang":"en","type":"article","venue":"SPE/EAGE European Unconventional Resources Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Drilling; Drill; Petroleum engineering; Casing; Well drilling; Petroleum; French horn; Asset (computer security); Engineering; Mining engineering; Geology; Environmental science; Computer science; Mechanical engineering","score_opus":0.010317203038507528,"score_gpt":0.18738856733275883,"score_spread":0.1770713642942513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060451392","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9052852,0.0001673432,0.049024887,0.00016030991,0.00017243762,0.00016325834,0.000008948849,0.0003096655,0.04470797],"genre_scores_gemma":[0.9989542,0.00012331366,0.0003533137,0.00009250125,0.0001610292,0.000007718924,0.000035416077,0.000026140635,0.00024640924],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989007,0.00012099341,0.00026045612,0.00024205045,0.00021621825,0.00025958766],"domain_scores_gemma":[0.999637,0.000085624895,0.00003913979,0.00016490101,0.000023283386,0.000050070095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070051564,0.00018308044,0.00014990948,0.00012387353,0.0000997022,0.00011952355,0.00018078547,0.000061956016,0.000071878676],"category_scores_gemma":[0.00004743982,0.00014760256,0.00005990435,0.00014673702,0.00011290214,0.00012112928,0.000045386525,0.00028170153,0.00011878012],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013813305,0.00050309766,0.013458181,0.0011358921,0.0003122313,0.00049505883,0.00778442,0.14301367,0.033954974,0.14831284,0.0033299597,0.64756155],"study_design_scores_gemma":[0.0041695107,0.00056949793,0.07418382,0.0019822556,0.00013085801,0.00020360229,0.0018144483,0.71894246,0.0074533103,0.036780532,0.15153122,0.0022384503],"about_ca_topic_score_codex":0.000010267869,"about_ca_topic_score_gemma":0.0000049460655,"teacher_disagreement_score":0.6453231,"about_ca_system_score_codex":0.00002247138,"about_ca_system_score_gemma":0.000003644176,"threshold_uncertainty_score":0.60190576},"labels":[],"label_agreement":null},{"id":"W2060690594","doi":"10.2118/172572-ms","title":"Non- Coiled Tubing Stimulation of Water Injectors","year":2015,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Solubility; Water injection (oil production); Injector; Carbonate; Precipitation; Calcium carbonate; Chelation; Anhydrite; Seawater; Sulfate; Chemistry; Calcium; Petroleum engineering; Geology; Gypsum; Materials science; Inorganic chemistry; Metallurgy; Organic chemistry; Meteorology; Oceanography","score_opus":0.011355726155508165,"score_gpt":0.19110815048533122,"score_spread":0.17975242432982305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060690594","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8979615,0.000024191551,0.088658966,0.0000036310814,0.00036093727,0.000039950657,3.8432e-7,0.00025340446,0.012697054],"genre_scores_gemma":[0.99882746,0.0000017768941,0.0009368793,0.000002694603,0.00004511049,0.0000015791703,0.00000535933,0.00001760594,0.00016153295],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996496,0.0000017697039,0.00011468165,0.00004744528,0.0000750562,0.00011147853],"domain_scores_gemma":[0.99983394,0.0000083017585,0.0000043979476,0.00008150141,0.000025019002,0.000046847836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008302475,0.000062694555,0.00008643169,0.000055591863,0.000006016072,0.0000069138705,0.00003780983,0.00003287765,0.000025867408],"category_scores_gemma":[0.000005602356,0.000048047412,0.000019502984,0.00005185126,0.0000046005057,0.0000668735,0.000008672958,0.000041679443,0.000041532792],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011978298,0.0000023981493,0.00077301584,0.000022853355,0.000008944233,4.0444363e-7,0.00038383118,0.98238766,0.01578366,0.000019024334,0.00023259506,0.00038439414],"study_design_scores_gemma":[0.00017902824,0.000011956308,0.00025902406,0.000013765243,0.0000040816763,6.115873e-7,0.000030304966,0.8227227,0.1762415,0.000031725536,0.00043149712,0.00007381227],"about_ca_topic_score_codex":0.00001946491,"about_ca_topic_score_gemma":0.0000014920535,"teacher_disagreement_score":0.16045785,"about_ca_system_score_codex":0.00002044271,"about_ca_system_score_gemma":0.000002987135,"threshold_uncertainty_score":0.19593166},"labels":[],"label_agreement":null},{"id":"W2060714561","doi":"10.2118/106639-ms","title":"16Cr Coiled-Tubing Field Trial at Prudhoe Bay, Alaska","year":2007,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BP (Canada)","funders":"","keywords":"Abrasive; Materials science; Abrasion (mechanical); Field (mathematics); Forensic engineering; Composite material; Engineering","score_opus":0.01188947538999534,"score_gpt":0.2294004671334889,"score_spread":0.21751099174349356,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060714561","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89938945,0.0007671853,0.087267675,0.0001144235,0.0014530444,0.00028741072,0.000007277546,0.00043362554,0.010279882],"genre_scores_gemma":[0.99741966,0.00072322314,0.00023161738,0.00004724281,0.00037181927,0.000019639108,0.00007177359,0.000042330397,0.001072698],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99834114,0.000037240232,0.0005744762,0.0003888153,0.0002026114,0.00045569334],"domain_scores_gemma":[0.99929136,0.00015636926,0.00008902607,0.00020311566,0.00007121035,0.00018893424],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00058770773,0.0003145257,0.00033795915,0.00021422902,0.00020173503,0.00020472993,0.00009413579,0.00022558669,0.00033154583],"category_scores_gemma":[0.00005080261,0.00033434844,0.00015485974,0.00014613809,0.00005535656,0.00031935214,0.00007374081,0.00033090613,0.00006656949],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.01575798,0.001162287,0.012186824,0.0070133046,0.0014953763,0.00046948655,0.009955535,0.037391324,0.09664188,0.020561598,0.022744805,0.7746196],"study_design_scores_gemma":[0.066047624,0.004123219,0.0041518733,0.010460704,0.00065220566,0.00049266114,0.0035015396,0.6427235,0.22273265,0.0067753773,0.03379403,0.004544609],"about_ca_topic_score_codex":0.00006491029,"about_ca_topic_score_gemma":0.0001481682,"teacher_disagreement_score":0.77007496,"about_ca_system_score_codex":0.00007609912,"about_ca_system_score_gemma":0.000010913521,"threshold_uncertainty_score":0.99991083},"labels":[],"label_agreement":null},{"id":"W2060949877","doi":"10.2118/132372-ms","title":"Review of Cuttings Transport in Directional Well Drilling: Systematic Approach","year":2010,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":106,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Drilling fluid; Petroleum engineering; Measurement while drilling; Casing; Borehole; Directional drilling; Drill pipe; Controllability; Mechanical engineering; Engineering; Drag; Drill; Lost circulation; Computer science; Geotechnical engineering; Aerospace engineering; Mathematics","score_opus":0.010829766672303663,"score_gpt":0.2082687373944839,"score_spread":0.19743897072218022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060949877","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71373737,0.09930386,0.068184525,0.00089778303,0.0046182587,0.0036216895,0.00002034103,0.0025328167,0.10708337],"genre_scores_gemma":[0.9851164,0.0037914608,0.01027216,0.00013699383,0.00032603738,0.00006129464,0.000027692928,0.00009267261,0.00017529249],"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","domain_scores_codex":[0.9985879,0.000022149039,0.00064929324,0.00020835637,0.00027223694,0.00026004648],"domain_scores_gemma":[0.9994505,0.000116670104,0.000098966506,0.00021209355,0.000049892096,0.0000718569],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007077609,0.00020467331,0.0004650874,0.00014277393,0.00002556019,0.0000089788255,0.00018221949,0.000094389274,0.000010385038],"category_scores_gemma":[0.000050614704,0.00019905958,0.000129195,0.0002503668,0.00003161769,0.00008703311,0.00001023637,0.00036873826,0.00001631133],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001120821,0.00012910848,0.02953495,0.6231056,0.00015889617,0.000022202452,0.00086167007,0.32556942,0.019131975,0.0006246805,0.0004680845,0.00038224718],"study_design_scores_gemma":[0.0017322112,0.00007157053,0.008001836,0.5949572,0.00036005044,0.0006805842,0.00032743748,0.3519115,0.013001799,0.00036403383,0.026013507,0.0025782732],"about_ca_topic_score_codex":0.00002540293,"about_ca_topic_score_gemma":0.000018099803,"teacher_disagreement_score":0.27137905,"about_ca_system_score_codex":0.00002749932,"about_ca_system_score_gemma":0.000016441963,"threshold_uncertainty_score":0.8117414},"labels":[],"label_agreement":null},{"id":"W2060957132","doi":"10.2118/00-10-das","title":"Horizontal and Multi-Lateral Wells: Performance Analysis-An Art or a Science?","year":2000,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Directional drilling; Drilling; Workover; Petroleum engineering; Drill; Geology; Tripping; Infill; Water well; Horizontal and vertical; Engineering; Geotechnical engineering; Mechanical engineering; Civil engineering","score_opus":0.0062264192886499915,"score_gpt":0.19305505628963068,"score_spread":0.18682863700098068,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2060957132","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9973252,0.00024322675,0.0006404947,0.00020094261,0.00018081166,0.000023043214,0.0000045138645,0.00008928508,0.0012925247],"genre_scores_gemma":[0.99573183,0.00042585406,0.003319444,0.000024224275,0.000065469714,0.0000013061765,0.0000010657755,0.00001861692,0.00041220975],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990026,0.0000047865556,0.00028915342,0.0001258693,0.0001424992,0.00043509123],"domain_scores_gemma":[0.9993589,0.00000633311,0.000037672125,0.00017420475,0.000048456972,0.0003744315],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023723416,0.00013773207,0.00028397513,0.0044234865,0.00009779504,0.000057216337,0.00030430467,0.00012522345,0.00012663558],"category_scores_gemma":[0.000012727,0.000119066724,0.000052408213,0.0018189808,0.00014553481,0.00032450462,0.0000075104635,0.00036691947,0.000023110357],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050147595,0.000039010254,0.023245567,0.000050247392,0.00061984215,0.00056206,0.00033040668,0.84595037,0.0051106145,0.00020157137,0.0006973136,0.12314283],"study_design_scores_gemma":[0.000578572,0.00040203708,0.007550329,0.000038467257,0.00014296408,0.0009782008,0.00008942922,0.910154,0.0010803322,0.0000151391505,0.0786891,0.0002814568],"about_ca_topic_score_codex":0.00050037354,"about_ca_topic_score_gemma":0.013073844,"teacher_disagreement_score":0.12286137,"about_ca_system_score_codex":0.00017749226,"about_ca_system_score_gemma":0.00015551518,"threshold_uncertainty_score":0.72955114},"labels":[],"label_agreement":null},{"id":"W2061195286","doi":"10.4043/23765-ms","title":"Methods for Efficient and Safe 3D Seismic Acquisition in Arctic Conditions","year":2012,"lang":"en","type":"article","venue":"OTC Arctic Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Arctic; Environmental science; Snow; Visibility; Crew; Submarine pipeline; Meteorology; Kilometer; Physical geography; Geology; Geography; Engineering; Aeronautics; Oceanography; Transport engineering","score_opus":0.012290090134065016,"score_gpt":0.2756219302406056,"score_spread":0.2633318401065406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061195286","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19503337,0.0008304941,0.8024672,0.00022910637,0.00033416133,0.00022379363,0.0000066479165,0.00043317626,0.00044203806],"genre_scores_gemma":[0.9444354,0.000058391142,0.055266496,0.000024361056,0.000027279713,0.00013057173,0.000008208481,0.000023051942,0.000026206159],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923384,0.000016378497,0.0001770856,0.00015539555,0.00003849629,0.00037880606],"domain_scores_gemma":[0.999546,0.00015129379,0.000022358921,0.00018758189,0.000034236753,0.000058518082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024405368,0.00014252056,0.00018544636,0.0003059914,0.00005225486,0.000013000816,0.000096309086,0.00017573933,0.000030882034],"category_scores_gemma":[0.00009630351,0.00015555647,0.000022613987,0.0002315348,0.00009189568,0.00006632019,0.000032646818,0.00021939143,0.000014035998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025308324,0.00025477656,0.021880357,0.0016834971,0.00021627959,0.000008257586,0.0022600638,0.45769227,0.0815098,0.18352725,0.00010298013,0.25083917],"study_design_scores_gemma":[0.00050034665,0.000040693605,0.0043061124,0.00019704574,0.000038708415,0.000058825142,0.0001775076,0.976976,0.006857137,0.008019854,0.002513577,0.0003142038],"about_ca_topic_score_codex":0.00000892386,"about_ca_topic_score_gemma":0.0000022788292,"teacher_disagreement_score":0.74940205,"about_ca_system_score_codex":0.00007824435,"about_ca_system_score_gemma":0.000010575565,"threshold_uncertainty_score":0.6343408},"labels":[],"label_agreement":null},{"id":"W2061209227","doi":"10.2118/170753-ms","title":"Use of a Non-Invasive, Non-Damaging Blocking Agent for Improved Cleaning in Low Bottomhole Pressure Wells","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Petroleum engineering; Lost circulation; Materials science; Permeability (electromagnetism); Blocking (statistics); Micelle; Chemical engineering; Chemistry; Geology; Engineering; Aqueous solution; Computer science; Membrane; Metallurgy; Drilling fluid","score_opus":0.01308668102721494,"score_gpt":0.22202546946544893,"score_spread":0.208938788438234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061209227","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49879098,0.000078573656,0.49928913,0.00009066416,0.00016441362,0.0005082878,0.000054480843,0.00027161808,0.000751855],"genre_scores_gemma":[0.9950973,0.00013142572,0.0045552435,0.00004045174,0.000070086935,0.00002594146,0.00002111149,0.000028927485,0.000029504286],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911225,0.000010272176,0.0002952292,0.00022198283,0.0000808644,0.0002794228],"domain_scores_gemma":[0.9995428,0.000118680444,0.00004357471,0.00016314897,0.00007132991,0.0000605208],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020629882,0.00016623455,0.00026212065,0.00012482138,0.000037503116,0.000048847418,0.00008440656,0.00013202328,0.0000045335164],"category_scores_gemma":[0.00008257372,0.00017464423,0.00005619062,0.00012479714,0.000037448477,0.00026020853,0.00003949817,0.00020232843,0.0000017570219],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006353266,0.000084738334,0.0008267885,0.0017306064,0.00004721948,0.0000048876313,0.0008411593,0.28796178,0.6738669,0.0009558983,0.0010769189,0.03253954],"study_design_scores_gemma":[0.0005263793,0.00013118444,0.0018126633,0.0011352337,0.000028017439,0.0000035765693,0.0000929485,0.9373965,0.05663819,0.00040100628,0.0015467481,0.00028750792],"about_ca_topic_score_codex":0.00004610913,"about_ca_topic_score_gemma":0.00003068458,"teacher_disagreement_score":0.64943475,"about_ca_system_score_codex":0.000017808643,"about_ca_system_score_gemma":0.000012680566,"threshold_uncertainty_score":0.7121785},"labels":[],"label_agreement":null},{"id":"W2061217002","doi":"10.2118/143331-pa","title":"Inversion of Distributed-Temperature-Sensing Logs To Measure Zonal Coverage During and After Wellbore Treatments With Coiled Tubing","year":2012,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Suncor Energy Incorporated; Georgia Institute of Technology","keywords":"Petroleum engineering; Inversion (geology); Wellbore; Coiled tubing; Geology; Workflow; Carbonate; Reservoir modeling; Materials science; Seismology; Computer science","score_opus":0.005354936733543714,"score_gpt":0.17955920112711368,"score_spread":0.17420426439356998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061217002","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9759988,0.00025276086,0.022696886,0.00017842563,0.00039985497,0.00021911298,0.000025925887,0.00012739765,0.00010083296],"genre_scores_gemma":[0.99235904,0.00004962892,0.007138508,0.000007644235,0.0002376144,0.000011940709,0.000047913738,0.000028805418,0.00011891411],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99933296,0.000013792867,0.00015075582,0.00016720762,0.00013558268,0.00019970883],"domain_scores_gemma":[0.9996509,0.0000050885046,0.000011863208,0.00015627325,0.00007223881,0.00010366546],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007607854,0.0001513852,0.00013904148,0.00009621834,0.00012281696,0.00004017521,0.000026497255,0.00005033967,0.000017543283],"category_scores_gemma":[0.000017558654,0.00013646627,0.000022591916,0.00022654244,0.000016438224,0.00032223837,0.000015255269,0.00011564961,0.00000910399],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025359495,0.000022026785,0.0035009938,0.00005630838,0.00005552596,0.0000014369064,0.0009227579,0.9104841,0.08443872,0.0000125984625,0.000054712094,0.00042546008],"study_design_scores_gemma":[0.0022700485,0.00021516132,0.05460824,0.0010829725,0.00040424342,0.00026002084,0.0008337968,0.13056919,0.80593824,0.000014030289,0.0023371954,0.0014668389],"about_ca_topic_score_codex":0.000008727454,"about_ca_topic_score_gemma":0.000028508759,"teacher_disagreement_score":0.7799149,"about_ca_system_score_codex":0.000079528276,"about_ca_system_score_gemma":0.000010542196,"threshold_uncertainty_score":0.5564933},"labels":[],"label_agreement":null},{"id":"W2061302246","doi":"10.1115/ipc2004-0408","title":"Design and Construction of Pipeline Integrated Oil Storage Caverns","year":2004,"lang":"en","type":"article","venue":"2004 International Pipeline Conference, Volumes 1, 2, and 3","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pipeline transport; Oil storage; Crude oil; Pipeline (software); Work (physics); Petroleum engineering; Engineering; Environmental science; Civil engineering; Waste management; Environmental engineering","score_opus":0.009949433246622093,"score_gpt":0.19997241256309065,"score_spread":0.19002297931646855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061302246","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.121954136,0.00081737526,0.87348616,0.00010649289,0.00076511805,0.000060879625,0.000046862733,0.00017933904,0.0025836236],"genre_scores_gemma":[0.9820472,0.0013821946,0.015202349,0.000016917898,0.00015067522,0.0000061323267,0.000055035864,0.000024239851,0.0011152697],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916595,0.000011694738,0.00031488802,0.00018592847,0.00016092476,0.00016058914],"domain_scores_gemma":[0.99954724,0.000029782037,0.000051576044,0.00010004382,0.00018688111,0.000084478204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012249818,0.00018813506,0.00021605383,0.00017227542,0.000034275825,0.000050602775,0.00010961781,0.000094268216,0.00007411185],"category_scores_gemma":[0.000042095508,0.00018726269,0.00003285242,0.00010372479,0.000099590114,0.00015166771,0.000018523298,0.00017389482,0.000007876154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000069218,0.00007530908,0.00091876223,0.00022698024,0.000160061,0.000016811198,0.0007355421,0.8360286,0.010180475,0.009351058,0.0011310666,0.14110613],"study_design_scores_gemma":[0.0011414749,0.000038149105,0.00023149788,0.00024189908,0.000029467223,0.00006245682,0.00016832659,0.98462754,0.0045906515,0.0013858996,0.0072022616,0.00028036672],"about_ca_topic_score_codex":0.00011344515,"about_ca_topic_score_gemma":0.000022032653,"teacher_disagreement_score":0.86009306,"about_ca_system_score_codex":0.00005483265,"about_ca_system_score_gemma":0.00004957388,"threshold_uncertainty_score":0.76363504},"labels":[],"label_agreement":null},{"id":"W2061579928","doi":"10.2118/100140-ms","title":"Challenges in Planning, Installation, and Operation of Coiled-Tubing Drilling Equipment on a North Sea Platform","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"CTD; Drilling; Marine engineering; Service (business); North sea; Investment (military); Petroleum industry; Petroleum engineering; Oceanography; Engineering; Geology; Business; Mechanical engineering","score_opus":0.029368892273411017,"score_gpt":0.21523509018495166,"score_spread":0.18586619791154063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2061579928","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95894086,0.0013443715,0.009308966,0.0000146854845,0.00008851895,0.00009264002,0.0000013642826,0.00015441228,0.030054174],"genre_scores_gemma":[0.9988887,0.00041467327,0.0005797537,0.0000037552254,0.00004894431,0.0000058469604,0.000015213908,0.000018835108,0.000024325183],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99940413,0.0000030611327,0.00022603276,0.00011842908,0.00010286282,0.00014548091],"domain_scores_gemma":[0.99983376,0.000033027918,0.000017165514,0.00007953388,0.000012148788,0.000024381838],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009615406,0.00011098141,0.00013323576,0.00014725134,0.00002193586,0.000016984446,0.000033763674,0.000046951965,0.0000042089155],"category_scores_gemma":[0.000004361039,0.00010966203,0.00001467102,0.000074828946,0.000007083544,0.0001182061,0.000010092164,0.000080895,0.0000021961728],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028798129,0.000009456796,0.008573401,0.00007866084,0.00000706721,0.0000019833337,0.00039380667,0.9845048,0.00034773565,0.0011716533,0.000014234251,0.0048943143],"study_design_scores_gemma":[0.0003217152,0.000034783945,0.024125064,0.000165983,0.0000033143497,0.0000017678417,0.000094294104,0.9712145,0.0033627218,0.00006898101,0.0004531512,0.00015376523],"about_ca_topic_score_codex":0.000046584475,"about_ca_topic_score_gemma":0.00028802507,"teacher_disagreement_score":0.039947785,"about_ca_system_score_codex":0.000038528597,"about_ca_system_score_gemma":0.0000043657597,"threshold_uncertainty_score":0.4471888},"labels":[],"label_agreement":null},{"id":"W2062343554","doi":"10.2118/170888-ms","title":"Extending Lateral Length Using Casing Floatation to Reduce Field Development Cost in Shale Gas Plays","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Casing; Petroleum engineering; Completion (oil and gas wells); Gas lift; Oil shale; Directional drilling; Drilling; Geology; Engineering; Mechanical engineering","score_opus":0.024502029039504002,"score_gpt":0.2610163000042678,"score_spread":0.2365142709647638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062343554","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79081136,0.000023618075,0.20741503,0.0000683576,0.00010687882,0.00013389836,0.0000036041563,0.0001890006,0.0012482458],"genre_scores_gemma":[0.99323094,0.000029986242,0.0065529523,0.00004643867,0.000081147344,0.000012799594,0.00001766582,0.000016861182,0.0000112322],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992169,0.00001311378,0.0002263114,0.0001923036,0.00010049768,0.00025084638],"domain_scores_gemma":[0.9997362,0.000043072054,0.000015784011,0.000089320645,0.00003055198,0.00008506791],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019894153,0.00013201345,0.00014615242,0.0001399893,0.00006052631,0.000057267527,0.000056919664,0.000099733625,0.000013543164],"category_scores_gemma":[0.000048468286,0.0001442987,0.00001659087,0.0001402787,0.000011359856,0.00021242304,0.000030477751,0.00018052052,0.000010877651],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000087993336,0.00007374784,0.0018007852,0.00040917986,0.000024231,0.00004207776,0.0043179207,0.2910111,0.35288966,0.0055147745,0.00065376284,0.3431748],"study_design_scores_gemma":[0.0008035137,0.00018994683,0.00887548,0.001720364,0.00001894589,0.00007372813,0.00042721338,0.7873617,0.19496818,0.0014484989,0.0031042842,0.0010081929],"about_ca_topic_score_codex":0.00003832022,"about_ca_topic_score_gemma":0.000058233974,"teacher_disagreement_score":0.49635056,"about_ca_system_score_codex":0.00007669104,"about_ca_system_score_gemma":0.000012561332,"threshold_uncertainty_score":0.588433},"labels":[],"label_agreement":null},{"id":"W2062558742","doi":"10.2118/2007-183","title":"Heavy Oil-in-Water Emulsion as a Novel Sealant in the Near Well Bore Region","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Sealant; Emulsion; Petroleum engineering; Materials science; Environmental science; Geology; Composite material; Engineering; Chemical engineering","score_opus":0.012049979783600994,"score_gpt":0.20811482026361863,"score_spread":0.19606484048001763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062558742","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9126906,0.000051339033,0.0034926326,0.0015686627,0.00075289875,0.0000448453,0.00000972214,0.00005710936,0.081332184],"genre_scores_gemma":[0.9987031,0.000040579558,0.00007651394,0.0002573037,0.000114475755,0.000008997812,0.000039739083,0.000020071824,0.000739222],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903476,0.000008195108,0.00019479616,0.0001629066,0.00018545508,0.00041386357],"domain_scores_gemma":[0.99961,0.00004156712,0.00001250702,0.00015659106,0.000037331665,0.00014198496],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023163203,0.00013690749,0.00010432234,0.00030788276,0.00003737391,0.00009994764,0.00033955363,0.000080437996,0.00007431397],"category_scores_gemma":[0.000020971074,0.00011265627,0.00003383341,0.000105924635,0.000024947734,0.00010026101,0.000012197897,0.0003063671,0.000108368076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004518016,0.000041964206,0.011228911,0.00006405706,0.00003961513,0.00093096297,0.0029090238,0.9627612,0.0027546298,0.012963138,0.0019850512,0.004276273],"study_design_scores_gemma":[0.0006393578,0.00002606299,0.016806021,0.00023188685,0.000004060732,0.0001321407,0.00029929148,0.77045065,0.0013474817,0.00018678974,0.20952378,0.0003525004],"about_ca_topic_score_codex":0.026611187,"about_ca_topic_score_gemma":0.14759386,"teacher_disagreement_score":0.20753872,"about_ca_system_score_codex":0.00035007525,"about_ca_system_score_gemma":0.000059810776,"threshold_uncertainty_score":0.9798707},"labels":[],"label_agreement":null},{"id":"W2062631952","doi":"10.2118/1104-0064-jpt","title":"Environmental Aspects of the Use and Disposal of Nonaqueous Drilling Fluids","year":2004,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Drilling; Produced water; Environmental science; Waste management; Engineering; Mechanical engineering","score_opus":0.004404527555891421,"score_gpt":0.16054216402554866,"score_spread":0.15613763646965725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2062631952","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9842284,0.0011683144,0.014135479,0.00009745154,0.00025170905,0.000022364165,0.0000045141,0.00003421486,0.000057556903],"genre_scores_gemma":[0.99748874,0.00031945363,0.0021239982,0.0000035296976,0.000038287053,4.3061746e-7,1.4274285e-7,0.000019333034,0.0000060644134],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993279,0.0000050664503,0.00033801992,0.000057324105,0.0001333755,0.00013829062],"domain_scores_gemma":[0.99966574,0.000027583857,0.00011373304,0.00014833064,0.0000142147155,0.000030372785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007766628,0.000100697835,0.00024014151,0.00021910774,0.0000191722,0.00000634015,0.00017340989,0.00011408169,0.000003459119],"category_scores_gemma":[0.000034393095,0.00007688618,0.000077115736,0.00011282637,0.000116605435,0.00008121086,0.000039533505,0.00029223127,5.387284e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000781624,0.00003182509,0.004392044,0.000042225503,0.00008175376,0.000021037918,0.00007665618,0.6165952,0.3746922,0.001768105,0.0000059060953,0.00228524],"study_design_scores_gemma":[0.00283287,0.00074130774,0.018298578,0.00070296094,0.00019207894,0.0018795172,0.00034007468,0.048251167,0.918198,0.0041219364,0.004005784,0.00043575378],"about_ca_topic_score_codex":0.0000029195892,"about_ca_topic_score_gemma":0.000002002377,"teacher_disagreement_score":0.568344,"about_ca_system_score_codex":0.00005834808,"about_ca_system_score_gemma":0.0000139699505,"threshold_uncertainty_score":0.31353274},"labels":[],"label_agreement":null},{"id":"W2063324217","doi":"10.1243/09544062jmes968","title":"Vibration analysis of drillstrings with string—borehole interaction","year":2008,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part C Journal of Mechanical Engineering Science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"King Abdulaziz City for Science and Technology; King Fahd University of Petroleum and Minerals","keywords":"Vibration; Structural engineering; Drill string; Inertia; Borehole; Modal analysis; Finite element method; Engineering; Mechanics; Physics; Drilling; Classical mechanics; Mechanical engineering; Geotechnical engineering; Acoustics","score_opus":0.011047448995533189,"score_gpt":0.2059338338172532,"score_spread":0.19488638482172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063324217","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7478068,0.00008816476,0.25090528,0.000034341483,0.0008509399,0.00013019165,0.000007980739,0.00007783061,0.00009848778],"genre_scores_gemma":[0.9903568,0.0001193867,0.009411791,0.000004528988,0.00007442285,0.0000033606602,7.353167e-7,0.000024484452,0.0000044827775],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9972088,0.0000050485314,0.0011254449,0.00021626633,0.0011099263,0.00033454993],"domain_scores_gemma":[0.9982317,0.00009784303,0.00052776915,0.00019656138,0.0007530928,0.00019301556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00100731,0.00026551864,0.00071122043,0.0009592519,0.00007874523,0.000019801933,0.000777249,0.00013105325,0.0000073750302],"category_scores_gemma":[0.000673885,0.00020294562,0.00033774113,0.0032861035,0.0002038827,0.0007907358,0.00008125203,0.00050326023,3.867153e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029914436,0.00003877189,0.00003200722,0.00012033769,0.00022749684,0.0000011366872,0.00009739332,0.7413526,0.24643242,0.011528377,0.000013046879,0.00012647125],"study_design_scores_gemma":[0.00032993272,0.00018097743,0.00027999107,0.00043837226,0.00026902196,0.00006224355,0.000052233692,0.48637527,0.51171637,0.000031070693,0.00010629821,0.00015819407],"about_ca_topic_score_codex":0.0000051448637,"about_ca_topic_score_gemma":4.981717e-7,"teacher_disagreement_score":0.26528394,"about_ca_system_score_codex":0.00017483078,"about_ca_system_score_gemma":0.0001180567,"threshold_uncertainty_score":0.82758826},"labels":[],"label_agreement":null},{"id":"W2063591529","doi":"10.2118/2005-222","title":"Case History: Successful LWD Formation Evaluation and Drilling for Petro-Canada, at Wilson Creek, Alberta","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Drilling; Geology; Petroleum engineering; Mining engineering; Engineering","score_opus":0.01838544856036599,"score_gpt":0.20605408485241594,"score_spread":0.18766863629204994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2063591529","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9620359,0.0005484782,0.013493729,0.0008361676,0.0016180287,0.00022192192,0.00013557861,0.00007416247,0.021036025],"genre_scores_gemma":[0.9970064,0.000035376284,0.00037973296,0.000107223685,0.00027089263,0.000064837484,0.00016747565,0.000029420655,0.0019386227],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999031,0.000010492182,0.00023390644,0.00019521832,0.00023281098,0.000296545],"domain_scores_gemma":[0.99927914,0.000083717314,0.000044088,0.00012989496,0.00019408169,0.00026904925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016288503,0.0001586532,0.00012979207,0.00017688538,0.00010653329,0.00008241313,0.00014222419,0.0000682338,0.0004129323],"category_scores_gemma":[0.00008896594,0.00020751063,0.000033123175,0.000035331093,0.000019417188,0.00033864792,0.00001299793,0.00010812796,0.000011047156],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000114776,0.000005271594,0.0013587085,0.00008759122,0.0000960752,0.000056828078,0.00048740822,0.95978266,0.0003823469,0.0021082854,0.024027335,0.011595984],"study_design_scores_gemma":[0.0002836062,0.000007446804,0.00015766446,0.00002756737,0.000017114568,0.00021270117,0.000038091257,0.72466034,0.00012479693,0.00001919641,0.27428257,0.00016888355],"about_ca_topic_score_codex":0.58245116,"about_ca_topic_score_gemma":0.9948494,"teacher_disagreement_score":0.41239822,"about_ca_system_score_codex":0.0041176495,"about_ca_system_score_gemma":0.00038140197,"threshold_uncertainty_score":0.9997054},"labels":[],"label_agreement":null},{"id":"W2064102763","doi":"10.2118/163922-ms","title":"Zone Abandonment with E-Line Inflatable Bridge Plug Provides Work-Around for Platform with Coiled-Tubing Access Limitations","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inflatable; Coiled tubing; Spark plug; Wireline; Bridge (graph theory); Geology; Engineering; Tractor; Mechanical engineering; Petroleum engineering; Telecommunications","score_opus":0.03810384221141053,"score_gpt":0.21637002005018566,"score_spread":0.17826617783877513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064102763","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45765337,0.00013715398,0.5384884,0.000068365094,0.00009081414,0.00072097476,0.000005540428,0.0005597415,0.002275648],"genre_scores_gemma":[0.9823784,0.000054034135,0.015485427,0.000032226733,0.00011897303,0.00052018114,0.000045417866,0.0000881731,0.0012771178],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894994,0.0000021057383,0.00023740357,0.00021049437,0.00017018018,0.00042985321],"domain_scores_gemma":[0.9993711,0.00016150912,0.000034166558,0.00023500981,0.00007515177,0.00012302512],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008340195,0.00025024253,0.00023281916,0.000103515405,0.000105392086,0.00032107072,0.00016608837,0.00005673229,0.00003381783],"category_scores_gemma":[0.0000121735875,0.0001852064,0.00003579291,0.0002650783,0.000026029265,0.0009962627,0.00002638492,0.00013690582,0.000030161307],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002860479,0.000022975428,0.0012617473,0.00015422075,0.00013091476,0.000001763954,0.00034357072,0.99113023,0.00022131913,0.0001809454,0.00080287777,0.005720818],"study_design_scores_gemma":[0.0026209333,0.0002856178,0.005340008,0.00048407368,0.00010985739,0.000017441116,0.00025264893,0.97173494,0.008866816,0.00009364231,0.009292718,0.000901322],"about_ca_topic_score_codex":0.00013319672,"about_ca_topic_score_gemma":0.0001776752,"teacher_disagreement_score":0.5247251,"about_ca_system_score_codex":0.00008005627,"about_ca_system_score_gemma":0.000021757372,"threshold_uncertainty_score":0.7552498},"labels":[],"label_agreement":null},{"id":"W2064397208","doi":"10.1115/1.3000100","title":"Microhole Coiled Tubing Drilling: A Low Cost Reservoir Access Technology","year":2009,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Coiled tubing; Petroleum engineering; Well drilling; Drilling rig; Measurement while drilling; Completion (oil and gas wells); Drilling engineering; Engineering; Mechanical engineering","score_opus":0.006216085015089704,"score_gpt":0.21666370905653573,"score_spread":0.210447624041446,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064397208","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9402562,0.0062447377,0.046177533,0.0021114042,0.00066063023,0.00008190665,0.0000027934175,0.0012396729,0.0032251712],"genre_scores_gemma":[0.996793,0.00089086243,0.001750153,0.0000833235,0.00028217005,0.0000062999698,0.0000016735842,0.0000618031,0.00013071932],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981571,0.000017680655,0.00075958564,0.00022309432,0.00023341553,0.000609157],"domain_scores_gemma":[0.99893904,0.00005880045,0.0002439571,0.00044335658,0.00018720451,0.00012766478],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023891151,0.0003169269,0.0006153548,0.0021810066,0.00010195335,0.00008761941,0.001192634,0.000614993,0.000015304659],"category_scores_gemma":[0.00011590687,0.00030186676,0.00015387723,0.0015585662,0.00012751883,0.00022708433,0.00010124535,0.0008774174,0.0000061709584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005849511,0.00010693953,0.0015713178,0.00006152605,0.00023969577,0.00047548013,0.0001207853,0.8182621,0.07396328,0.002718067,0.0019589819,0.10046337],"study_design_scores_gemma":[0.0020987825,0.00059972017,0.00026614347,0.0010108094,0.00010746718,0.0020530485,0.000306965,0.09462541,0.3453584,0.009210767,0.5433244,0.0010380786],"about_ca_topic_score_codex":0.0000030595422,"about_ca_topic_score_gemma":0.000007022091,"teacher_disagreement_score":0.7236367,"about_ca_system_score_codex":0.00013024935,"about_ca_system_score_gemma":0.000026923937,"threshold_uncertainty_score":0.9999433},"labels":[],"label_agreement":null},{"id":"W2064618325","doi":"10.1016/j.petrol.2010.03.022","title":"Numerical simulations of wellbore stability in under-balanced-drilling wells","year":2010,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":78,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Underbalanced drilling; Lost circulation; Borehole; Drilling fluid; Pore water pressure; Drilling; Wellbore; Petroleum engineering; Finite element method; Geology; Geotechnical engineering; Stability (learning theory); Engineering; Structural engineering; Mechanical engineering","score_opus":0.00727926081843993,"score_gpt":0.20997521086016288,"score_spread":0.20269595004172294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064618325","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9663769,0.0001755027,0.032441813,0.00003922477,0.00073862285,0.00002662065,0.0000020387474,0.000036720976,0.00016256006],"genre_scores_gemma":[0.9970345,0.000056106575,0.0027760305,0.000004634145,0.00011022262,5.342706e-7,2.0993033e-7,0.00001625924,0.0000015411342],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987748,0.0000041892094,0.00045394595,0.00011720389,0.0003565063,0.0002933097],"domain_scores_gemma":[0.9994149,0.000113681046,0.00006515624,0.00014234739,0.000114428214,0.00014947966],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00076523697,0.00013184446,0.00026952065,0.0004342611,0.000035978268,0.000037993053,0.00021784574,0.000060593757,0.000010441689],"category_scores_gemma":[0.00016723468,0.00012427506,0.000048403104,0.00059052283,0.00008224711,0.00039652555,0.000019260237,0.0004899014,6.576199e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019060195,0.000010008985,0.0026414718,0.000046034467,0.000004869354,0.000002232629,0.0001410336,0.7808938,0.21585722,0.00009840363,0.000002345659,0.00030065526],"study_design_scores_gemma":[0.00022859297,0.00003154474,0.012933151,0.00007925155,0.000006402086,0.000025633362,0.00005684672,0.9620966,0.024044506,0.000046623543,0.0003216026,0.00012927117],"about_ca_topic_score_codex":0.0000075591875,"about_ca_topic_score_gemma":0.000004259816,"teacher_disagreement_score":0.19181272,"about_ca_system_score_codex":0.00006897116,"about_ca_system_score_gemma":0.000059396538,"threshold_uncertainty_score":0.50677896},"labels":[],"label_agreement":null},{"id":"W2064685793","doi":"10.1007/s12594-010-0024-x","title":"Analysis of Syntectonic Magmatic Veins at the Mesoscale","year":2010,"lang":"en","type":"article","venue":"Journal of the Geological Society of India","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Lithosphere; Intrusion; Deformation (meteorology); Tectonics; Geochemistry; Mesoscale meteorology; Petrology; Seismology","score_opus":0.004331191586537826,"score_gpt":0.1865020007882176,"score_spread":0.18217080920167977,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064685793","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9968233,0.00048490983,0.0017053828,0.00028699212,0.00032649375,0.000039226612,0.000004302868,0.000014124772,0.00031523756],"genre_scores_gemma":[0.99863064,0.00015409252,0.0010246438,0.000037063364,0.00005731126,6.6807604e-7,4.049539e-7,0.0000071281765,0.00008803422],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99912864,0.000023938248,0.00039914472,0.00005047895,0.00024352218,0.00015426612],"domain_scores_gemma":[0.9992098,0.00025451905,0.00021303668,0.0002216178,0.000057434034,0.000043587075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005919754,0.00009470382,0.00034195688,0.000035106215,0.000057514375,0.000006572106,0.0004231409,0.000119249366,0.00020174775],"category_scores_gemma":[0.00009695441,0.000045969042,0.00084043713,0.00040986092,0.00015536427,0.00002965865,0.000072685354,0.00050972885,0.000002259758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000822588,0.00007621446,0.024316218,0.000098799464,0.0023108325,0.0000014193629,0.0011235212,0.92435616,0.044513136,0.000081387894,0.0017567651,0.001357345],"study_design_scores_gemma":[0.00058589544,0.0001876867,0.51854086,0.00013151304,0.00208971,0.00007189633,0.00037925967,0.4358975,0.036700405,0.0006795769,0.004436254,0.00029942763],"about_ca_topic_score_codex":0.000005715918,"about_ca_topic_score_gemma":0.000008007636,"teacher_disagreement_score":0.49422467,"about_ca_system_score_codex":0.000030152441,"about_ca_system_score_gemma":0.000011095658,"threshold_uncertainty_score":0.22145467},"labels":[],"label_agreement":null},{"id":"W2064699397","doi":"10.2118/0201-0034-jpt","title":"Acoustic Reflection Survey Experiments for Accurate Well Positioning","year":2001,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Borehole; Geology; Reflection (computer programming); Survey research; Seismic survey; Acoustics; Geodesy; Seismology; Computer science; Geotechnical engineering; Physics","score_opus":0.018066535706747103,"score_gpt":0.26900047926383813,"score_spread":0.25093394355709103,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064699397","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4159635,0.00069218193,0.58138204,0.00007310565,0.0010011145,0.000039077426,0.0000025051063,0.00022907033,0.0006174229],"genre_scores_gemma":[0.9967931,0.00024055215,0.0026315441,0.000009769436,0.00016649318,0.000006636011,0.0000024346589,0.00003465173,0.000114815106],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992116,0.000010823823,0.00033591877,0.000080565005,0.000118796044,0.00024231074],"domain_scores_gemma":[0.9995376,0.000056390443,0.00010070498,0.0001107146,0.00014954199,0.00004503493],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034849427,0.000119689204,0.00021572672,0.00048297472,0.000054153057,0.000023176859,0.0001527819,0.0001526618,0.00001329381],"category_scores_gemma":[0.000101283105,0.00012000987,0.000067558314,0.0002591069,0.00001740122,0.00012420937,0.000011418215,0.00026988448,0.000009398331],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048344526,0.000024843594,0.0011237436,0.000024429526,0.000094544215,0.000023461886,0.0000231392,0.8877738,0.107632086,0.000048115366,0.0010762771,0.0021071767],"study_design_scores_gemma":[0.0029067192,0.0011308694,0.0028060519,0.0003117552,0.00012298927,0.0017626205,0.0002704542,0.827291,0.12772292,0.0011166835,0.033884935,0.0006730153],"about_ca_topic_score_codex":0.0000026445416,"about_ca_topic_score_gemma":0.000007703214,"teacher_disagreement_score":0.5808296,"about_ca_system_score_codex":0.00016027872,"about_ca_system_score_gemma":0.0000149456655,"threshold_uncertainty_score":0.48938605},"labels":[],"label_agreement":null},{"id":"W2064795501","doi":"10.2118/172361-ms","title":"Wellbore Stability Management in Weak Bedding Planes and Angle of Attack in Well Planing","year":2014,"lang":"en","type":"article","venue":"SPE Nigeria Annual International Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada); University of Calgary","funders":"","keywords":"Borehole; Bed; Bedding; Geology; Drilling; Casing; Slip (aerodynamics); Geotechnical engineering; Oil shale; Petroleum engineering; Drilling fluid; Shear (geology); Petrology; Engineering","score_opus":0.015321497565219498,"score_gpt":0.23561330484325485,"score_spread":0.22029180727803535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2064795501","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9758351,0.00005097974,0.0031918525,0.000050953367,0.00018352522,0.00007204273,0.000023711027,0.000036276426,0.020555547],"genre_scores_gemma":[0.9992494,0.00023659319,0.0003687065,0.0000074607296,0.00004085435,0.0000055199234,0.000047650952,0.00000811765,0.000035712837],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942666,0.000013572315,0.00020529839,0.00014245094,0.000093996954,0.00011804072],"domain_scores_gemma":[0.9998368,0.00003120833,0.00002285441,0.000055324184,0.000025323321,0.000028471082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017621605,0.000095029725,0.00012766216,0.00014417575,0.000012260168,0.000026168007,0.000052752734,0.000047497626,0.00005069629],"category_scores_gemma":[0.000009237368,0.00010390865,0.000011795662,0.00005791528,0.000024385474,0.00016702425,0.000026816842,0.00008963929,0.0000030739482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045245493,0.0003448939,0.34275755,0.0029271892,0.00028024561,0.00007523067,0.02061352,0.4076578,0.055249028,0.097343534,0.0012630873,0.07103547],"study_design_scores_gemma":[0.0016824537,0.00011680525,0.100994304,0.0010708948,0.000012058571,0.000015038274,0.0064065657,0.8698012,0.010250162,0.0041680406,0.004904682,0.0005777694],"about_ca_topic_score_codex":0.000045304998,"about_ca_topic_score_gemma":0.00016904704,"teacher_disagreement_score":0.46214342,"about_ca_system_score_codex":0.000027001359,"about_ca_system_score_gemma":0.000002659249,"threshold_uncertainty_score":0.42372718},"labels":[],"label_agreement":null},{"id":"W2065129484","doi":"10.2118/74840-ms","title":"Shallow Gas Pilot for Coiled Tubing Drilling: A Case History","year":2002,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Drilling; CTD; Drill; Petroleum engineering; Plan (archaeology); Geology; Engineering; Mechanical engineering; Oceanography; Paleontology","score_opus":0.044253536071010645,"score_gpt":0.19983960248252336,"score_spread":0.1555860664115127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065129484","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89857477,0.004369169,0.08134542,0.00019525425,0.0019541583,0.0006981629,0.000041249245,0.0015405758,0.011281223],"genre_scores_gemma":[0.9964028,0.001112297,0.0013195508,0.00006467807,0.00038360604,0.00009241217,0.000044152468,0.00009666368,0.0004838137],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982985,0.000025506002,0.00043171103,0.0004574382,0.00018790372,0.00059892854],"domain_scores_gemma":[0.9991533,0.0001512633,0.0000650275,0.00029793804,0.00011348331,0.0002189882],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022711941,0.00039888592,0.00041359753,0.00021885705,0.00019982466,0.00013776221,0.00011931283,0.00015896035,0.00028218658],"category_scores_gemma":[0.00006401001,0.00045260435,0.000111439025,0.00013383322,0.00007186074,0.00036435723,0.000030953128,0.00031485414,0.00005589598],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003868319,0.00083515083,0.0014244553,0.006643363,0.0010304847,0.0029685162,0.023985235,0.3309304,0.29234603,0.021678831,0.03483174,0.28293896],"study_design_scores_gemma":[0.0013919703,0.0002180685,0.000026706046,0.0005337361,0.000085388965,0.0004578333,0.00025507627,0.9818665,0.0023104604,0.00047370087,0.011675247,0.0007053139],"about_ca_topic_score_codex":0.00006171303,"about_ca_topic_score_gemma":0.000069514856,"teacher_disagreement_score":0.65093607,"about_ca_system_score_codex":0.00024144472,"about_ca_system_score_gemma":0.000021674268,"threshold_uncertainty_score":0.9997926},"labels":[],"label_agreement":null},{"id":"W2065389475","doi":"10.1504/ijogct.2014.066304","title":"Application of data mining techniques in building predictive models for oil and gas problems: a case study on casing corrosion prediction","year":2014,"lang":"en","type":"article","venue":"International Journal of Oil Gas and Coal Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Casing; Data mining; Computer science; Corrosion; Machine learning; Artificial intelligence; Bayesian probability; Supervised learning; Discretization; Engineering; Petroleum engineering; Artificial neural network; Mathematics; Materials science","score_opus":0.018570684172015017,"score_gpt":0.26942272444051124,"score_spread":0.2508520402684962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065389475","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57737947,0.00012013308,0.42219537,0.00007377904,0.000086015774,0.000036003574,0.0000112399175,0.000046693214,0.000051289437],"genre_scores_gemma":[0.98994446,0.00029271375,0.009649572,0.0000035696696,0.00007113641,0.000019142934,0.000003147204,0.000014285097,0.0000019727186],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993133,0.000009914328,0.00034098717,0.00013239232,0.00011632093,0.00008706264],"domain_scores_gemma":[0.99956083,0.0000804401,0.000120598605,0.000104597144,0.000110425695,0.000023101415],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035931586,0.00009009783,0.00016650761,0.00043312355,0.000023398086,0.000017177439,0.000161184,0.000083011524,1.1993049e-7],"category_scores_gemma":[0.000051251074,0.00008644743,0.000014426652,0.00006966929,0.000029453877,0.00019059273,0.000060202918,0.00015810464,1.7510835e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052261552,0.00006834025,0.0021840506,0.00006027625,0.000042766096,0.000031652893,0.00041714418,0.18255593,0.008395059,0.00025469143,0.000003532297,0.8059343],"study_design_scores_gemma":[0.0006136632,0.00042448167,0.00005792238,0.00037412968,0.000023372517,0.0010611617,0.0006684838,0.9918756,0.003394453,0.0012791494,0.00016064622,0.00006694817],"about_ca_topic_score_codex":0.000024132061,"about_ca_topic_score_gemma":0.000019468678,"teacher_disagreement_score":0.8093197,"about_ca_system_score_codex":0.00004810268,"about_ca_system_score_gemma":0.000007741613,"threshold_uncertainty_score":0.35252237},"labels":[],"label_agreement":null},{"id":"W2065436203","doi":"10.2118/107014-ms","title":"Sour-Well Serviceability of Higher-Strength Coiled Tubing","year":2007,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Serviceability (structure); Ultimate tensile strength; Sour gas; Cracking; Materials science; Structural engineering; Stress corrosion cracking; Mechanical strength; Composite material; Corrosion; Forensic engineering; Engineering; Waste management; Natural gas","score_opus":0.010342034333498139,"score_gpt":0.2254979280974389,"score_spread":0.21515589376394076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065436203","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95316917,0.0013136468,0.0380162,0.000043641354,0.0006892946,0.00016387446,0.0000129143355,0.00030089356,0.006290379],"genre_scores_gemma":[0.9987133,0.00042123476,0.0003026131,0.000017181927,0.00016789327,0.000007339357,0.000066982466,0.00003552106,0.00026794837],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99841094,0.00004319308,0.00062480377,0.00031425362,0.00018709905,0.00041972272],"domain_scores_gemma":[0.9992679,0.000111016525,0.00011125216,0.00021987235,0.00011025978,0.00017972493],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00067547604,0.0002907286,0.0003641107,0.00018497174,0.000102697864,0.00009122528,0.00009451081,0.00018165211,0.00030377824],"category_scores_gemma":[0.000017234826,0.00030932488,0.00013497622,0.00018822106,0.00007979871,0.000329504,0.00005392797,0.0002889891,0.0000271966],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010096148,0.0022122364,0.07999751,0.02350429,0.0016392209,0.00009544375,0.014976656,0.06877597,0.2998672,0.024632627,0.0022901755,0.48099902],"study_design_scores_gemma":[0.008000154,0.0009269561,0.0701257,0.008995695,0.00067904394,0.00012063835,0.0054667285,0.60219705,0.28197223,0.005613525,0.012753392,0.003148894],"about_ca_topic_score_codex":0.00014408631,"about_ca_topic_score_gemma":0.000053327698,"teacher_disagreement_score":0.5334211,"about_ca_system_score_codex":0.000052081836,"about_ca_system_score_gemma":0.000008009732,"threshold_uncertainty_score":0.99993587},"labels":[],"label_agreement":null},{"id":"W2065719421","doi":"10.2118/105935-ms","title":"Oxidation as a Rheology Modifier and a Potential Cause of Explosions in Oil and Synthetic-Based Drilling Fluids","year":2007,"lang":"en","type":"article","venue":"International Symposium on Oilfield Chemistry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling fluid; Rheology; Drilling; Petroleum engineering; Shear (geology); Shear rate; Viscosity; Settling; Geology; Materials science; Composite material; Environmental science","score_opus":0.00543962377672037,"score_gpt":0.20951496289968108,"score_spread":0.20407533912296072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065719421","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9790184,0.00006521702,0.013019861,0.0002516964,0.00020500018,0.0000133583835,0.000003606538,0.00005176859,0.0073710876],"genre_scores_gemma":[0.9989749,0.00025288225,0.00034180246,0.000029513189,0.00006937235,0.000005764867,0.0000104925,0.000014051839,0.00030121513],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994,0.0000032425949,0.0002054515,0.0001426447,0.00012385292,0.00012481435],"domain_scores_gemma":[0.9997001,0.00010687705,0.000022599508,0.00009102797,0.000027793913,0.000051558392],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001029213,0.00010272314,0.00010417291,0.00006087162,0.0000150730375,0.000013367356,0.00007274928,0.000116838935,0.000040965915],"category_scores_gemma":[0.000037062546,0.0001139718,0.000023931181,0.00004285243,0.000027770093,0.00004085855,0.000018326267,0.00013653225,0.0000013023166],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029282854,0.000027988022,0.00035608295,0.00008693125,0.000026217273,0.000021080192,0.000116154166,0.12957592,0.8666601,0.00022446799,0.000005873434,0.0028698593],"study_design_scores_gemma":[0.00041508098,0.000014807969,0.00016651415,0.00017527679,0.000009768887,0.0000250386,0.000038765495,0.2695695,0.7292284,0.000052701045,0.00017239268,0.00013179595],"about_ca_topic_score_codex":0.000019010853,"about_ca_topic_score_gemma":0.0000027974356,"teacher_disagreement_score":0.13999356,"about_ca_system_score_codex":0.00003025603,"about_ca_system_score_gemma":0.000006415475,"threshold_uncertainty_score":0.46476352},"labels":[],"label_agreement":null},{"id":"W2065733501","doi":"10.2118/170301-ms","title":"Design and Development of an Engineering Drilling Simulator and Application for Offshore Drilling for MODUs and Deepwater Environments","year":2014,"lang":"en","type":"article","venue":"SPE Deepwater Drilling and Completions Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Vibration; Drill bit; Drill pipe; Actuator; Engineering; Drilling engineering; Measurement while drilling; Marine engineering; Offshore drilling; Submarine pipeline; Drilling fluid; Drill string; Simulation; Mechanical engineering; Geotechnical engineering; Acoustics","score_opus":0.01832989251065632,"score_gpt":0.20147031072933558,"score_spread":0.18314041821867927,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065733501","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3393239,0.00017334674,0.65997255,0.000011074176,0.000057556674,0.00036689153,0.00000934328,0.00008132877,0.0000040283585],"genre_scores_gemma":[0.8103748,0.00013041649,0.18920816,0.000007200773,0.000058561604,0.000109334804,0.000054366043,0.000049102982,0.0000080469035],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99874103,0.00001597814,0.00039080487,0.00040706136,0.000102574864,0.00034253474],"domain_scores_gemma":[0.9993697,0.00018534287,0.000052456497,0.00018281973,0.0000478981,0.000161774],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034094742,0.00029410154,0.0003521968,0.00014103125,0.00022859572,0.0000940339,0.0000858266,0.000111986774,0.0000013169714],"category_scores_gemma":[0.000016120724,0.00029778504,0.000024377412,0.00004635669,0.000065924476,0.00014229084,0.000041462336,0.00010059229,6.664134e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021111717,0.000016722122,0.00032652705,0.00045807014,0.00006986625,1.8293714e-7,0.0015249681,0.9146066,0.046444263,0.0009102927,0.0000011703825,0.035620276],"study_design_scores_gemma":[0.00059049326,0.00006941483,0.0004468283,0.00011726398,0.000042593096,0.0000065749236,0.000066355424,0.9708348,0.02346619,0.00062881486,0.0033653441,0.00036535616],"about_ca_topic_score_codex":0.0000037100626,"about_ca_topic_score_gemma":0.000004642292,"teacher_disagreement_score":0.47105092,"about_ca_system_score_codex":0.000020635933,"about_ca_system_score_gemma":0.000008822667,"threshold_uncertainty_score":0.9999474},"labels":[],"label_agreement":null},{"id":"W2066285910","doi":"10.2118/110926-pa","title":"Updating the Geomechanical Model and Calibrating Pore Pressure From 3D Seismic Using Data From the Gnu-1 Well, Dampier Subbasin, Australia","year":2009,"lang":"en","type":"article","venue":"SPE Reservoir Evaluation & Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Geology; Wireline; Drilling; Pore water pressure; Well logging; Geomechanics; Context (archaeology); Logging while drilling; Borehole; Seismology; Petroleum engineering; 3d model; Wellbore; Petrology; Geotechnical engineering; Engineering; Computer science","score_opus":0.09033582382965791,"score_gpt":0.30330027671029497,"score_spread":0.21296445288063706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066285910","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.604079,0.0036775493,0.38950494,0.00059512863,0.0005538702,0.00059886626,0.0002766165,0.00055002363,0.00016397754],"genre_scores_gemma":[0.97930914,0.00013066707,0.01906261,0.00007608724,0.0007368033,0.000014525639,0.0005408741,0.0000943777,0.00003489685],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997512,0.00008472281,0.0005701001,0.00055812625,0.0007251755,0.00054991234],"domain_scores_gemma":[0.99804765,0.00036331674,0.00008872494,0.0012796072,0.00008239661,0.00013831008],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013386632,0.00042362054,0.00033245527,0.00007499787,0.0002475732,0.00032567658,0.0008561264,0.00020123065,0.00010529161],"category_scores_gemma":[0.00032809604,0.00032892876,0.00006541708,0.00032263022,0.000028630731,0.00068108947,0.00023133688,0.00072040566,0.000014148367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048328484,0.0000066780963,0.00006903225,0.000022045499,0.00010399876,0.000002630422,0.00027692693,0.98741156,0.010217357,0.00010989227,0.00060984126,0.0011652212],"study_design_scores_gemma":[0.00035184124,0.000009364372,0.0006524631,0.00020983024,0.0002517387,0.0000065496197,0.000098527766,0.99469846,0.0009152882,0.00060663495,0.0018114757,0.00038783424],"about_ca_topic_score_codex":0.00030220108,"about_ca_topic_score_gemma":0.000032659154,"teacher_disagreement_score":0.37523013,"about_ca_system_score_codex":0.000096783,"about_ca_system_score_gemma":0.00005173735,"threshold_uncertainty_score":0.99991626},"labels":[],"label_agreement":null},{"id":"W2066376133","doi":"10.4043/24614-ms","title":"Control of Bottomhole Pressure in Managed Pressure Drilling using IMC Controller","year":2014,"lang":"en","type":"article","venue":"OTC Arctic Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Choke; Controller (irrigation); Control theory (sociology); Pressure control; Process (computing); PID controller; Computer science; Setpoint; Control engineering; Process control; Engineering; Control (management); Mechanical engineering; Temperature control; Electrical engineering","score_opus":0.005690006811315378,"score_gpt":0.18651525701511948,"score_spread":0.1808252502038041,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066376133","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19283693,0.0019312878,0.8016489,0.00014549341,0.0003655483,0.00041833727,0.000014262746,0.0009399339,0.0016993111],"genre_scores_gemma":[0.9972297,0.000039944738,0.002525137,0.000014191804,0.00003561524,0.000025985903,0.0000015450297,0.000044190514,0.00008369894],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987444,0.000034109253,0.00038772484,0.00027562657,0.00013360697,0.0004244826],"domain_scores_gemma":[0.9993059,0.00010717802,0.00007563137,0.00038632742,0.000075281816,0.00004966906],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026250852,0.00024085585,0.0005220957,0.0003849674,0.000039635488,0.00001812103,0.00034209233,0.0003249189,0.00003126918],"category_scores_gemma":[0.00015101646,0.0002527266,0.00005660462,0.00033185264,0.00012323952,0.00009238909,0.00004512205,0.00047750864,0.000009358014],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001758204,0.000026521742,0.010997775,0.00040802144,0.00019897336,0.0000051345,0.0001348334,0.9315611,0.03759727,0.012384199,0.000011385173,0.006657182],"study_design_scores_gemma":[0.0013866323,0.00003203694,0.0008111855,0.00028146955,0.00009721892,0.000008950128,0.00004525162,0.98658264,0.0044569443,0.0016793436,0.004359967,0.00025838465],"about_ca_topic_score_codex":0.000048298578,"about_ca_topic_score_gemma":0.000012811901,"teacher_disagreement_score":0.80439276,"about_ca_system_score_codex":0.000021563954,"about_ca_system_score_gemma":0.00001545788,"threshold_uncertainty_score":0.9999925},"labels":[],"label_agreement":null},{"id":"W2066405448","doi":"10.2118/114057-ms","title":"Optimized Foam Drilling Improves Drilling Performance in Iranian Carbonate Fields","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Drilling fluid; Petroleum engineering; Rate of penetration; Lost circulation; Measurement while drilling; Underbalanced drilling; Mechanical engineering; Materials science; Engineering","score_opus":0.0077911974798566255,"score_gpt":0.16608256708695573,"score_spread":0.1582913696070991,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066405448","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9132581,0.00058524456,0.051236466,0.000025241703,0.00076384476,0.00014753843,9.2516296e-7,0.0009308225,0.033051834],"genre_scores_gemma":[0.98859906,0.0011555963,0.009517833,0.0000314456,0.00014374989,0.000016259042,0.00000385747,0.00006117966,0.00047099683],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988174,0.0000075061503,0.00033937118,0.00021635987,0.00014634895,0.00047300468],"domain_scores_gemma":[0.9995904,0.000050159295,0.00001818073,0.00022691242,0.000020006202,0.00009433774],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001353146,0.0002388439,0.00028317198,0.00018970265,0.00007552191,0.000023049417,0.0001603625,0.00014090895,0.000026536443],"category_scores_gemma":[0.000013998275,0.00023985305,0.00007426734,0.0002587831,0.00002248999,0.00019660826,0.000023322054,0.0003346662,0.000027163012],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005781272,0.000006617706,0.00100434,0.00006540742,0.000015897594,0.000017485305,0.00044960025,0.99552506,0.001113521,0.000025216985,0.000029084193,0.0017419864],"study_design_scores_gemma":[0.0005734927,0.000019168489,0.0016263397,0.000073243216,0.0000051203097,0.000019646046,0.000031530733,0.9896155,0.006665527,0.000013742273,0.001021821,0.0003348405],"about_ca_topic_score_codex":0.00004885147,"about_ca_topic_score_gemma":0.000011661432,"teacher_disagreement_score":0.075341,"about_ca_system_score_codex":0.000060655075,"about_ca_system_score_gemma":0.000013458748,"threshold_uncertainty_score":0.9780924},"labels":[],"label_agreement":null},{"id":"W2066477016","doi":"10.2118/110804-ms","title":"Life of Well Isolation Implemented in Major North Sea Development","year":2007,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Subsea; Cement; Petroleum engineering; Geology; Service life; Oil field; Geotechnical engineering; Drilling; Water injection (oil production); Engineering; Materials science; Mechanical engineering; Composite material","score_opus":0.013618071703399912,"score_gpt":0.23358137102840235,"score_spread":0.21996329932500244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066477016","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81689006,0.00006461466,0.1796697,0.000037079324,0.000047982623,0.0001232291,0.000010560926,0.0001667037,0.002990073],"genre_scores_gemma":[0.99785906,0.000063951564,0.001954173,0.000019154753,0.000026583419,0.0000044238777,0.000051308733,0.000010036612,0.000011301426],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9992849,0.000004640064,0.00030701363,0.0001124263,0.00010137023,0.0001896359],"domain_scores_gemma":[0.99975526,0.000023157232,0.000023091716,0.00007012211,0.000043297146,0.00008508641],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020225105,0.00009677904,0.00012937271,0.00012417023,0.00001950003,0.000008950395,0.000043828448,0.0000728223,0.000027727903],"category_scores_gemma":[0.00002204481,0.00010037171,0.00001720022,0.00016844778,0.000018808425,0.0001119917,0.000019767029,0.00012481511,0.000008844187],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006197648,0.0007619145,0.3711459,0.0030057884,0.00024690884,0.0001107004,0.0074356957,0.08180393,0.22817096,0.0230003,0.010700222,0.27299792],"study_design_scores_gemma":[0.00316843,0.00042629632,0.6795456,0.0008792319,0.00004733888,0.000019189689,0.0013330919,0.14059702,0.15206817,0.0016002309,0.018776288,0.001539124],"about_ca_topic_score_codex":0.000025291449,"about_ca_topic_score_gemma":0.00038432702,"teacher_disagreement_score":0.3083997,"about_ca_system_score_codex":0.000030601044,"about_ca_system_score_gemma":0.000020824493,"threshold_uncertainty_score":0.40930396},"labels":[],"label_agreement":null},{"id":"W2066537439","doi":"10.2118/87177-ms","title":"Improving Drilling Performance Through Systematic Analysis of Historical Data: Case Study of a Canadian Field","year":2004,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Field (mathematics); Computer science; Data science; CAD; Industrial engineering; Engineering; Engineering drawing; Mechanical engineering; Mathematics","score_opus":0.027013653416658946,"score_gpt":0.2148017792498204,"score_spread":0.18778812583316146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066537439","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9276322,0.0002918685,0.07097826,0.0000045804113,0.00023259004,0.00018187216,0.000004871805,0.000083732484,0.000589989],"genre_scores_gemma":[0.998124,0.00003017286,0.0017765092,0.0000038989597,0.000020147669,0.000005908111,0.0000038946164,0.000016201753,0.000019274325],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990658,0.0000076927745,0.00045550257,0.0001513111,0.00013322917,0.00018643562],"domain_scores_gemma":[0.99919546,0.000072374154,0.00004965715,0.0005747865,0.000035208104,0.00007250772],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018572967,0.00011788225,0.0004601441,0.0006162949,0.000036991678,0.000009517337,0.0001978015,0.000050384937,0.00000623056],"category_scores_gemma":[0.000047894482,0.00010866136,0.000052997282,0.0012304054,0.0000040849163,0.00016277237,0.000027015814,0.00010069003,6.935703e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.85147e-7,0.0000245847,0.0006708298,0.002990212,0.0004801005,0.00008245728,0.0019056726,0.9936265,0.00009740914,0.000020316247,0.000009916455,0.00009142446],"study_design_scores_gemma":[0.000212027,0.000081825856,0.000038324095,0.0003147271,0.0009377773,0.000038120532,0.0019009716,0.9955929,0.0007097391,9.0878456e-7,0.000018663875,0.00015404874],"about_ca_topic_score_codex":0.38044575,"about_ca_topic_score_gemma":0.16896163,"teacher_disagreement_score":0.2114841,"about_ca_system_score_codex":0.00023260275,"about_ca_system_score_gemma":0.000029522482,"threshold_uncertainty_score":0.8462027},"labels":[],"label_agreement":null},{"id":"W2066731253","doi":"10.2118/0802-0060-jpt","title":"Cement Design for the Life of the Well","year":2002,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cement; Forensic engineering; Shell (structure); Engineering; Civil engineering; Construction engineering; History; Archaeology","score_opus":0.01512233365964259,"score_gpt":0.18537160324034593,"score_spread":0.17024926958070336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066731253","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04133384,0.010358065,0.9413106,0.004277925,0.001696556,0.00015812367,0.0000031463621,0.00013296417,0.0007287853],"genre_scores_gemma":[0.9968388,0.0004421596,0.0024436284,0.000024105657,0.000108763976,0.000005632888,2.887181e-8,0.00001802993,0.000118828204],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993948,0.00000757055,0.0002924497,0.000040583756,0.00010912143,0.00015547752],"domain_scores_gemma":[0.9995169,0.00011404312,0.0001064567,0.00019335904,0.000045836645,0.000023407523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022319719,0.00008169248,0.0001691519,0.00013691194,0.000039031216,0.0000061262936,0.00038391896,0.00008434461,0.000026635555],"category_scores_gemma":[0.0000866411,0.00004626129,0.000110977206,0.00015567032,0.000044298773,0.000026359794,0.000020382224,0.00025604453,0.000004222183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004375636,0.000014649226,0.000107036045,0.000024681105,0.000111454065,0.0000011050039,0.00003310924,0.98638636,0.0031782165,0.00044509376,0.0066091735,0.0030847345],"study_design_scores_gemma":[0.00054470013,0.00017968581,0.0000919852,0.00005796156,0.00009124763,0.000059528324,0.00011158332,0.87857574,0.025421355,0.0004662384,0.09431009,0.00008988132],"about_ca_topic_score_codex":4.7117294e-7,"about_ca_topic_score_gemma":5.388275e-7,"teacher_disagreement_score":0.95550495,"about_ca_system_score_codex":0.000027429944,"about_ca_system_score_gemma":0.0000075001635,"threshold_uncertainty_score":0.18864807},"labels":[],"label_agreement":null},{"id":"W2066800780","doi":"10.2118/132015-ms","title":"Effective Ways to Avoid Barite Sag and Technologies to Predict Sag in HPHT and Deviated Wells","year":2010,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Slumping; Drilling fluid; Settling; Geology; Well control; Petroleum engineering; Lost circulation; Drilling; Annulus (botany); Geotechnical engineering; Materials science; Engineering; Geomorphology; Composite material","score_opus":0.0022681232540168544,"score_gpt":0.16548522516106864,"score_spread":0.1632171019070518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066800780","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9447493,0.00024199381,0.049974013,0.00013961087,0.00024137739,0.00039918566,0.000005748595,0.0013403834,0.002908417],"genre_scores_gemma":[0.9939624,0.00006299482,0.00580743,0.00002997479,0.000023129864,0.00004263803,0.0000012192929,0.000027869974,0.000042348023],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999346,0.0000034888178,0.00012688644,0.00020286714,0.0000619024,0.0002588577],"domain_scores_gemma":[0.9996381,0.00009058593,0.000005065284,0.00015995695,0.000012688943,0.000093634175],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014568672,0.0001600852,0.00017618244,0.00022185314,0.000025928599,0.000040315925,0.000082703016,0.00013643615,0.00000891725],"category_scores_gemma":[0.00011677317,0.00014758158,0.000012472197,0.00023783691,0.000019175312,0.00007120202,0.000073308096,0.00029056097,0.00003130472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037513084,0.0000429662,0.029091962,0.0005938508,0.0001143342,0.00004340021,0.0021296039,0.2841719,0.48154098,0.002551811,0.0024110884,0.19727059],"study_design_scores_gemma":[0.001499764,0.0003739081,0.10175189,0.0005821735,0.000035432393,0.000048180947,0.00031187246,0.544289,0.32214576,0.0016443031,0.02584237,0.0014753417],"about_ca_topic_score_codex":0.00005216591,"about_ca_topic_score_gemma":0.00014240223,"teacher_disagreement_score":0.2601171,"about_ca_system_score_codex":0.000020217378,"about_ca_system_score_gemma":0.0000027478122,"threshold_uncertainty_score":0.60182023},"labels":[],"label_agreement":null},{"id":"W2066812234","doi":"10.2118/105717-ms","title":"Strain-Based Design of Tubulars for Extreme Service Wells","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Casing; Structural engineering; Characterization (materials science); Material properties; Deformation (meteorology); Strain rate; Materials science; Stress (linguistics); Yield (engineering); Thermal expansion; Ultimate tensile strength; Mechanical engineering; Forensic engineering; Engineering; Composite material","score_opus":0.034000344104619454,"score_gpt":0.21167384494496358,"score_spread":0.1776735008403441,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066812234","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0055759107,0.00008133014,0.9916619,0.000020429674,0.00015079662,0.00016277232,0.0000080296795,0.00030426122,0.0020345612],"genre_scores_gemma":[0.9013561,0.0000033857232,0.09834989,0.00007767731,0.000052499126,0.0000055756504,0.000006910427,0.000041656927,0.0001063107],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942595,0.000002662846,0.00018298364,0.0000828637,0.00007904128,0.00022647377],"domain_scores_gemma":[0.9995927,0.00016605777,0.000011939046,0.0001329618,0.000040789615,0.00005553541],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030428095,0.00010275526,0.00011840559,0.00007564694,0.000012783274,0.000006431592,0.00008795558,0.00005779634,0.000042783216],"category_scores_gemma":[0.000010143346,0.00010426579,0.00004140373,0.00013582247,0.000005484661,0.000028112825,0.000003101548,0.000047386344,0.000009780957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000063649904,0.0000072548837,0.00001112629,0.00015222588,0.0000150464275,9.3850196e-7,0.000030378893,0.9227628,0.0745177,0.00018775808,0.00020065602,0.0021077464],"study_design_scores_gemma":[0.00028005938,0.00002106173,0.00009059408,0.000028087119,0.000009329486,5.6578097e-7,0.000019776595,0.8498175,0.14735009,0.00006565693,0.0021955,0.00012179203],"about_ca_topic_score_codex":0.00000832216,"about_ca_topic_score_gemma":0.0000053567123,"teacher_disagreement_score":0.8957802,"about_ca_system_score_codex":0.000018896655,"about_ca_system_score_gemma":0.000009282018,"threshold_uncertainty_score":0.42518356},"labels":[],"label_agreement":null},{"id":"W2066892310","doi":"10.2118/112756-ms","title":"Solid Expandable Tubular System Mitigates High-Pressure Zones with Record Length","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Casing; Completion (oil and gas wells); Drilling; Petroleum engineering; Drill pipe; Drill; Wellbore; Drilling fluid; Deepwater drilling; Geology; Engineering; Mechanical engineering","score_opus":0.004799295285461059,"score_gpt":0.16851289654620066,"score_spread":0.1637136012607396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2066892310","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8645797,0.0016753741,0.1144527,0.000032301446,0.0009567081,0.00022328681,0.000012279479,0.004407407,0.013660256],"genre_scores_gemma":[0.98972106,0.00016528783,0.007931264,0.0000090645435,0.00018197892,0.000022651011,0.000007129465,0.000076107564,0.0018854499],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911666,0.0000060267694,0.00018787733,0.00018783365,0.00015691157,0.0003447049],"domain_scores_gemma":[0.9995316,0.00003169187,0.000015789798,0.00027702708,0.000035487683,0.000108356915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000056772074,0.0002202418,0.0002711857,0.000074963755,0.00009597302,0.000025075567,0.00012886373,0.00008422992,0.000052559895],"category_scores_gemma":[0.0000045550055,0.00017778651,0.0000406644,0.00014158896,0.000024364146,0.00013850292,0.000015071315,0.00014487247,0.00008997562],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000075890234,0.000011391311,0.0007071763,0.00042653835,0.00017928176,0.000085877844,0.00022519623,0.9919273,0.0029109374,0.00075353595,0.002462259,0.00030287958],"study_design_scores_gemma":[0.00082244753,0.00012307534,0.00040818052,0.0004493213,0.00008545627,0.0002703896,0.0003113708,0.8839883,0.082515255,0.000028579705,0.030127924,0.0008696572],"about_ca_topic_score_codex":0.00013602326,"about_ca_topic_score_gemma":0.000011764305,"teacher_disagreement_score":0.12514138,"about_ca_system_score_codex":0.000026835995,"about_ca_system_score_gemma":0.000010514413,"threshold_uncertainty_score":0.72499233},"labels":[],"label_agreement":null},{"id":"W2067573820","doi":"10.2118/130266-pa","title":"Design and Performance Evaluation of a Unique Deepwater Cement Slurry","year":2011,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Cement; Deepwater drilling; Slurry; Dispersant; Drilling fluid; Petroleum engineering; Compressive strength; Oil well; Environmental science; Environmentally friendly; Drilling; Geotechnical engineering; Materials science; Geology; Composite material; Environmental engineering; Metallurgy","score_opus":0.06735920181290779,"score_gpt":0.2198688906345497,"score_spread":0.1525096888216419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067573820","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5929665,0.00015334655,0.40543133,0.0000023181449,0.00016247696,0.00014670039,6.301829e-7,0.00010239534,0.0010343386],"genre_scores_gemma":[0.9832884,0.00017356471,0.016442882,0.0000038990484,0.000036302194,0.000015787722,0.000010127234,0.000022320593,0.0000067138326],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99932516,0.000032047206,0.00019379637,0.00011239244,0.00019009422,0.00014653006],"domain_scores_gemma":[0.9997058,0.000021937403,0.000028718938,0.00012546631,0.00008333592,0.00003476903],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061267306,0.00010954582,0.0001226103,0.000089839166,0.00004083009,0.000008910389,0.00005157518,0.000044393702,0.000049299153],"category_scores_gemma":[0.000009102553,0.0001114349,0.000019813111,0.00007951643,0.000018864272,0.00008659112,0.000011351067,0.00007361426,0.000010060299],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014029432,0.000012538842,0.0008321244,0.000099580524,0.00002866469,3.5994827e-7,0.0012219033,0.9718783,0.011323609,0.00020487886,0.000018424558,0.014365578],"study_design_scores_gemma":[0.00021437451,0.000054739667,0.0045659607,0.000089270965,0.00003436904,0.0000029590506,0.000020736312,0.9503833,0.044100843,0.00027502433,0.00013334733,0.0001250802],"about_ca_topic_score_codex":0.000011449994,"about_ca_topic_score_gemma":0.0000011761692,"teacher_disagreement_score":0.39032194,"about_ca_system_score_codex":0.00004709141,"about_ca_system_score_gemma":0.00000776476,"threshold_uncertainty_score":0.45441833},"labels":[],"label_agreement":null},{"id":"W2067627405","doi":"10.1139/t05-094","title":"Plane-strain lateral consolidation with non-Darcian flow","year":2006,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Consolidation (business); Plane stress; Rotational symmetry; Geotechnical engineering; Mechanics; Geology; Structural engineering; Finite element method; Engineering; Physics","score_opus":0.003715156975527496,"score_gpt":0.1606406591854869,"score_spread":0.1569255022099594,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067627405","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3275344,0.00041298132,0.6462253,0.0020754505,0.0018633453,0.00045880262,0.00035259617,0.0012084058,0.019868765],"genre_scores_gemma":[0.99743986,0.000010707263,0.0018551043,0.000070011374,0.0004407355,0.000002984225,0.00003823687,0.00003876217,0.00010358557],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991014,0.0000071870854,0.00020401916,0.000099335186,0.00012774591,0.00046032274],"domain_scores_gemma":[0.9994053,0.000014276023,0.000019071398,0.00011728724,0.000028218421,0.00041580547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012449121,0.0001462849,0.00013810018,0.00019375863,0.000106801286,0.00010696913,0.0001355649,0.00012724641,0.00008925297],"category_scores_gemma":[0.000006382714,0.00013623724,0.000041579257,0.00013551637,0.000031333362,0.00009890626,0.0000037257887,0.0005106501,0.000038481714],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023647826,0.000002599507,0.00012323831,0.0000093164535,0.000014479526,0.00020275007,0.000012193379,0.99201334,0.0007032783,0.000081180915,0.0037802134,0.0030550289],"study_design_scores_gemma":[0.00061714445,0.00006688892,0.005599126,0.00015230494,0.000025177927,0.001219558,0.0000123470545,0.905908,0.000831348,0.0003794131,0.08469394,0.00049473805],"about_ca_topic_score_codex":0.001534251,"about_ca_topic_score_gemma":0.0063432404,"teacher_disagreement_score":0.6699055,"about_ca_system_score_codex":0.00021200668,"about_ca_system_score_gemma":0.000114035145,"threshold_uncertainty_score":0.55555934},"labels":[],"label_agreement":null},{"id":"W2067991419","doi":"10.2118/116223-ms","title":"Directional Success in the Canadian Rockies: Dynamic Tools Enable Accurate Comparison of Drill Bit Designs","year":2008,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drill string; Torque; Drilling; Drill; Directional drilling; Drill bit; Rate of penetration; Computer science; Rotation (mathematics); Borehole; Drilling engineering; Measurement while drilling; Engineering; Mechanical engineering; Simulation; Geotechnical engineering; Artificial intelligence","score_opus":0.04857057079521044,"score_gpt":0.2717225370048805,"score_spread":0.2231519662096701,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2067991419","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9495759,0.0005019802,0.03164608,0.00033090942,0.00018400335,0.00034922507,0.00011646218,0.00029189157,0.017003564],"genre_scores_gemma":[0.99941385,0.00023621392,0.0002134366,0.000022047234,0.000026813465,0.000016926626,0.00003874148,0.00001009972,0.000021865933],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926645,0.000019192212,0.00022737068,0.00012744991,0.00013585607,0.00022368324],"domain_scores_gemma":[0.9996714,0.00007539785,0.00002203506,0.000109304354,0.00005602003,0.0000658243],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014616038,0.00011431186,0.00017598459,0.00012732367,0.000105762956,0.000036766465,0.00011232121,0.00011336259,0.000025064188],"category_scores_gemma":[0.000034404406,0.00009729234,0.000029849962,0.00022825711,0.00006896005,0.00023197563,0.00001149081,0.00023901292,0.0000060744355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008950152,0.00032538586,0.023326024,0.00063553586,0.0000989195,0.00013843125,0.009832804,0.8630322,0.046472974,0.02219274,0.012802114,0.02105334],"study_design_scores_gemma":[0.0015123241,0.0005981037,0.13676095,0.0009291956,0.00006725015,0.00026594035,0.0030852004,0.7991434,0.033554193,0.009731187,0.012630006,0.0017222599],"about_ca_topic_score_codex":0.0045473943,"about_ca_topic_score_gemma":0.0337209,"teacher_disagreement_score":0.11343493,"about_ca_system_score_codex":0.00006532682,"about_ca_system_score_gemma":0.000051525083,"threshold_uncertainty_score":0.98391116},"labels":[],"label_agreement":null},{"id":"W2068114995","doi":"10.2118/06-06-02","title":"The Effect of Oxidation on Viscosity of Oil-Based Drilling Fluids","year":2006,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Underbalanced drilling; Drilling fluid; Viscosity; Petroleum engineering; Rheology; Pressure drop; Drilling; Materials science; Chemistry; Geology; Composite material; Thermodynamics; Metallurgy","score_opus":0.001607760858201139,"score_gpt":0.1570786103369005,"score_spread":0.15547084947869935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068114995","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99014145,0.0009206794,0.006478189,0.0003735736,0.00038705196,0.000023270803,0.00000504012,0.00004839863,0.0016223273],"genre_scores_gemma":[0.9994715,0.0000793709,0.00032254122,0.000004210676,0.00006809861,0.0000014262403,0.0000011802069,0.000019962277,0.000031718606],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991513,0.000017680322,0.00039732183,0.00005649374,0.00014853309,0.00022866821],"domain_scores_gemma":[0.9994343,0.00012891597,0.00013068653,0.00017959642,0.00006376214,0.000062730134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035250175,0.0001140996,0.0002683545,0.0014006707,0.000047270732,0.000008816427,0.00022656935,0.0001452989,0.0000037345383],"category_scores_gemma":[0.00007175066,0.00008877665,0.00009672396,0.00045340328,0.00005956018,0.00003556147,0.0000042706342,0.00029418594,0.0000015246374],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021393647,0.0000048214747,0.001642329,0.000069538546,0.000045529516,0.0000137661755,0.0000036351987,0.92573935,0.061364938,0.0006916535,0.00044166282,0.009961368],"study_design_scores_gemma":[0.000915292,0.0008122092,0.0011040018,0.00029451493,0.00006136783,0.000040699328,0.000012748242,0.13548727,0.83007485,0.00014370182,0.0308773,0.00017601943],"about_ca_topic_score_codex":0.0012141899,"about_ca_topic_score_gemma":0.004126645,"teacher_disagreement_score":0.7902521,"about_ca_system_score_codex":0.00014502123,"about_ca_system_score_gemma":0.000060446026,"threshold_uncertainty_score":0.36202067},"labels":[],"label_agreement":null},{"id":"W2068224495","doi":"10.1007/s13203-011-0001-3","title":"Research for industry","year":2011,"lang":"en","type":"article","venue":"Applied Petrochemical Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Nanochemistry; Business; Nanotechnology; Materials science","score_opus":0.2199232408013399,"score_gpt":0.3780219966977681,"score_spread":0.1580987558964282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068224495","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36518276,0.00041195244,0.02399952,0.00006783203,0.00026514195,0.00083450036,0.000014368445,0.00089259486,0.6083313],"genre_scores_gemma":[0.9949645,0.000036143247,0.0035483746,0.0000069495172,0.00034686032,0.00042542108,0.000010652225,0.00007613563,0.00058501156],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9977416,0.00002255788,0.00019063985,0.00029852227,0.0006421059,0.0011045707],"domain_scores_gemma":[0.9985351,0.0006110812,0.0000052545256,0.0003741005,0.00019642261,0.00027806984],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0019195875,0.00013220009,0.00015792246,0.00033172697,0.00014562743,0.000039420305,0.00046354122,0.00041230736,0.00017895008],"category_scores_gemma":[0.00019360527,0.00013559734,0.00004854626,0.00071646826,0.00016769944,0.0000526902,0.00011130065,0.0023420246,0.00027728855],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020410123,0.0001822433,0.00014442613,0.0007508883,0.00013545006,0.000015618347,0.0014034667,0.0028181456,0.7976934,0.095566034,0.08207413,0.019012123],"study_design_scores_gemma":[0.00060221244,0.00008424786,0.00013226579,0.000059379672,0.0000052975074,0.0000039324314,0.0005983032,0.019421197,0.897365,0.018245894,0.06309978,0.00038252128],"about_ca_topic_score_codex":0.000012432589,"about_ca_topic_score_gemma":0.0000010405245,"teacher_disagreement_score":0.6297817,"about_ca_system_score_codex":0.00013844435,"about_ca_system_score_gemma":0.000039131148,"threshold_uncertainty_score":0.9999596},"labels":[],"label_agreement":null},{"id":"W2068423092","doi":"10.1115/ipc2014-33096","title":"When HDD Construction Shifts Happen: Insertion of a Casing Sleeve Mitigated a Major Threat to Completion of the Project","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Directional drilling; Completion (oil and gas wells); Casing; Upgrade; Drilling; Drill; Borehole; Pipeline (software); Engineering; Pipeline transport; Marine engineering; Computer science; Geotechnical engineering; Mechanical engineering","score_opus":0.008569765957098296,"score_gpt":0.19017136328119968,"score_spread":0.1816015973241014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068423092","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77491546,0.000018722565,0.22087556,0.000053721582,0.000295618,0.0002382737,0.000004536902,0.00016770654,0.0034303963],"genre_scores_gemma":[0.9930806,0.0000024221663,0.006802626,0.000014728486,0.000034032564,0.000007604696,0.000004629255,0.000019847932,0.000033464115],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937636,0.000023031444,0.00023719468,0.00009956418,0.00013368353,0.00013018682],"domain_scores_gemma":[0.99967265,0.00003064452,0.000037721802,0.00017882307,0.00005235581,0.000027782806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013641678,0.00010478073,0.00017263727,0.00009627034,0.000030421432,0.000010566565,0.00008295251,0.00005458773,0.00001286364],"category_scores_gemma":[0.00003502808,0.000082368206,0.000052565607,0.00020469527,0.000028341196,0.00006112656,0.00001928543,0.00007424921,0.0000045931947],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033848602,0.00002240028,0.0031031698,0.0005382211,0.00010152057,3.772188e-7,0.0023964532,0.6087531,0.37078395,0.003647997,0.0005449864,0.0100739775],"study_design_scores_gemma":[0.0004651122,0.00006940351,0.007842268,0.0004097204,0.000039903225,0.000014340603,0.000190574,0.6996634,0.2897302,0.0005198752,0.00083803595,0.00021719995],"about_ca_topic_score_codex":0.00036181195,"about_ca_topic_score_gemma":0.000069718546,"teacher_disagreement_score":0.21816517,"about_ca_system_score_codex":0.000045975827,"about_ca_system_score_gemma":0.000010670317,"threshold_uncertainty_score":0.3358878},"labels":[],"label_agreement":null},{"id":"W2068426508","doi":"10.2118/01-12-03","title":"Analysis of Swelling and Softening of Shale (Colorado Group) Near a Drilled Hole Subjected to Water Invasion","year":2001,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Swelling; Oil shale; Geotechnical engineering; Geology; Softening; Drilling fluid; Petroleum engineering; Drilling; Materials science; Composite material; Metallurgy","score_opus":0.005306786376473957,"score_gpt":0.17304812254238025,"score_spread":0.1677413361659063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068426508","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99076974,0.0005380033,0.008021896,0.0002657239,0.00011968789,0.000038526898,0.000005525614,0.00004958644,0.00019129843],"genre_scores_gemma":[0.9971593,0.00022855235,0.0025188532,0.000016112255,0.000027808699,0.0000015889801,0.0000026149385,0.00002760161,0.000017569515],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988447,0.000010917893,0.0005339199,0.000113837086,0.00013989492,0.00035671866],"domain_scores_gemma":[0.9993518,0.00003087421,0.000098690136,0.00018107574,0.00011342422,0.00022415476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025410272,0.00014364196,0.0005734906,0.0054234057,0.000042454216,0.000016527614,0.00020794137,0.00019235062,0.000025158202],"category_scores_gemma":[0.000053626158,0.00012913987,0.00011838982,0.0018067297,0.000052226573,0.00008160637,0.000022964225,0.00029100635,0.00000170167],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028499995,0.00001276688,0.024596276,0.000051783765,0.0007215442,0.00012048172,0.00037137629,0.8471145,0.122881755,0.000071420065,0.000049539864,0.003980067],"study_design_scores_gemma":[0.0018950166,0.00096406526,0.01637898,0.00046059323,0.0014440869,0.00042217187,0.00081058854,0.8398154,0.113392755,0.00021632656,0.023414161,0.0007858456],"about_ca_topic_score_codex":0.002189976,"about_ca_topic_score_gemma":0.013547997,"teacher_disagreement_score":0.02336462,"about_ca_system_score_codex":0.00010061831,"about_ca_system_score_gemma":0.00003644822,"threshold_uncertainty_score":0.75601006},"labels":[],"label_agreement":null},{"id":"W2068551929","doi":"10.2118/157836-ms","title":"Wellbore Bitumen Treatment: Mitigation of the Adhesive Properties of Oil Sands during Drilling Operations – Development and Field Trial","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Asphalt; Petroleum engineering; Drilling; Rheology; Drill cuttings; Oil field; Oil sands; Adhesive; Environmental science; Asphaltene; Geology; Field trial; Materials science; Geotechnical engineering; Composite material; Metallurgy; Chemistry","score_opus":0.015027649059324024,"score_gpt":0.1824147307855699,"score_spread":0.1673870817262459,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068551929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9977274,0.0005801542,0.000116333315,0.0000898825,0.00039844366,0.000054649034,0.0000066818134,0.00002211623,0.0010043572],"genre_scores_gemma":[0.99914795,0.00017623909,0.00022496152,0.000007745955,0.00006964084,0.000021011043,0.0000036395984,0.000012089352,0.00033673647],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993671,0.000012013027,0.00023199069,0.00007805415,0.00013037024,0.00018047715],"domain_scores_gemma":[0.9997212,0.000021730651,0.000027074317,0.00011851093,0.000046725443,0.00006473689],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000048002894,0.000119888246,0.00016502151,0.000032736,0.000083834246,0.000013839847,0.00006507733,0.00004221867,0.000010589042],"category_scores_gemma":[0.000023988818,0.000090164605,0.00002192435,0.000073973,0.000022413555,0.00008154448,0.000013653811,0.00006495999,2.975057e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013236984,0.00021673343,0.009758037,0.0052203694,0.0010282688,0.000008389361,0.039373998,0.54106325,0.22817603,0.0031111194,0.00032250676,0.17039764],"study_design_scores_gemma":[0.0017900217,0.000034316923,0.00042644035,0.00035623825,0.000025690746,0.000002581262,0.00043230125,0.012789021,0.982538,0.0000024049386,0.0014312232,0.00017177573],"about_ca_topic_score_codex":0.02128306,"about_ca_topic_score_gemma":0.07350888,"teacher_disagreement_score":0.754362,"about_ca_system_score_codex":0.00011224156,"about_ca_system_score_gemma":0.0002896931,"threshold_uncertainty_score":0.9852343},"labels":[],"label_agreement":null},{"id":"W2068812857","doi":"10.2523/iptc-16414-ms","title":"The Study and Application of High Temperature-Resistant Solid Expandable Tubular Technology","year":2013,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"PetroChina Company Limited","keywords":"Casing; Vulcanization; Natural rubber; Copper; Materials science; Annulus (botany); Welding; Seal (emblem); Metallurgy; Composite material; Mechanical engineering; Engineering","score_opus":0.0029478058257361127,"score_gpt":0.19902545948008654,"score_spread":0.19607765365435043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068812857","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98739856,0.00035222527,0.009573574,0.0012760711,0.00024509404,0.00020123046,0.0000057810016,0.0004877932,0.00045966342],"genre_scores_gemma":[0.9991008,0.000121779776,0.00037884267,0.000004681122,0.000023521034,0.00023045135,0.0000035291719,0.000017058901,0.00011932176],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923044,0.0000059282725,0.0002566828,0.00018651379,0.00013622775,0.00018418711],"domain_scores_gemma":[0.99941194,0.000039777857,0.00004982008,0.00030379192,0.00017096511,0.000023682622],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008774885,0.00013625412,0.00016837112,0.00030340062,0.000073663025,0.00004923057,0.0004493869,0.0001551277,0.000012617661],"category_scores_gemma":[0.000046905174,0.00011002744,0.000017344935,0.0002008383,0.00015847692,0.00007942351,0.00008831593,0.00026975645,0.000018975461],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024533134,0.0001652745,0.013222204,0.00005216583,0.0005388442,0.00000986425,0.00015214554,0.041325234,0.7547254,0.1292648,0.00030032895,0.06021923],"study_design_scores_gemma":[0.0018190795,0.0005166164,0.010997676,0.00013987263,0.000059276343,0.00006510405,0.002810836,0.6391309,0.27553234,0.057679076,0.010468116,0.0007811261],"about_ca_topic_score_codex":0.000059526723,"about_ca_topic_score_gemma":0.00003470121,"teacher_disagreement_score":0.5978057,"about_ca_system_score_codex":0.000033196495,"about_ca_system_score_gemma":0.00001179434,"threshold_uncertainty_score":0.44867888},"labels":[],"label_agreement":null},{"id":"W2068827144","doi":"10.2118/115008-ms","title":"New Steel PDC Drill-Bit Technology Redefines Performance Standards in Key Natural-Gas Applications","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Drill; Petroleum engineering; Drill bit; Natural gas; Bit (key); Engineering; Mechanical engineering; Computer science; Waste management","score_opus":0.004283632198036301,"score_gpt":0.1856780083645661,"score_spread":0.1813943761665298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2068827144","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68901837,0.0054968046,0.21949357,0.00057884894,0.0008578739,0.000614361,0.000017549622,0.004767428,0.07915521],"genre_scores_gemma":[0.9879287,0.0012534348,0.008518033,0.000013444835,0.00009641882,0.000043302276,0.0000063143893,0.000037646223,0.0021026928],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916124,0.000002245489,0.00021769274,0.0001704945,0.00015413226,0.00029418114],"domain_scores_gemma":[0.9995974,0.000017319198,0.000013347258,0.00027384225,0.000039884526,0.00005822411],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006744339,0.00016211356,0.00017945912,0.0002787024,0.00005977452,0.000011760651,0.00017098813,0.000115913055,0.00004270515],"category_scores_gemma":[0.000012867899,0.00015838764,0.00003097618,0.00060938695,0.000026674701,0.00010500218,0.000026726375,0.0002656331,0.0000563343],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006995117,0.000018424756,0.0056014513,0.00012429523,0.0000381534,0.000012789732,0.00028252992,0.9080187,0.0048544253,0.004403038,0.008645479,0.06799369],"study_design_scores_gemma":[0.00082835293,0.00004234801,0.0032638444,0.00011437568,0.0000106772695,0.00012669884,0.000062639076,0.51960665,0.021859845,0.00035912934,0.4530223,0.0007031587],"about_ca_topic_score_codex":0.00002002809,"about_ca_topic_score_gemma":0.000033998345,"teacher_disagreement_score":0.44437683,"about_ca_system_score_codex":0.00010683377,"about_ca_system_score_gemma":0.000039885257,"threshold_uncertainty_score":0.64588606},"labels":[],"label_agreement":null},{"id":"W2069005215","doi":"10.1115/omae2007-29636","title":"Microhole Coiled Tubing Drilling: A Low Cost Reservoir Access Technology","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Drilling; Petroleum engineering; Completion (oil and gas wells); Well drilling; Drilling rig; Engineering; Geology; Mechanical engineering","score_opus":0.010936263280583808,"score_gpt":0.2431640388050753,"score_spread":0.2322277755244915,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069005215","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47181463,0.00048645784,0.4903068,0.00012338009,0.0008476678,0.00022761252,0.0000029753755,0.0030981218,0.033092353],"genre_scores_gemma":[0.99633723,0.00007818922,0.0027676965,0.00004141186,0.0001489422,0.0000131563065,0.000007118946,0.00007354884,0.00053269905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987566,0.0000036095337,0.0003003774,0.00021825722,0.00012724794,0.0005939453],"domain_scores_gemma":[0.999408,0.00007042135,0.00001998115,0.00033678446,0.00004805943,0.000116750845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028809687,0.00020815563,0.00021600862,0.00039588954,0.000071282375,0.00008216242,0.00039054704,0.00020359279,0.00006374402],"category_scores_gemma":[0.000041871954,0.00021279056,0.00005579375,0.00066889444,0.00003587785,0.00017711702,0.00008003273,0.00032355337,0.00011721123],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000116433075,0.00003209435,0.0037524765,0.00018916084,0.000080828606,0.00008695209,0.00013106273,0.9229799,0.05019424,0.0014102305,0.0023196614,0.018811772],"study_design_scores_gemma":[0.000714,0.000020222233,0.0005772223,0.0002075798,0.000017637609,0.00004310773,0.00014753766,0.41054508,0.5171913,0.00031132126,0.06952545,0.0006995265],"about_ca_topic_score_codex":0.000015051356,"about_ca_topic_score_gemma":0.00004435526,"teacher_disagreement_score":0.5245226,"about_ca_system_score_codex":0.00008840556,"about_ca_system_score_gemma":0.000009899038,"threshold_uncertainty_score":0.8677347},"labels":[],"label_agreement":null},{"id":"W2069007769","doi":"10.1190/1.1816468","title":"Elastic properties of Glauconite and Glauconitic sandstone reservoirs","year":2001,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Glauconite; Geology; Geotechnical engineering; Mineralogy","score_opus":0.010736163477678301,"score_gpt":0.17399958309722868,"score_spread":0.16326341961955038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069007769","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.979816,0.0021479533,0.010189341,0.00001928106,0.000119270546,0.000055673296,8.545805e-7,0.00027590487,0.0073756767],"genre_scores_gemma":[0.9985269,0.00050323433,0.0003324763,0.0000063331404,0.000035064593,0.0000050706612,7.7812444e-7,0.000023733202,0.0005664365],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994926,0.000004324649,0.00014989648,0.000082488055,0.00007376475,0.00019692369],"domain_scores_gemma":[0.9997806,0.000023249548,0.000008249338,0.00011407685,0.00002082381,0.000052994073],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000065898166,0.00010085195,0.00013582483,0.00007749979,0.00002100424,0.000013901515,0.000054858134,0.00003872118,0.000026239793],"category_scores_gemma":[0.000017874487,0.00008613084,0.000020485775,0.0001095553,0.000038293736,0.00008012162,0.000015502734,0.00008040964,0.000012311854],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007641801,0.000074931995,0.02736587,0.0022246458,0.00033828072,0.000049345716,0.0019839336,0.6027852,0.34331226,0.004269199,0.00043427272,0.017085595],"study_design_scores_gemma":[0.00083808147,0.000075642805,0.005216768,0.00045652088,0.00005186476,0.0000972496,0.00037093245,0.9129247,0.07490096,0.00029673823,0.004231203,0.0005393188],"about_ca_topic_score_codex":0.000031566702,"about_ca_topic_score_gemma":0.000011880617,"teacher_disagreement_score":0.31013948,"about_ca_system_score_codex":0.000012163038,"about_ca_system_score_gemma":0.0000050200993,"threshold_uncertainty_score":0.3512314},"labels":[],"label_agreement":null},{"id":"W2069114759","doi":"10.2118/164504-ms","title":"New Generation of \"Green\" Defoamers for Challenging Drilling and Cementing Applications","year":2013,"lang":"en","type":"article","venue":"SPE Production and Operations Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Risk analysis (engineering); Biochemical engineering; Process engineering; Environmental science; Computer science; Waste management; Engineering; Business","score_opus":0.01383856540917721,"score_gpt":0.2057390774935528,"score_spread":0.19190051208437559,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069114759","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04946306,0.0012316122,0.94647205,0.0010982568,0.00039540767,0.0007737167,0.0000030608242,0.000163143,0.0003997175],"genre_scores_gemma":[0.9475926,0.0010554161,0.049691025,0.0000115075945,0.00068952306,0.00019130464,0.000027046992,0.0000287433,0.0007128066],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99946874,0.000004611492,0.00019244858,0.00016640736,0.000051102397,0.00011667992],"domain_scores_gemma":[0.9997441,0.000009151796,0.000016209095,0.000106080755,0.0000699714,0.00005445575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008196494,0.00009529426,0.0000957691,0.00009765578,0.00015924833,0.000057533474,0.000027665661,0.000036326626,0.000009933773],"category_scores_gemma":[0.000009458865,0.00010152583,0.000018846784,0.000097586824,0.000014351155,0.00024116604,0.00000938253,0.000050150982,0.0000030035005],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.4773225e-7,0.0000051758775,0.0000665138,0.00011589577,0.000021691241,9.6183355e-9,0.0004852999,0.755189,0.22910562,0.0015750623,0.00020677071,0.013228535],"study_design_scores_gemma":[0.00013152973,0.00001684555,0.000044218414,0.000029540486,0.000026094403,0.0000046211994,0.00018585907,0.9484015,0.048419412,0.00009807467,0.0024925764,0.00014974513],"about_ca_topic_score_codex":0.00006600573,"about_ca_topic_score_gemma":0.000025970467,"teacher_disagreement_score":0.8981296,"about_ca_system_score_codex":0.000014810476,"about_ca_system_score_gemma":0.000008200702,"threshold_uncertainty_score":0.41401032},"labels":[],"label_agreement":null},{"id":"W2069147181","doi":"10.2118/139926-ms","title":"Fluid Hammer Drives Down Well Costs","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Hammer; Drag; Bit (key); Rate of penetration; Petroleum engineering; Drilling fluid; Drilling; Mechanical engineering; Marine engineering; Engineering; Geology; Geotechnical engineering; Computer science; Aerospace engineering","score_opus":0.009442720531373846,"score_gpt":0.1683691028464793,"score_spread":0.15892638231510545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069147181","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05468839,0.0003475057,0.102153316,0.000009939988,0.00085791235,0.0000709198,0.0000014946462,0.0015006717,0.8403699],"genre_scores_gemma":[0.9941293,0.00008613447,0.003537951,0.00003112452,0.00007738781,0.000005373662,0.0000022254312,0.000035018715,0.0020955093],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99951714,0.0000028702334,0.00010810181,0.00009648155,0.00006174804,0.00021367158],"domain_scores_gemma":[0.9997283,0.000011641563,0.000004600016,0.00016707821,0.000010515913,0.00007785458],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000042872947,0.00011408796,0.00009331929,0.000052925287,0.000019587338,0.000012494001,0.00009481591,0.000049856342,0.00087506836],"category_scores_gemma":[0.0000035609128,0.00010432188,0.000038914655,0.00007436666,0.000011912562,0.00007821007,0.000013063482,0.00007990919,0.0009923123],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036941026,0.0002420804,0.009271738,0.0005474587,0.0007697811,0.00016803989,0.007139103,0.51313806,0.1319038,0.04457774,0.1692437,0.12296157],"study_design_scores_gemma":[0.00057720783,0.000056171328,0.0046124384,0.00008200251,0.000032982352,0.000021017064,0.00016162648,0.49608698,0.30548233,0.00027810005,0.19163463,0.0009745073],"about_ca_topic_score_codex":0.00003641347,"about_ca_topic_score_gemma":0.0000066407442,"teacher_disagreement_score":0.9394409,"about_ca_system_score_codex":0.00002165454,"about_ca_system_score_gemma":0.0000024125422,"threshold_uncertainty_score":0.99978554},"labels":[],"label_agreement":null},{"id":"W2069295811","doi":"10.2118/0914-0131-jpt","title":"Automated Managed-Pressure Drilling Protects Caprock Integrity","year":2014,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Caprock; Drilling; Completion (oil and gas wells); Petroleum engineering; Drill; Well control; Drill pipe; Wellbore; High pressure; Geology; Engineering; Mining engineering; Mechanical engineering","score_opus":0.004260562859921434,"score_gpt":0.19541381814816502,"score_spread":0.1911532552882436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069295811","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48359695,0.0024587277,0.50289124,0.000698865,0.0018506943,0.00013553238,0.0000028727463,0.0050251284,0.0033400177],"genre_scores_gemma":[0.9921699,0.000073378484,0.0073827347,0.000012293931,0.00022447437,0.00000503454,4.7780065e-7,0.000047561738,0.000084131745],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988909,0.000022034494,0.00044265314,0.000121221994,0.0001847063,0.00033847787],"domain_scores_gemma":[0.99939746,0.00003764254,0.00013158796,0.00025320958,0.000100991274,0.000079122336],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004078202,0.00019672113,0.00039668084,0.00068199536,0.000051069306,0.000028471957,0.00039729534,0.0003202181,0.0000122990805],"category_scores_gemma":[0.00018332613,0.00017727051,0.00010018569,0.000330074,0.000040734143,0.000119302065,0.00003991081,0.0011979071,0.000021170808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010791905,0.000027098002,0.00042966136,0.00027028556,0.00022346112,0.000046977366,0.000056481105,0.950263,0.031721536,0.0011242519,0.0019861863,0.013840223],"study_design_scores_gemma":[0.0004399753,0.0001460245,0.00017366395,0.00017856459,0.00004472394,0.0002642264,0.0000461103,0.9301514,0.02027243,0.0010242189,0.047051437,0.0002072408],"about_ca_topic_score_codex":0.000002531358,"about_ca_topic_score_gemma":0.0000023809107,"teacher_disagreement_score":0.50857294,"about_ca_system_score_codex":0.000056154327,"about_ca_system_score_gemma":0.000014020868,"threshold_uncertainty_score":0.7228882},"labels":[],"label_agreement":null},{"id":"W2069590276","doi":"10.1080/10916460802105708","title":"A Scaled Model Study of Waterjet Drilling","year":2009,"lang":"en","type":"article","venue":"Petroleum Science and Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada; Atlantic Canada Opportunities Agency","keywords":"Rate of penetration; Drilling; Penetration rate; Petroleum engineering; Scaling; Drilling fluid; Penetration (warfare); Computer science; Mechanical engineering; Geology; Engineering; Mathematics; Operations research","score_opus":0.005399830531285729,"score_gpt":0.19985171443653227,"score_spread":0.19445188390524654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069590276","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9871203,0.0001243501,0.011115202,0.000083858344,0.000060311842,0.000050078856,4.8108586e-7,0.00040917253,0.0010363031],"genre_scores_gemma":[0.999054,0.000031960164,0.00087090745,0.00000619642,0.000008539815,0.00000407905,1.2489863e-7,0.0000063663288,0.000017836874],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925166,0.0000015567914,0.00014447005,0.00017552396,0.00016669623,0.00026010704],"domain_scores_gemma":[0.9996901,0.0000057378597,0.000014471856,0.0001976162,0.000050928025,0.00004115803],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021025895,0.000091518355,0.00015489638,0.00050815305,0.00006989044,0.000016808879,0.00022516439,0.000053372027,7.0743135e-7],"category_scores_gemma":[0.000023141212,0.00008213086,0.000009667664,0.0006485638,0.00012726669,0.0001075537,0.000030776147,0.000118552714,0.0000016949233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020784714,0.00006293832,0.0012005435,0.00001317377,0.0000071103664,0.0000040749765,0.00034868208,0.83583003,0.14393054,0.0015398334,0.000010547779,0.017050466],"study_design_scores_gemma":[0.00022773471,0.0001566009,0.00027448699,0.000012107031,0.000006056025,0.0000070618426,0.00019773205,0.98101026,0.01683106,0.0011452704,0.000035537276,0.000096087155],"about_ca_topic_score_codex":0.0000024448752,"about_ca_topic_score_gemma":0.0000021652609,"teacher_disagreement_score":0.14518024,"about_ca_system_score_codex":0.000020784832,"about_ca_system_score_gemma":0.000013037689,"threshold_uncertainty_score":0.33491993},"labels":[],"label_agreement":null},{"id":"W2069978639","doi":"10.1061/41095(365)59","title":"Pamper Bacteria, They Will Help Us: Application of Biochemical Mechanisms in Geo-Environmental Engineering","year":2010,"lang":"en","type":"article","venue":"GeoFlorida 2010","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Computer science; Biochemical engineering; Engineering","score_opus":0.001968230493438388,"score_gpt":0.14996506901354303,"score_spread":0.14799683852010465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2069978639","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9584256,0.000053870415,0.03954761,0.000015458538,0.0014541511,0.00015342055,0.00002484226,0.00021195042,0.00011311682],"genre_scores_gemma":[0.9947588,0.000039961324,0.0047736675,0.000006738105,0.00024574157,0.000043353073,0.00004720418,0.000063067666,0.000021510385],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99900967,0.0000037777745,0.00028402242,0.0002115448,0.00014675452,0.00034422672],"domain_scores_gemma":[0.9994942,0.00003006163,0.000028695864,0.0003476251,0.00000770989,0.000091694594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015613431,0.00021227331,0.00021399256,0.00013352335,0.0000167079,0.000015279955,0.0001954222,0.00020659468,0.00006926658],"category_scores_gemma":[0.000014802821,0.00022927004,0.000061265804,0.00009855144,0.000018359986,0.00014083194,0.000044632012,0.00041896576,0.000054534226],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030838635,0.000020222435,0.0008690046,0.000047395955,0.000012743987,0.0000013318744,0.000078743775,0.045448087,0.95212793,0.00036515255,0.000030646454,0.0009956253],"study_design_scores_gemma":[0.0005271877,0.000022966866,0.016279444,0.000047947422,0.000018756617,0.000017335873,0.000032003074,0.4015725,0.5733908,0.00039039578,0.0071217455,0.00057895173],"about_ca_topic_score_codex":0.000049704326,"about_ca_topic_score_gemma":0.000013086061,"teacher_disagreement_score":0.3787372,"about_ca_system_score_codex":0.000037941045,"about_ca_system_score_gemma":0.000005178148,"threshold_uncertainty_score":0.9349361},"labels":[],"label_agreement":null},{"id":"W2070037644","doi":"10.1190/1.3064150","title":"What is the cementation exponent? A new interpretation","year":2009,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":194,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Cementation (geology); Interpretation (philosophy); Exponent; Geology; Statistical physics; Materials science; Forensic engineering; Geotechnical engineering; Metallurgy; Engineering; Philosophy; Physics; Linguistics","score_opus":0.013438272496693444,"score_gpt":0.23511270204729384,"score_spread":0.2216744295506004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070037644","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22820246,0.007095639,0.7239655,0.014437841,0.007398816,0.00061880745,0.0000017864174,0.0016822983,0.01659682],"genre_scores_gemma":[0.9970382,0.00028251574,0.00014126353,0.00056074903,0.00025340452,0.0000038271974,0.0000030593424,0.000015082236,0.0017019047],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99959236,0.0000103341235,0.00010350687,0.000070369875,0.00008395477,0.00013947413],"domain_scores_gemma":[0.9997349,0.000049013626,0.000014286195,0.00016883624,0.000007381923,0.000025575688],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000118933924,0.00008576505,0.00006208936,0.000030141424,0.000062887244,0.00013840487,0.00014050446,0.000024553929,0.0000170444],"category_scores_gemma":[0.000007054455,0.00005553216,0.000037115635,0.00010770887,0.000008348326,0.0002440771,0.000006235003,0.000115790936,0.00019988639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010689494,0.000008283367,0.000015707112,0.000025208354,0.00005321349,0.000001255732,0.033964332,0.47408634,0.018251834,0.001122958,0.047313314,0.42514685],"study_design_scores_gemma":[0.00031037393,0.000046991558,0.0006042006,0.00028273967,0.000049065795,0.000008227667,0.00097252784,0.9161413,0.036267493,0.0029326521,0.042100772,0.00028366927],"about_ca_topic_score_codex":0.0000041016183,"about_ca_topic_score_gemma":0.0000012378247,"teacher_disagreement_score":0.7688357,"about_ca_system_score_codex":0.000037845733,"about_ca_system_score_gemma":0.0000036330507,"threshold_uncertainty_score":0.25692016},"labels":[],"label_agreement":null},{"id":"W2070192568","doi":"10.2118/172242-ms","title":"Nanotechnology Applications To Minimize Geo-Mechanical Related Challenges While Drilling Intercalated Sediments, Western Desert, Egypt","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Nanoparticle; Drilling; Nanotechnology; Materials science; Petroleum engineering; Drilling fluid; Oil shale; Geology; Metallurgy","score_opus":0.01416492762362328,"score_gpt":0.210375982329148,"score_spread":0.19621105470552472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070192568","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03993014,0.0004989165,0.94729656,0.0007187913,0.00047130356,0.00038649846,0.0000034540012,0.0037560465,0.006938286],"genre_scores_gemma":[0.9885884,0.00024160449,0.010221196,0.00008469208,0.00008986558,0.00014941242,0.000015065893,0.000094926814,0.00051482685],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986481,0.000018834662,0.0003848542,0.000370359,0.00012980745,0.000448024],"domain_scores_gemma":[0.9991649,0.00009925297,0.000024444573,0.00049461715,0.000039245308,0.0001775392],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00020615401,0.00025904257,0.0003036189,0.00021182449,0.000059423815,0.000029266816,0.00031544137,0.00033079236,0.000060150058],"category_scores_gemma":[0.000033249944,0.0002620351,0.00006787516,0.00027377054,0.000018426452,0.00007661609,0.000089249435,0.0003249065,0.0005653397],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001632928,0.00011775255,0.000119921155,0.00025543963,0.00033576664,0.0000072587773,0.0006053162,0.78235394,0.06104965,0.016510036,0.0006821559,0.13794644],"study_design_scores_gemma":[0.00070845865,0.00010031424,0.00017208525,0.00018497139,0.00004632908,0.000029824689,0.0001223714,0.8302317,0.03821425,0.001030432,0.12837523,0.00078399957],"about_ca_topic_score_codex":0.000009073345,"about_ca_topic_score_gemma":0.0000110363535,"teacher_disagreement_score":0.9486583,"about_ca_system_score_codex":0.00006735568,"about_ca_system_score_gemma":0.000005125115,"threshold_uncertainty_score":0.9999832},"labels":[],"label_agreement":null},{"id":"W2070244980","doi":"10.2118/173089-ms","title":"New Routes to Achieving Well Integrity in Challenging Well Scenarios","year":2015,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Computer science; Integrity management; Risk analysis (engineering); Business; Pipeline (software); Programming language","score_opus":0.02050233172297982,"score_gpt":0.22086528721417029,"score_spread":0.20036295549119046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070244980","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11684501,0.0010336,0.7339436,0.0007115774,0.0015237962,0.00028147997,0.0000010705429,0.0018882813,0.14377162],"genre_scores_gemma":[0.9822032,0.000045438792,0.015953476,0.00006598027,0.00023793087,0.0000059640574,0.000002222056,0.00005730117,0.0014285052],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989534,0.000010467346,0.00024516258,0.0002089871,0.00015699849,0.0004249616],"domain_scores_gemma":[0.99933064,0.000042466374,0.00000938568,0.00023582391,0.000020264892,0.00036142202],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028960817,0.00021318307,0.00022703977,0.00023416665,0.000019276264,0.000054870332,0.00020417184,0.000100778714,0.000073337935],"category_scores_gemma":[0.00005231871,0.00021428961,0.000044979635,0.00031041697,0.0000041279554,0.00016664305,0.000056996952,0.00040193333,0.00066264084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000033416673,0.000008332155,0.0010558415,0.00003584988,0.000010519853,0.000008997136,0.00074904185,0.98787045,0.0004860435,0.00049129996,0.0041023875,0.0051779174],"study_design_scores_gemma":[0.00064283365,0.00004554477,0.00085648405,0.00029270942,0.000008445882,0.000009509366,0.0006408135,0.9288802,0.004259147,0.00016485558,0.06355133,0.00064809696],"about_ca_topic_score_codex":0.00039821852,"about_ca_topic_score_gemma":0.00020584889,"teacher_disagreement_score":0.8653582,"about_ca_system_score_codex":0.00015725478,"about_ca_system_score_gemma":0.000025038866,"threshold_uncertainty_score":0.87384766},"labels":[],"label_agreement":null},{"id":"W2070665513","doi":"10.2118/138287-ms","title":"Field/Well Integrity Issues, Well Abandonment Planning and Workover Operations on an Inadequately Abandoned Well: Peace River Alberta Case Study","year":2010,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Exhibition and Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Abandonment (legal); Workover; Government (linguistics); Process (computing); Engineering; Environmental planning; Business; Environmental science; Computer science; Petroleum engineering; Political science","score_opus":0.014416273280743715,"score_gpt":0.25781801048647107,"score_spread":0.24340173720572736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070665513","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9832247,0.00006862478,0.007328383,0.0002909968,0.0006519795,0.00016265144,0.000009686904,0.00013197948,0.008130987],"genre_scores_gemma":[0.9977652,0.00010941514,0.0003313509,0.00014261699,0.00019343376,0.000037443908,0.000041069932,0.00002656604,0.0013529431],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989171,0.000032481643,0.00027387598,0.00034611463,0.00022453954,0.00020589837],"domain_scores_gemma":[0.9994212,0.00012672687,0.00003194518,0.00019973888,0.00006551433,0.00015492023],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017547188,0.00024997885,0.00019516968,0.0001426426,0.00014763113,0.00024144427,0.00013267116,0.00011410377,0.00041967884],"category_scores_gemma":[0.000030455729,0.00024832258,0.000035029196,0.000052409338,0.00004972514,0.00035271977,0.00004588222,0.00061573985,0.00004521415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0014360235,0.004259613,0.13816853,0.00043991092,0.0016651277,0.004743511,0.07366476,0.6253232,0.045603715,0.048394427,0.014152049,0.042149156],"study_design_scores_gemma":[0.0031303312,0.0006809544,0.013214325,0.00023067088,0.000062379404,0.000600716,0.0027457725,0.9605511,0.0037045276,0.00021811134,0.013981223,0.00087990705],"about_ca_topic_score_codex":0.0015456203,"about_ca_topic_score_gemma":0.0014134012,"teacher_disagreement_score":0.3352279,"about_ca_system_score_codex":0.000031967662,"about_ca_system_score_gemma":0.000012605034,"threshold_uncertainty_score":0.9999969},"labels":[],"label_agreement":null},{"id":"W2070952059","doi":"10.2118/108338-ms","title":"Combining a Mechanical and Chemical Solution to Mitigate Corrosion in MPD/UBD/Air Drilling Operations","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Corrosion; Drilling; Underbalanced drilling; Environmental science; Petroleum engineering; Drilling fluid; Materials science; Metallurgy; Engineering","score_opus":0.006947210689050843,"score_gpt":0.20643727037914572,"score_spread":0.19949005969009487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2070952059","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4990595,0.000039986106,0.49972785,0.00005530336,0.00016995278,0.00007755799,5.942928e-7,0.0002392517,0.0006300262],"genre_scores_gemma":[0.9889828,0.000016032349,0.010815591,0.00005670571,0.000057068584,0.000007107768,0.0000061438072,0.000025629044,0.000032946846],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922085,0.000004602047,0.0002322073,0.00015883868,0.00009107651,0.00029245095],"domain_scores_gemma":[0.9996982,0.000048343354,0.0000045551124,0.00009189988,0.00001562583,0.00014134836],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027500142,0.00011895979,0.00013560503,0.0001232687,0.000041872423,0.000024059951,0.000053122116,0.00009175159,0.000006546825],"category_scores_gemma":[0.00003400821,0.00012620007,0.00002171643,0.00019856465,0.000008839966,0.00008621076,0.000032521988,0.00016850603,0.000015088674],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000044586927,0.000010103891,0.00011349782,0.000018543607,0.000002670495,0.000004717224,0.00026477064,0.52005064,0.47636643,0.001125845,0.00004457221,0.0019937053],"study_design_scores_gemma":[0.00023749963,0.000015227991,0.0002759419,0.00008480234,0.0000035819862,0.00000826478,0.000058584246,0.84377766,0.15514742,0.000046035846,0.00017957838,0.0001654023],"about_ca_topic_score_codex":0.00003172531,"about_ca_topic_score_gemma":0.00010143045,"teacher_disagreement_score":0.4899233,"about_ca_system_score_codex":0.00006623044,"about_ca_system_score_gemma":0.0000045414295,"threshold_uncertainty_score":0.51462895},"labels":[],"label_agreement":null},{"id":"W2071805742","doi":"10.2136/vzj2007.0174","title":"Effects of Fractal Fracture Surface Roughness on Borehole Ballooning","year":2009,"lang":"en","type":"article","venue":"Vadose Zone Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Natural Resources; University of Alberta","funders":"","keywords":"Borehole; Geology; Fracture (geology); Mechanics; Lost circulation; Drilling fluid; Surface finish; Fractal dimension; Surface roughness; Geotechnical engineering; Ballooning; Fractal; Drilling; Materials science; Composite material; Physics; Mathematics","score_opus":0.003170697925425131,"score_gpt":0.18899536027952848,"score_spread":0.18582466235410336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2071805742","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87510455,0.0018731306,0.120487824,0.00009006,0.00079624745,0.000073595016,0.0000013481294,0.00020819626,0.0013650812],"genre_scores_gemma":[0.9971565,0.00021000754,0.0020716384,0.00007948048,0.00036426535,4.3376713e-7,0.000001543009,0.000037116337,0.00007902362],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990429,0.000019140929,0.00026311434,0.00010558141,0.00025934816,0.00030987675],"domain_scores_gemma":[0.9995365,0.00009553647,0.00006253382,0.00013252979,0.00003364639,0.00013922386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016468935,0.00020061442,0.00026334528,0.00010162681,0.000069089154,0.000050538558,0.00015457593,0.000116163006,0.000024851779],"category_scores_gemma":[0.000033671247,0.00018212691,0.000112612666,0.00016880856,0.00000943419,0.00015853166,0.0000071283325,0.00066821417,0.000018668714],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013209715,0.00004813336,0.00009297952,0.000048895097,0.000042873868,0.00008030752,0.00023309188,0.96066463,0.030169781,0.00003193492,0.0010389092,0.007535267],"study_design_scores_gemma":[0.003689923,0.0009480943,0.05686929,0.002245495,0.00016047352,0.00037837357,0.00010578614,0.461153,0.44248152,0.0004511809,0.030156065,0.0013607901],"about_ca_topic_score_codex":0.0000029389407,"about_ca_topic_score_gemma":2.4686574e-7,"teacher_disagreement_score":0.4995116,"about_ca_system_score_codex":0.000054353222,"about_ca_system_score_gemma":0.00001361445,"threshold_uncertainty_score":0.742692},"labels":[],"label_agreement":null},{"id":"W2072015005","doi":"10.2118/163402-ms","title":"Delivering Consistent Top Quartile Drilling Performance Without Compromise","year":2013,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada); Suncor Energy (Canada)","funders":"","keywords":"Operator (biology); Engineering; Leverage (statistics); Operations management; Computer science; Engineering management","score_opus":0.009170997975133148,"score_gpt":0.17660361433088134,"score_spread":0.1674326163557482,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072015005","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9770878,0.0003747867,0.0142924255,0.000018711677,0.0004809999,0.00016649152,0.0000016947931,0.0007198047,0.0068572694],"genre_scores_gemma":[0.9965942,0.00015635659,0.00288072,0.000044790377,0.00011043486,0.000039350874,0.000008331815,0.000050625,0.00011517385],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991194,0.00000595524,0.00021902555,0.00016446639,0.00012197921,0.00036915045],"domain_scores_gemma":[0.9995568,0.000028150855,0.000018462722,0.00024313894,0.000031426018,0.000122011865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007418829,0.00018256645,0.0001819643,0.00005760624,0.000058585287,0.00006596726,0.00013555378,0.000059841095,0.00011002361],"category_scores_gemma":[0.0000062673394,0.00018544178,0.0000509677,0.00007446132,0.000019820329,0.00020997197,0.000027548655,0.00016556073,0.0005667912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017216428,0.00000964851,0.0025644258,0.00012962897,0.000055895558,0.0000027704486,0.00042683803,0.9714171,0.013041102,0.000040907675,0.000533324,0.011776619],"study_design_scores_gemma":[0.00022177721,0.000021433549,0.0024350134,0.000080983795,0.000014403749,0.000009102346,0.000034452525,0.9790365,0.009596465,0.000014085904,0.008264664,0.0002711003],"about_ca_topic_score_codex":0.00009953288,"about_ca_topic_score_gemma":0.0000052271675,"teacher_disagreement_score":0.0195064,"about_ca_system_score_codex":0.000046515466,"about_ca_system_score_gemma":0.00000480759,"threshold_uncertainty_score":0.7562096},"labels":[],"label_agreement":null},{"id":"W2072057307","doi":"10.2118/132644-ms","title":"Thermal Modeling of Drilling into Steam Chambers","year":2010,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Suncor Energy (Canada); University of Calgary","funders":"","keywords":"Petroleum engineering; Drilling fluid; Drilling; Borehole; Steam injection; Geology; Well drilling; Underbalanced drilling; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.010890704501378787,"score_gpt":0.20743899162764803,"score_spread":0.19654828712626926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072057307","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.977456,0.00027731515,0.017285569,0.000053843094,0.00075617095,0.00007095064,0.0000010713568,0.00033583018,0.0037632775],"genre_scores_gemma":[0.991377,0.000041354546,0.00804205,0.000019310115,0.00039854573,0.0000050878216,0.000005188871,0.000074072675,0.000037405185],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99891484,0.000009359347,0.00033717428,0.00018833544,0.00024176345,0.00030854874],"domain_scores_gemma":[0.99950767,0.00006505263,0.000048152535,0.00023138874,0.00005095586,0.000096770265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025798523,0.00020058284,0.0002265574,0.000090267684,0.00007407824,0.00003214674,0.00018761218,0.00011628154,0.000009539493],"category_scores_gemma":[0.00002528539,0.00020711009,0.000096731725,0.0001221146,0.000045957935,0.00012691085,0.000036558027,0.00037598208,0.000020388577],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036700303,0.0000059968506,0.0012267453,0.00010226105,0.000027154547,0.0000030752883,0.00062512985,0.93314874,0.062659726,0.00009746198,0.000006903366,0.0020931228],"study_design_scores_gemma":[0.0001703375,0.00001052444,0.00009910812,0.00021970354,0.000011891008,0.000009573059,0.000092283815,0.9920073,0.006138016,0.00011879752,0.0008824955,0.0002399415],"about_ca_topic_score_codex":0.00008109303,"about_ca_topic_score_gemma":0.000048516264,"teacher_disagreement_score":0.058858577,"about_ca_system_score_codex":0.00002163193,"about_ca_system_score_gemma":0.000017076343,"threshold_uncertainty_score":0.84457046},"labels":[],"label_agreement":null},{"id":"W2072182861","doi":"10.1109/oceans.2014.7003172","title":"Robust control of managed pressure drilling","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Drilling; Choke; Controller (irrigation); Computer science; Drill; Petroleum engineering; Measurement while drilling; Underbalanced drilling; Well control; Pressure control; Drilling fluid; Engineering; Mechanical engineering","score_opus":0.005421598386385674,"score_gpt":0.14825262660956953,"score_spread":0.14283102822318386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072182861","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004711968,0.00027689725,0.95361274,0.000010570525,0.0002491754,0.00005207054,0.0000015932033,0.00044802346,0.040636953],"genre_scores_gemma":[0.996379,0.00001804702,0.002987634,0.0000127084295,0.000086067594,0.0000029905282,0.0000011877468,0.000025924805,0.00048641613],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99955136,0.000007253011,0.00014015977,0.00007678204,0.00007649785,0.00014797541],"domain_scores_gemma":[0.9997236,0.000051976975,0.00001110262,0.00015791747,0.000015913418,0.00003946616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012809908,0.00008884884,0.00015018914,0.000048567632,0.00001440528,0.000009412309,0.00008509467,0.00004553445,0.000045460667],"category_scores_gemma":[0.000015913407,0.000083368854,0.000041613497,0.00006449141,0.000008830051,0.000043269614,0.000005965386,0.000078276564,0.000016205211],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010084951,0.0000025855798,0.00013710572,0.00010595556,0.000041579293,2.2110783e-7,0.000022974791,0.9930123,0.0021754568,0.0019848635,0.00021050715,0.0023054334],"study_design_scores_gemma":[0.00025218373,0.000008250677,0.0001850629,0.000024737801,0.000021263733,6.7627525e-7,0.0000059461768,0.9759182,0.004875512,0.000053419168,0.018554837,0.00009994571],"about_ca_topic_score_codex":0.0000061238816,"about_ca_topic_score_gemma":0.0000015125871,"teacher_disagreement_score":0.99166703,"about_ca_system_score_codex":0.0000038889916,"about_ca_system_score_gemma":0.0000010900252,"threshold_uncertainty_score":0.33996832},"labels":[],"label_agreement":null},{"id":"W2072234865","doi":"10.2118/2009-105","title":"Determination of Biot's Effective Stress Parameter for Permeability of Nikanassin Sandstone","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biot number; Permeability (electromagnetism); Stress (linguistics); Geology; Geotechnical engineering; Materials science; Mechanics; Chemistry; Physics","score_opus":0.00912997549314821,"score_gpt":0.22430332916697365,"score_spread":0.21517335367382545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072234865","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9057981,0.000054748387,0.0889546,0.000101556565,0.00042853178,0.00014303264,0.00031139585,0.00004000529,0.004168063],"genre_scores_gemma":[0.998573,0.000008647034,0.0012540092,0.000010533273,0.00004113488,0.000013648067,0.000043769396,0.000009463981,0.00004580349],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994172,0.000007782241,0.00020198373,0.00011872522,0.000104726496,0.00014956795],"domain_scores_gemma":[0.9994826,0.0000973629,0.00004178417,0.00011760092,0.00016588042,0.00009481146],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000084367275,0.00010005003,0.00015735648,0.00020835016,0.000016794178,0.000016632743,0.00016894033,0.00006187644,0.00003172895],"category_scores_gemma":[0.00010861255,0.00011148828,0.00006386093,0.000053864333,0.000035340403,0.00008458737,0.0000039169418,0.0000699803,0.0000013553416],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000107341075,0.00013313946,0.01460969,0.0006644431,0.00027844543,0.000010322477,0.0011654958,0.6737074,0.045915462,0.020999715,0.00040497282,0.24200357],"study_design_scores_gemma":[0.00036691924,0.00010094627,0.040515646,0.0001411855,0.000016082076,0.0000023318846,0.000031197913,0.9207449,0.036230247,0.0009323809,0.0007485641,0.00016961865],"about_ca_topic_score_codex":0.0012955226,"about_ca_topic_score_gemma":0.00297004,"teacher_disagreement_score":0.24703749,"about_ca_system_score_codex":0.00015805828,"about_ca_system_score_gemma":0.00005234013,"threshold_uncertainty_score":0.454636},"labels":[],"label_agreement":null},{"id":"W2072320251","doi":"10.2118/60723-ms","title":"The Removal of Hard Scales From Geothermal Wells: California Case Histories","year":2000,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Roundtable","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Forest Protection Limited (Canada)","funders":"","keywords":"Geothermal gradient; Workover; Scraper site; Petroleum engineering; Scale (ratio); Wellbore; High pressure; Corrosion; Environmental science; Engineering; Mining engineering; Computer science; Geology; Mechanical engineering; Materials science","score_opus":0.007684194872143985,"score_gpt":0.18265683989073156,"score_spread":0.17497264501858759,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2072320251","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97129196,0.008841773,0.00374676,0.000093086084,0.0013589881,0.0001530725,0.00012353002,0.0005887472,0.013802107],"genre_scores_gemma":[0.9757615,0.000760683,0.002906059,0.000021748076,0.00048878795,0.00001596289,0.000027761249,0.00013159051,0.01988591],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99849385,0.000031213185,0.00043928612,0.0002563339,0.00024410577,0.000535194],"domain_scores_gemma":[0.9990362,0.00022649985,0.000047594058,0.00053309527,0.00004187262,0.0001147504],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024560577,0.00028770295,0.000341306,0.00005679595,0.00028996036,0.00022409477,0.00026979658,0.00012101547,0.000278154],"category_scores_gemma":[0.00003310851,0.00024979401,0.00012295615,0.00021707446,0.00007595871,0.0003526114,0.000027165184,0.00028333656,0.00015289783],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000071434144,0.0000475655,0.0007413037,0.00014659454,0.0002802943,0.0010062136,0.0008837413,0.9427585,0.007982144,0.0005908255,0.00376398,0.041727424],"study_design_scores_gemma":[0.00071996386,0.000034640525,0.00013000469,0.00017068614,0.00008603029,0.0008466007,0.00025210128,0.24209449,0.006960785,0.0004928388,0.7475916,0.00062023004],"about_ca_topic_score_codex":0.0018698515,"about_ca_topic_score_gemma":0.00028351,"teacher_disagreement_score":0.74382764,"about_ca_system_score_codex":0.00027443987,"about_ca_system_score_gemma":0.000026217398,"threshold_uncertainty_score":0.9999954},"labels":[],"label_agreement":null},{"id":"W2073351926","doi":"10.5539/mer.v2n1p107","title":"Finite-element Analysis and Optimization for the Column of Numerically Controlled Triaxial Deep Hole Drilling Machine","year":2012,"lang":"en","type":"article","venue":"Mechanical Engineering Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Shanghai Leading Academic Discipline Project","keywords":"Finite element method; Column (typography); Structural engineering; Drilling; Parametric statistics; Parametric model; Stress (linguistics); Software; Engineering; Mechanical engineering; Computer science; Mathematics; Connection (principal bundle)","score_opus":0.022318339959647698,"score_gpt":0.27872673643297,"score_spread":0.2564083964733223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073351926","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031625046,0.0017430997,0.9939223,0.000053973003,0.00028988573,0.00062229857,0.0000154241,0.00015758615,0.000032941327],"genre_scores_gemma":[0.9723554,0.00036241504,0.026725847,0.0000048736842,0.000221682,0.00022609615,0.000019170639,0.000058289846,0.000026216107],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982317,0.00004581057,0.00045837878,0.000186154,0.00042981002,0.0006481444],"domain_scores_gemma":[0.9969839,0.0023833334,0.00003369233,0.00027768215,0.00013239436,0.00018902522],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0024392628,0.00019064116,0.0005059168,0.00036552188,0.000116190124,0.00005485766,0.00021868777,0.00011486113,0.00005440539],"category_scores_gemma":[0.0009366897,0.00015308506,0.0001966656,0.0009687253,0.000028297109,0.00009023684,0.0000677957,0.0003551332,0.0000020527377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000070908856,0.000029075945,0.000032783988,0.0001076104,0.0005489482,3.3412604e-7,0.00007862264,0.99406016,0.0019710704,0.0007777214,0.000011963191,0.002310814],"study_design_scores_gemma":[0.0014880635,0.00007356334,0.00004217532,0.000021587155,0.00022290272,6.487353e-7,0.000027470645,0.9941521,0.0031156254,0.000013400384,0.0006825464,0.00015987594],"about_ca_topic_score_codex":0.000023506753,"about_ca_topic_score_gemma":0.000003994583,"teacher_disagreement_score":0.9691929,"about_ca_system_score_codex":0.00006891872,"about_ca_system_score_gemma":0.000010413013,"threshold_uncertainty_score":0.62426275},"labels":[],"label_agreement":null},{"id":"W2073359268","doi":"10.2118/59750-ms","title":"Importance of Completion Design Considerations for Complex, Hostile, and HPHT Wells in Frontier Areas","year":2000,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Foothills; Stress (linguistics); Geology; Lead (geology); Petroleum engineering; Workover; Geotechnical engineering","score_opus":0.027799925803018957,"score_gpt":0.21292377520614833,"score_spread":0.18512384940312937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073359268","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14287414,0.00048138143,0.8485209,0.00009119485,0.0001015565,0.00045516182,0.000029908168,0.00020174257,0.0072440463],"genre_scores_gemma":[0.94406635,0.00008968308,0.055605363,0.00003733761,0.00001817619,0.000017111051,0.000010286734,0.000015871698,0.00013984494],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995568,0.000006082135,0.00019038281,0.00008679536,0.000041227686,0.00011875368],"domain_scores_gemma":[0.99973905,0.00012528169,0.000010030828,0.00008057342,0.000015205291,0.000029854975],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000085326545,0.000080316946,0.0001494027,0.000050618273,0.000019667963,0.000011553855,0.000022600152,0.000029998968,0.00026743015],"category_scores_gemma":[0.0000135200635,0.00008457437,0.000019134026,0.000051322557,0.000016892698,0.00005387732,0.0000022790846,0.000039737,0.0000035843905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066691728,0.00001227282,0.0016424969,0.00005850754,0.000014876282,0.0000011051777,0.00010365202,0.9858515,0.0018469626,0.0006154044,0.008412298,0.0014341994],"study_design_scores_gemma":[0.00039321944,0.000019015019,0.016101556,0.000028240012,0.0000068076533,0.0000044074977,0.000011543534,0.97731626,0.0017334264,0.0011964608,0.0030649083,0.00012415611],"about_ca_topic_score_codex":0.000020923677,"about_ca_topic_score_gemma":0.000024507195,"teacher_disagreement_score":0.8011922,"about_ca_system_score_codex":0.000013265459,"about_ca_system_score_gemma":0.0000045813626,"threshold_uncertainty_score":0.34488428},"labels":[],"label_agreement":null},{"id":"W2073489835","doi":"10.1111/j.1745-6592.2002.tb00658.x","title":"Experimental Evaluation of Fouling Processes in Porous Polyethylene Well Screens Used for Horizontal Wells","year":2002,"lang":"en","type":"article","venue":"Groundwater Monitoring & Remediation","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Effluent; Materials science; Porosity; Scanning electron microscope; Polyethylene; Saturation (graph theory); Porous medium; Hydraulic head; Fouling; Composite material; Chemistry; Environmental engineering; Environmental science; Membrane; Geotechnical engineering; Geology","score_opus":0.035029221649625325,"score_gpt":0.2543125548078533,"score_spread":0.21928333315822798,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073489835","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98359936,0.0017993042,0.012239044,0.000013346886,0.0015293297,0.00045143446,0.0000033191498,0.00019498813,0.0001698839],"genre_scores_gemma":[0.99736404,0.0000739857,0.0015696074,0.0000012315453,0.000744654,0.00013489435,0.000026373898,0.000059060218,0.000026175836],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998623,0.000023134071,0.00039451252,0.0002095586,0.00044084538,0.0003089657],"domain_scores_gemma":[0.9995407,0.000074382464,0.00006312188,0.00015204724,0.00011812528,0.000051625968],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045647591,0.00019045135,0.00020764416,0.00021393264,0.00004402655,0.000038882034,0.000103383376,0.00011031331,0.000015570546],"category_scores_gemma":[0.000052527528,0.00021104403,0.000046979832,0.0002252297,0.000013077543,0.00034044197,0.000012506634,0.00010905733,0.000010929328],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018399036,0.00014670305,0.009548528,0.00044170057,0.000052711377,0.0000019516715,0.005108188,0.54182345,0.43165067,0.00000907952,0.00003735755,0.01116124],"study_design_scores_gemma":[0.0009888597,0.00009070061,0.0012790121,0.00013588522,0.000030120329,0.0000016296341,0.00027918827,0.25041255,0.7463818,0.000020210355,0.00016190726,0.00021811246],"about_ca_topic_score_codex":0.000064867,"about_ca_topic_score_gemma":0.000009817599,"teacher_disagreement_score":0.31473112,"about_ca_system_score_codex":0.00029942844,"about_ca_system_score_gemma":0.000012289687,"threshold_uncertainty_score":0.8606126},"labels":[],"label_agreement":null},{"id":"W2073606260","doi":"10.2118/60708-ms","title":"Integration of Coiled Tubing Underbalanced Drilling Services to Improve Efficiency and Value","year":2000,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Roundtable","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Coiled tubing; Underbalanced drilling; Drilling; Service (business); Risk analysis (engineering); Engineering; Petroleum engineering; Drilling fluid; Business; Mechanical engineering","score_opus":0.0046999844631641615,"score_gpt":0.19642109358695586,"score_spread":0.1917211091237917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073606260","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91324747,0.0015516258,0.078674875,0.000041435254,0.0007381955,0.0003345232,0.000013957271,0.0005841288,0.004813779],"genre_scores_gemma":[0.9932662,0.00041927223,0.0041542887,0.000037405556,0.00018074828,0.000025495508,0.000021422698,0.000096048476,0.001799111],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99805784,0.000026064086,0.00055076845,0.0004452352,0.0002964858,0.00062357826],"domain_scores_gemma":[0.9991423,0.00012783572,0.00006208027,0.00040893734,0.00007224682,0.00018659489],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033575913,0.00037993278,0.000503452,0.00020822373,0.00016156318,0.00032371434,0.00025731145,0.00015122393,0.00006187808],"category_scores_gemma":[0.000028855351,0.000398981,0.000083148,0.0005791065,0.000026450933,0.0007432634,0.000045447232,0.0002868082,0.00004069481],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020664806,0.000025288877,0.00018164299,0.00033004684,0.000048559185,0.0000031360867,0.0010467245,0.8120574,0.1745019,0.00048862,0.000020917154,0.011275126],"study_design_scores_gemma":[0.00079591275,0.000113503804,0.0002637153,0.0008717077,0.00005857985,0.000012271805,0.00031922388,0.9431315,0.05189236,0.00038020313,0.0015757533,0.00058523915],"about_ca_topic_score_codex":0.0004081085,"about_ca_topic_score_gemma":0.000055490164,"teacher_disagreement_score":0.13107416,"about_ca_system_score_codex":0.00020200101,"about_ca_system_score_gemma":0.000025235544,"threshold_uncertainty_score":0.9998462},"labels":[],"label_agreement":null},{"id":"W2073732072","doi":"10.2118/103803-ms","title":"Formation Pressure Testing while Drilling in Bohai Bay's Challenging Environment","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Wireline; Borehole; Drilling; Wellbore; Measurement while drilling; Petroleum engineering; Logging while drilling; Well drilling; Drill pipe; Drawdown (hydrology); Process (computing); Geology; Computer science; Engineering; Geotechnical engineering; Mechanical engineering; Telecommunications","score_opus":0.008633951033004579,"score_gpt":0.14878837201577744,"score_spread":0.14015442098277286,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073732072","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.123506285,0.002977789,0.78666234,0.000057195346,0.0003759222,0.00030052153,0.0000043445993,0.0016745504,0.08444107],"genre_scores_gemma":[0.993726,0.000064652944,0.005811077,0.0000051854345,0.00014193963,0.00001809234,0.00001051093,0.000038712464,0.00018381396],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991675,0.000006154387,0.0002608403,0.00013176345,0.000121815385,0.00031195252],"domain_scores_gemma":[0.99975777,0.00004686922,0.000017161721,0.000137194,0.0000064762016,0.0000345433],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012970294,0.00015089824,0.00012938476,0.00011849708,0.00004536487,0.00003323643,0.00007348945,0.00006695251,0.00003293021],"category_scores_gemma":[0.000007239494,0.0001623402,0.000028065435,0.00012785454,0.0000058538835,0.00024361387,0.000017486542,0.00015130949,0.00004033516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.3223932e-7,0.000008094435,0.0006413169,0.00008190093,0.000004556075,0.0000026139699,0.00008205879,0.99403685,0.0027182174,0.00022876504,0.00007971144,0.002115609],"study_design_scores_gemma":[0.00015829748,0.0000059208596,0.0014591442,0.00008044171,0.0000061655774,0.0000042897177,0.000042704694,0.9875072,0.0037748907,0.00010313407,0.0066584866,0.00019931179],"about_ca_topic_score_codex":0.000037671307,"about_ca_topic_score_gemma":0.000013115375,"teacher_disagreement_score":0.8702197,"about_ca_system_score_codex":0.00006133232,"about_ca_system_score_gemma":0.0000019931397,"threshold_uncertainty_score":0.6620041},"labels":[],"label_agreement":null},{"id":"W2074577741","doi":"10.2118/97776-ms","title":"Thermoplastic Properties of OCTG in a SAGD Application","year":2005,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Yield (engineering); Petroleum engineering; Quality assurance; Engineering; Quality (philosophy); Mechanical engineering; Process engineering; Civil engineering; Manufacturing engineering; Construction engineering; Materials science; Operations management","score_opus":0.004641209274373181,"score_gpt":0.14774681427516373,"score_spread":0.14310560500079056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074577741","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88961107,0.0005130345,0.09802583,0.0000219827,0.000042694723,0.00008416236,3.538803e-7,0.00025063174,0.011450228],"genre_scores_gemma":[0.99918884,0.000021210522,0.000654742,0.0000040895325,0.000027157213,0.0000118881935,3.9318243e-7,0.000010498568,0.00008119022],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99975,0.000001447417,0.000097140306,0.000041237367,0.00003661337,0.00007354582],"domain_scores_gemma":[0.99990463,0.000006127732,0.00000451358,0.00006761378,0.000005096146,0.000012041535],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003295982,0.00004431566,0.00005881081,0.000044010183,0.0000032413138,0.0000027145006,0.000037410045,0.000020966589,0.000009767586],"category_scores_gemma":[0.0000035474877,0.00003750963,0.000010606632,0.00007009841,0.000005071248,0.000036139878,0.0000037023747,0.00003685069,0.000026313848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.329835e-7,0.000006331062,0.00021614485,0.000046132816,0.0000030836447,6.1821616e-8,0.00012367016,0.9089136,0.078478314,0.00023434624,0.000012954447,0.011964404],"study_design_scores_gemma":[0.000075304284,0.0000030469423,0.00060320855,0.000029293451,0.0000013519577,5.953585e-7,0.00001464949,0.9078965,0.09028166,0.000011227271,0.0010288883,0.00005423586],"about_ca_topic_score_codex":0.000016217968,"about_ca_topic_score_gemma":0.000032053747,"teacher_disagreement_score":0.10957775,"about_ca_system_score_codex":0.00001893968,"about_ca_system_score_gemma":0.0000024698263,"threshold_uncertainty_score":0.15295984},"labels":[],"label_agreement":null},{"id":"W2075017165","doi":"10.2118/168948-ms","title":"A Case Study: First Field Application of Fully Automated Kick Detection and Control by MPD System in Western Canada","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Well control; Volume (thermodynamics); Control system; Sensitivity (control systems); Drilling; Drilling fluid; Event (particle physics); Petroleum engineering; Computer science; Control (management); Engineering; Simulation; Mechanical engineering","score_opus":0.0017678206909941877,"score_gpt":0.15631143278565415,"score_spread":0.15454361209465997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075017165","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.78486824,0.000026829062,0.21444832,0.000005851119,0.00006888712,0.00017032865,0.0000019768997,0.0002994635,0.00011009119],"genre_scores_gemma":[0.99990654,9.3719075e-7,0.00002273944,0.000006284824,0.000013298222,0.000029639761,7.142593e-7,0.000011758909,0.000008104706],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99959236,0.000009824019,0.00016396279,0.00008527509,0.000056438705,0.00009215088],"domain_scores_gemma":[0.9997701,0.000068517926,0.000016675163,0.00009897519,0.000012081312,0.000033671546],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009484548,0.00007466923,0.0001284393,0.00003724235,0.000017405964,0.000008805354,0.000028223136,0.0000366545,5.30052e-7],"category_scores_gemma":[0.000007584425,0.00007506068,0.0000068528334,0.00007101605,0.0000022433846,0.00002715337,0.000004358998,0.00005152391,5.142762e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012168358,0.000033469445,0.031125892,0.00090933486,0.000065368426,0.00007652483,0.0004355434,0.9483842,0.006588446,0.00001277274,0.00021126575,0.012144988],"study_design_scores_gemma":[0.00045426117,0.000037542,0.0007600306,0.000019649473,0.000008790281,0.00007470035,0.00021194277,0.99612856,0.0019402785,1.6045783e-7,0.00028592293,0.00007817315],"about_ca_topic_score_codex":0.3612152,"about_ca_topic_score_gemma":0.6547467,"teacher_disagreement_score":0.29353148,"about_ca_system_score_codex":0.00005882948,"about_ca_system_score_gemma":0.000004876088,"threshold_uncertainty_score":0.6430385},"labels":[],"label_agreement":null},{"id":"W2075170025","doi":"10.2118/174493-ms","title":"Performance Characterization and Optimization of Cement Systems for Thermally Stimulated Wells","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Cement; Casing; Materials science; Geotechnical engineering; Oil well; Petroleum engineering; Shrinkage; Permeability (electromagnetism); Steam injection; Composite material; Geology","score_opus":0.01947345945457672,"score_gpt":0.19727327553562563,"score_spread":0.17779981608104892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075170025","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22926581,0.0003180992,0.767612,0.00010259746,0.0005977809,0.00027662935,0.0000722692,0.00028132348,0.0014735047],"genre_scores_gemma":[0.9979408,0.00026079282,0.001567806,0.000010821653,0.000027267504,0.000018968809,0.000054522745,0.000019041103,0.00010000626],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937975,0.0000062423646,0.00021995607,0.00010586602,0.0001380456,0.00015011561],"domain_scores_gemma":[0.9996063,0.000022097642,0.000034033226,0.00011437016,0.00012598211,0.00009720545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010756194,0.00010396441,0.00015651241,0.000032015003,0.000019675343,0.000018237892,0.00007878631,0.00005971221,0.0000041006565],"category_scores_gemma":[0.00002244518,0.00010453717,0.000009689206,0.00008005738,0.000016366293,0.00006500837,0.000012247474,0.000064865446,2.637794e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010621151,0.0000034205425,0.0000575685,0.00024986797,0.0000062667254,3.965069e-7,0.00001320186,0.9915164,0.0043413285,0.00014086098,0.00008820669,0.0035718689],"study_design_scores_gemma":[0.00022239292,0.000046524427,0.00022290878,0.0001206667,0.000009275437,0.0000021567007,0.000008792493,0.99452907,0.002086588,0.0000017839753,0.0026265874,0.00012324564],"about_ca_topic_score_codex":0.0035673543,"about_ca_topic_score_gemma":0.0010656394,"teacher_disagreement_score":0.76867497,"about_ca_system_score_codex":0.00009430998,"about_ca_system_score_gemma":0.00014558487,"threshold_uncertainty_score":0.53927964},"labels":[],"label_agreement":null},{"id":"W2075259770","doi":"10.2118/112439-ms","title":"Adopting Aphron Fluid Technology for Completion and Workover Applications","year":2008,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Devon Energy (Canada)","funders":"","keywords":"Workover; Completion (oil and gas wells); Petroleum engineering; Drilling fluid; Fluid pressure; Fluid dynamics; Geology; Computer science; Drilling; Engineering; Mechanical engineering; Mechanics","score_opus":0.007080856992093219,"score_gpt":0.19688559433942854,"score_spread":0.18980473734733533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075259770","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.047966506,0.00016384639,0.9454511,0.0014021782,0.00027180213,0.0004961588,0.00008124427,0.00040761183,0.0037595471],"genre_scores_gemma":[0.99655455,0.00051861437,0.002190582,0.00012117411,0.00019643517,0.00017456042,0.00015139481,0.000018777006,0.00007390855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993971,0.0000054496672,0.00022671164,0.0001271559,0.00011227356,0.00013133335],"domain_scores_gemma":[0.99969125,0.000052579187,0.000044481458,0.00008174013,0.00008434559,0.000045616427],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008215487,0.000118811535,0.00011987977,0.00017413608,0.00015438668,0.000041681098,0.000058804646,0.00007764381,0.000012474545],"category_scores_gemma":[0.000012426693,0.00012834455,0.000031505937,0.00008309971,0.000039461112,0.00028618163,0.000010803868,0.00008772051,0.000015470412],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017382973,0.00011094106,0.0009773929,0.00035018843,0.00018016784,0.000005402633,0.00068343064,0.80215627,0.06722739,0.07627946,0.0033149745,0.048540536],"study_design_scores_gemma":[0.0016098117,0.000063817555,0.0004808473,0.00007510908,0.00001512453,0.000054310964,0.00005105709,0.9079486,0.0023977691,0.00053032837,0.08655997,0.0002132523],"about_ca_topic_score_codex":0.0000013648952,"about_ca_topic_score_gemma":0.0000011609192,"teacher_disagreement_score":0.9485881,"about_ca_system_score_codex":0.00005533443,"about_ca_system_score_gemma":0.0000029037926,"threshold_uncertainty_score":0.5233739},"labels":[],"label_agreement":null},{"id":"W2075262240","doi":"10.2118/98279-pa","title":"Pressure Prediction and Drilling Challenges in a Deepwater Subsalt Well from Offshore Nova Scotia, Canada","year":2007,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada); Encana (Canada)","funders":"","keywords":"Casing; Drilling; Petroleum engineering; Borehole; Completion (oil and gas wells); Offshore drilling; Submarine pipeline; Nova scotia; Geology; Pore water pressure; Drilling fluid; Measurement while drilling; Engineering; Geotechnical engineering; Mechanical engineering; Oceanography","score_opus":0.0163156871657353,"score_gpt":0.18893712193343787,"score_spread":0.17262143476770256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075262240","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9346377,0.008048784,0.052829202,0.00011650378,0.0018984011,0.00024171197,0.0000460384,0.00042255127,0.0017590553],"genre_scores_gemma":[0.9971241,0.0008749593,0.0012562821,0.00001824342,0.0005135705,0.0000026184946,0.000121624376,0.000068572044,0.000020037156],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984055,0.000019471063,0.00042929337,0.00037034947,0.00028572083,0.00048962346],"domain_scores_gemma":[0.99941176,0.00013469908,0.00004279282,0.00023608013,0.00004512945,0.00012953597],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003555835,0.0002778208,0.0003053339,0.00018420008,0.000057027202,0.000042969317,0.00011472504,0.00015234241,0.000040346018],"category_scores_gemma":[0.00002052395,0.00030894682,0.00003787493,0.00016691753,0.000024659299,0.00013614075,0.000026433143,0.00034212426,0.000013720943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002580272,0.00001894727,0.029160077,0.00024770707,0.000082364975,0.00003262336,0.0008699241,0.95817125,0.0054627727,0.00015584152,0.0002323096,0.0055403574],"study_design_scores_gemma":[0.0006166834,0.000029783647,0.11981024,0.0004567446,0.000049621292,0.000014044428,0.00026479625,0.84751284,0.006423815,0.00021859568,0.024081936,0.0005208714],"about_ca_topic_score_codex":0.07626109,"about_ca_topic_score_gemma":0.49318945,"teacher_disagreement_score":0.41692838,"about_ca_system_score_codex":0.00015742233,"about_ca_system_score_gemma":0.00002166119,"threshold_uncertainty_score":0.9999363},"labels":[],"label_agreement":null},{"id":"W2075509387","doi":"10.2118/128185-ms","title":"Improved Accuracy of Borehole Positioning in Horizontal Wells","year":2010,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Accelerometer; Directional drilling; Borehole; Software; Drilling; Trajectory; Geology; Calibration; Wellbore; Measurement while drilling; Geodesy; Marine engineering; Computer science; Acoustics; Engineering; Petroleum engineering; Mechanical engineering; Geotechnical engineering","score_opus":0.006746195820384952,"score_gpt":0.20544387512545959,"score_spread":0.19869767930507462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075509387","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9707612,0.00013028739,0.02586578,0.000038949373,0.00046397527,0.00011706707,0.000013049226,0.00016286569,0.0024468577],"genre_scores_gemma":[0.99775815,0.00024754237,0.0017626372,0.000010009583,0.00013428406,0.00000908089,0.000041080104,0.000025390256,0.000011845998],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918294,0.000008342923,0.00028660792,0.00018341198,0.00009521904,0.00024345782],"domain_scores_gemma":[0.9996241,0.00006359891,0.00004431831,0.00014774803,0.000050251132,0.000070000446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015337626,0.00016138137,0.00020398667,0.00015264425,0.000045212313,0.000057516812,0.00007452019,0.00013283276,0.00003076563],"category_scores_gemma":[0.00003666793,0.00017690937,0.000041605817,0.00014091423,0.000042142117,0.0002610163,0.000017210887,0.00033646828,0.000006843137],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011693513,0.00002447779,0.00095268205,0.00014746234,0.0000150873875,0.000006279921,0.00077021343,0.018933654,0.96351093,0.0021476904,0.00003623944,0.013443561],"study_design_scores_gemma":[0.0006384119,0.000073800526,0.0027052336,0.00037423335,0.000016922579,0.000024398636,0.00020343592,0.73282146,0.2609619,0.0013322746,0.0004527157,0.00039520668],"about_ca_topic_score_codex":0.00012329624,"about_ca_topic_score_gemma":0.00011324607,"teacher_disagreement_score":0.7138878,"about_ca_system_score_codex":0.000019401701,"about_ca_system_score_gemma":0.000016953301,"threshold_uncertainty_score":0.72141546},"labels":[],"label_agreement":null},{"id":"W2075588647","doi":"10.2118/112715-ms","title":"Innovative Hydraulic Isolation Material Preserves Well Integrity","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellhead; Petroleum engineering; Casing; Clogging; Lost circulation; Oil well; Slurry; Injection well; Drilling; Petroleum; Underbalanced drilling; Fossil fuel; Geology; Hydraulic fracturing; Environmental science; Mining engineering; Drilling fluid; Geotechnical engineering; Engineering; Waste management; Mechanical engineering; Environmental engineering","score_opus":0.014945648929147912,"score_gpt":0.20055762218519163,"score_spread":0.18561197325604373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075588647","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7992374,0.000039401068,0.12338996,0.000031089687,0.00075129385,0.00008499671,0.0000041752446,0.0010571481,0.07540455],"genre_scores_gemma":[0.9965545,0.000036357953,0.0024383408,0.0000178096,0.00017835313,0.000006712057,0.00001771589,0.000024348386,0.0007258818],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995068,0.0000067219175,0.00015191737,0.000095447576,0.00007923697,0.00015991706],"domain_scores_gemma":[0.99978113,0.000016900787,0.00000997478,0.00012100751,0.000036863185,0.000034151628],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005553371,0.00011086647,0.00010539305,0.00006881024,0.000039208906,0.000016732458,0.00007865355,0.000067406276,0.00022117535],"category_scores_gemma":[0.0000130116005,0.00010355647,0.000021044447,0.00022447985,0.000016779428,0.00017355665,0.000016699112,0.00014782211,0.00012150537],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029256127,0.000054894073,0.0060545695,0.0002063588,0.00012872713,0.000025923824,0.0014050357,0.89153904,0.064987265,0.0026750367,0.030466406,0.0024274706],"study_design_scores_gemma":[0.00028576353,0.00003502609,0.009738455,0.000028976829,0.000004427787,0.000022016182,0.000033188335,0.8069724,0.15951142,0.00020524982,0.022789482,0.00037358643],"about_ca_topic_score_codex":0.000045992532,"about_ca_topic_score_gemma":0.0000038106166,"teacher_disagreement_score":0.1973171,"about_ca_system_score_codex":0.000027253272,"about_ca_system_score_gemma":0.000006538878,"threshold_uncertainty_score":0.42229104},"labels":[],"label_agreement":null},{"id":"W2075732246","doi":"10.2523/iptc-15267-ms","title":"Developing a Stage Tool for Cemented Back Monobore Completions with Open Hole Multi-Stage Systems in the Montney","year":2011,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spark plug; Engineering; Collar; Drill; Casing; Stage (stratigraphy); Petroleum engineering; Completion (oil and gas wells); Mechanical engineering; Geology","score_opus":0.1028820604755751,"score_gpt":0.2859900572306584,"score_spread":0.1831079967550833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075732246","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12274205,0.0000641809,0.87104553,0.00037603665,0.00029084447,0.00051293767,0.000116031966,0.0002855914,0.0045668096],"genre_scores_gemma":[0.9790865,0.00002393581,0.019551132,0.000030459287,0.000015877094,0.00045534462,0.000045001907,0.000025548808,0.0007661622],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913985,0.0000116955425,0.00026470175,0.0002147817,0.000119667806,0.00024928787],"domain_scores_gemma":[0.9995154,0.000042555577,0.00005384297,0.0002564247,0.00011269102,0.000019063258],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017394322,0.0001695137,0.00018110423,0.00026524343,0.00005412684,0.00010229417,0.0010543315,0.00009958286,0.000036566802],"category_scores_gemma":[0.000029155277,0.00013827551,0.000023426892,0.00017643147,0.000057701942,0.00016328841,0.00009636655,0.00023377147,0.00002182102],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000079983874,0.00015887346,0.014096055,0.00018886864,0.00034763422,0.000066653665,0.0010278693,0.5362171,0.002858986,0.4432769,0.00026093225,0.0014201263],"study_design_scores_gemma":[0.0012704917,0.000065662,0.0027892368,0.00022057633,0.00000854906,0.000011642026,0.0010805409,0.9659315,0.0009366582,0.00021424543,0.02718306,0.0002878727],"about_ca_topic_score_codex":0.00020214844,"about_ca_topic_score_gemma":0.00029130504,"teacher_disagreement_score":0.85634446,"about_ca_system_score_codex":0.00010566112,"about_ca_system_score_gemma":0.000038126294,"threshold_uncertainty_score":0.5638712},"labels":[],"label_agreement":null},{"id":"W2075935964","doi":"10.2118/131349-ms","title":"Drilling Optimization Based on the ROP Model in One of the Iranian Oil Fields","year":2010,"lang":"en","type":"article","venue":"International Oil and Gas Conference and Exhibition in China","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Rate of penetration; Petroleum engineering; Offset (computer science); Bit (key); Drilling engineering; Computer science; Drilling fluid; Range (aeronautics); Measurement while drilling; Simulation; Mechanical engineering; Engineering","score_opus":0.011667418480345842,"score_gpt":0.19515566809419302,"score_spread":0.1834882496138472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075935964","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96026385,0.000017464266,0.021947293,0.0026399025,0.00027135407,0.00001713623,0.00000796337,0.000022137641,0.014812903],"genre_scores_gemma":[0.9992098,0.00020400659,0.00040391507,0.00007184467,0.000031736083,0.000007043309,0.000005234887,0.0000056681574,0.000060727874],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996255,0.0000074174827,0.00012957366,0.00007766506,0.00009441292,0.00006545324],"domain_scores_gemma":[0.9998343,0.00004298,0.000019026542,0.00006740798,0.00002139823,0.000014860704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010549353,0.00006510067,0.00006470033,0.000065123226,0.000022068185,0.000027185999,0.00007060964,0.000050520914,0.000026072394],"category_scores_gemma":[0.000026506239,0.00004665653,0.000015920901,0.000055897854,0.000026071097,0.000061188046,0.000011231428,0.00020550947,3.3401113e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000552988,0.00001144467,0.00046938757,0.000020115944,0.0000024875847,3.055173e-7,0.00030571877,0.98824584,0.0009457011,0.003008663,0.0000049648643,0.0069798334],"study_design_scores_gemma":[0.0002055099,0.0000053979716,0.0010356345,0.00020655277,0.0000016974348,8.867028e-7,0.000016946005,0.9959269,0.0012039146,0.0013178495,0.000024077573,0.000054599837],"about_ca_topic_score_codex":0.000045235094,"about_ca_topic_score_gemma":0.00009781364,"teacher_disagreement_score":0.038945977,"about_ca_system_score_codex":0.000008079567,"about_ca_system_score_gemma":0.000008459538,"threshold_uncertainty_score":0.19025981},"labels":[],"label_agreement":null},{"id":"W2076264746","doi":"10.2118/123794-ms","title":"Coupled Reservoir Flow Simulation: Fault Leakage Analysis","year":2009,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Petrobras","keywords":"Petroleum engineering; Submarine pipeline; Geology; Water injection (oil production); Oil field; Fault (geology); Permeability (electromagnetism); Reservoir simulation; Petroleum reservoir; Petroleum; Fluid dynamics; Pore water pressure; Injection well; Slip (aerodynamics); Geotechnical engineering; Engineering; Seismology; Mechanics","score_opus":0.015775845124378164,"score_gpt":0.2516879775725539,"score_spread":0.23591213244817574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076264746","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22179593,0.00023038175,0.7686812,0.00038180847,0.00008663027,0.00017116872,0.00004063721,0.0013280268,0.0072842077],"genre_scores_gemma":[0.9982253,0.00015824389,0.0013025163,0.000054378903,0.0000933777,0.0000043417426,0.00007805387,0.000010814551,0.00007298122],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919516,0.000012447285,0.00021680571,0.00020288036,0.00015427459,0.00021842172],"domain_scores_gemma":[0.99957335,0.00004838475,0.000017822378,0.00018624957,0.000078207784,0.00009598917],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015072683,0.00015093938,0.00022348585,0.0001511892,0.00007421202,0.000061689774,0.000079754434,0.00014189603,0.000072871895],"category_scores_gemma":[0.000038019163,0.00014951886,0.00007861411,0.0004388737,0.000027839102,0.00022841514,0.000014242739,0.00024365708,0.000021337053],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007627803,0.00001380341,0.000040353938,0.0000149591815,0.000029933932,0.000006230066,0.00008262485,0.9903321,0.0030832246,0.0007218223,0.00030274314,0.005364542],"study_design_scores_gemma":[0.00016615237,0.00007205362,0.0032613503,0.00003428229,0.000075887605,0.0000022189965,0.0000442171,0.9930017,0.00056850776,0.001580017,0.0009849583,0.0002086316],"about_ca_topic_score_codex":0.0000063865664,"about_ca_topic_score_gemma":0.000017207687,"teacher_disagreement_score":0.77642936,"about_ca_system_score_codex":0.000025728536,"about_ca_system_score_gemma":0.000006437228,"threshold_uncertainty_score":0.60972023},"labels":[],"label_agreement":null},{"id":"W2076413674","doi":"10.2118/64225-pa","title":"Coiled-Tubing Drilling of Horizontal Sidetrack in House Mountain Field, Alberta","year":2000,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"Shell Canada","keywords":"Drilling; Drill; Directional drilling; Petroleum engineering; Geology; Coiled tubing; Casing; Underbalanced drilling; Rate of penetration; Drill pipe; Geotechnical engineering; Engineering; Drilling fluid; Mechanical engineering","score_opus":0.005785208560235846,"score_gpt":0.1888787610191113,"score_spread":0.18309355245887546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076413674","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9710946,0.000309091,0.024264427,0.00004050145,0.00039710538,0.00016861816,0.0000046456958,0.00043347073,0.0032875084],"genre_scores_gemma":[0.99742275,0.00026740378,0.001967113,0.000021418251,0.00016513375,0.000009692107,0.000022182112,0.000090291396,0.000034003442],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984278,0.00002852372,0.0005756731,0.0002858092,0.00023374404,0.00044842492],"domain_scores_gemma":[0.99925613,0.0002716887,0.000049176106,0.0003033963,0.00003348935,0.000086139466],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024253676,0.00027387522,0.00039873613,0.00023595289,0.00006045186,0.000047851605,0.00019251104,0.00015711192,0.00020297665],"category_scores_gemma":[0.000055710934,0.00032204122,0.000118748794,0.00035074825,0.00002739487,0.000174514,0.000021748525,0.00037288963,0.0000790958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021610856,0.00002584505,0.0038619633,0.00010717961,0.00002446712,0.00000914073,0.0006261118,0.96913236,0.01787918,0.00031803912,0.000028729144,0.007965357],"study_design_scores_gemma":[0.00053046504,0.000074706244,0.0017852006,0.00039612615,0.000019494324,0.000011985451,0.000089431465,0.9604479,0.034544673,0.0005154157,0.001147722,0.00043688747],"about_ca_topic_score_codex":0.00079193147,"about_ca_topic_score_gemma":0.00046515322,"teacher_disagreement_score":0.02632813,"about_ca_system_score_codex":0.00012451576,"about_ca_system_score_gemma":0.000011985902,"threshold_uncertainty_score":0.99992317},"labels":[],"label_agreement":null},{"id":"W2076447823","doi":"10.2118/157922-ms","title":"Elimination of Surface Casing Vent Flow and Gas Migration in the Lloydminster Area","year":2012,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference Canada","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Casing; Petroleum engineering; Drilling; Environmental remediation; Cement; Wellbore; Process (computing); Service (business); Clogging; Environmental science; Mining engineering; Engineering; Business; Computer science; Mechanical engineering; Materials science","score_opus":0.014970514351599745,"score_gpt":0.1885612612330681,"score_spread":0.17359074688146836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076447823","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99546015,0.00046534042,0.0019197207,0.00041790312,0.00029930208,0.00003556585,0.000006570017,0.000017468628,0.0013779993],"genre_scores_gemma":[0.9994728,0.00015038552,0.00027839397,0.000024837533,0.000031339692,0.0000023092819,0.000008556852,0.000008384456,0.000022972363],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995044,0.000014966369,0.0001269043,0.000057719244,0.00012770836,0.0001683203],"domain_scores_gemma":[0.9997834,0.000044647502,0.000015469355,0.000091284564,0.000023946184,0.000041241852],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014564735,0.00008069168,0.00009052929,0.000026265141,0.000020168589,0.000016059937,0.000049055074,0.000029374736,0.000007818184],"category_scores_gemma":[0.000016464015,0.00007043774,0.000009223892,0.00007725836,0.000011126661,0.000086353815,0.000005053935,0.00008709044,5.183853e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013892502,0.000030122897,0.010907094,0.0006012273,0.00002840384,0.00001461546,0.008497304,0.836423,0.0059421896,0.0009995361,0.0014803858,0.13506223],"study_design_scores_gemma":[0.00023543969,0.00001628741,0.012393658,0.00020873736,0.0000138536225,0.00001705152,0.00092483894,0.9705236,0.010107314,0.00003585431,0.005307475,0.00021590931],"about_ca_topic_score_codex":0.057906725,"about_ca_topic_score_gemma":0.35829484,"teacher_disagreement_score":0.30038813,"about_ca_system_score_codex":0.0000778459,"about_ca_system_score_gemma":0.00005755497,"threshold_uncertainty_score":0.94836676},"labels":[],"label_agreement":null},{"id":"W2076784590","doi":"10.2118/117615-ms","title":"Providing Floating Capabilities in Latest-Generation Sand Screens","year":2008,"lang":"en","type":"article","venue":"International Thermal Operations and Heavy Oil Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spark plug; Petroleum engineering; Steam-assisted gravity drainage; Annulus (botany); Differential pressure; Engineering; Geology; Oil sands; Asphalt; Mechanical engineering; Materials science","score_opus":0.015957998070888886,"score_gpt":0.2111363921214714,"score_spread":0.19517839405058252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2076784590","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9848168,0.00027327723,0.0021727458,0.00053824874,0.0004788063,0.0000580806,0.0000133690555,0.00013777641,0.01151091],"genre_scores_gemma":[0.99679136,0.0003927058,0.0016702344,0.000056311263,0.00036592377,0.000024135348,0.00003623817,0.000023477398,0.0006395958],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993357,0.000013456489,0.00023839777,0.00014200874,0.00011786909,0.00015258328],"domain_scores_gemma":[0.9997915,0.000028531596,0.000009549352,0.00007553402,0.000050105944,0.000044763972],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000104162646,0.00012123632,0.000106335145,0.00011687389,0.00014249174,0.000077495155,0.00007049679,0.00005289445,0.000029918061],"category_scores_gemma":[0.000016321357,0.00012370695,0.000025519445,0.00007180831,0.000030344001,0.0003090805,0.000016499056,0.00012236353,0.000008329104],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037820346,0.00001439927,0.0020267454,0.000015774414,0.000015756379,0.0000052787464,0.0013381827,0.91450924,0.0804105,0.0007208556,0.000045814442,0.00089367124],"study_design_scores_gemma":[0.000299467,0.000017004682,0.0012994213,0.00005298705,0.0000035927517,0.00003435087,0.000069669055,0.9766777,0.019526029,0.0000076263054,0.0018253275,0.00018680532],"about_ca_topic_score_codex":0.0001737316,"about_ca_topic_score_gemma":0.00009265295,"teacher_disagreement_score":0.062168483,"about_ca_system_score_codex":0.000067048786,"about_ca_system_score_gemma":0.000017966448,"threshold_uncertainty_score":0.5044623},"labels":[],"label_agreement":null},{"id":"W2077322079","doi":"10.2118/151061-ms","title":"A New Emulsified Acid to Stimulate Deep Wells in Carbonate Reservoirs","year":2012,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"Qatar Petroleum","keywords":"Corrosion; Rheology; Carbonate; Corrosion inhibitor; Salt (chemistry); Materials science; Petroleum engineering; Chemistry; Chemical engineering; Geology; Metallurgy; Composite material; Organic chemistry","score_opus":0.0066738676747190254,"score_gpt":0.2102328039020716,"score_spread":0.20355893622735258,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077322079","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45492986,0.0003980878,0.4590073,0.0056123096,0.0033545422,0.000929407,0.00008795189,0.0007113663,0.07496919],"genre_scores_gemma":[0.99841493,0.00008532953,0.00054586184,0.00034448615,0.00029736597,0.000014560431,0.000054527784,0.000024432447,0.00021850846],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908006,0.00001770486,0.0003009298,0.00011613572,0.00021871751,0.00026647566],"domain_scores_gemma":[0.9995835,0.00003981235,0.000033058543,0.00011289403,0.000040561434,0.00019017291],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018556288,0.00016014017,0.00014197876,0.0002521919,0.000035054833,0.000077442346,0.00010334545,0.000071601055,0.000084950414],"category_scores_gemma":[0.000022485683,0.00016871524,0.000041179977,0.00012827852,0.0000068552804,0.0006427258,0.000018813102,0.00014434462,0.00016476549],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000072971816,0.00002051271,0.00034178284,0.000025969508,0.000024912368,0.0000028260204,0.00093726703,0.97889566,0.014174044,0.0017313528,0.0006302945,0.003142377],"study_design_scores_gemma":[0.0020691997,0.00004737456,0.0031804617,0.00012613162,0.000010580175,0.000008419988,0.0000688352,0.9681931,0.009131454,0.00025130168,0.016622579,0.00029057675],"about_ca_topic_score_codex":0.000038178136,"about_ca_topic_score_gemma":0.00001665401,"teacher_disagreement_score":0.5434851,"about_ca_system_score_codex":0.0001320708,"about_ca_system_score_gemma":0.0000038254802,"threshold_uncertainty_score":0.6880008},"labels":[],"label_agreement":null},{"id":"W2077617450","doi":"10.2118/122206-ms","title":"Hydraulic Optimization of Aerated Mud Drilling for Maximum Drilling Rate","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling; Petroleum engineering; Underbalanced drilling; Drilling fluid; Horsepower; Volumetric flow rate; Compressibility; Engineering; Mechanical engineering; Mechanics; Automotive engineering","score_opus":0.007861717650874041,"score_gpt":0.19534440151019106,"score_spread":0.18748268385931702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077617450","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0105683105,0.00022504231,0.98400617,0.00005697784,0.0003551674,0.00020099588,0.000003861755,0.0006944623,0.0038889886],"genre_scores_gemma":[0.93860495,0.00013916063,0.060854163,0.000049926744,0.00012369629,0.000008350295,0.00003588342,0.00004676462,0.00013710877],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991196,0.000008861175,0.00033716118,0.00016049977,0.00008443227,0.0002894756],"domain_scores_gemma":[0.99958205,0.00007313497,0.00003493349,0.00016657858,0.00007611232,0.000067165565],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022599414,0.00018096954,0.00023684668,0.00013618429,0.000047538695,0.00003190951,0.00009900728,0.00009630847,0.000025186027],"category_scores_gemma":[0.00003802751,0.00018484065,0.00008257728,0.0002583791,0.000008807613,0.0001381456,0.000005058859,0.000086104745,0.0000054047214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000061453993,0.000008700448,0.0000053775816,0.000054530014,0.00002161681,6.001468e-7,0.00006439673,0.9832303,0.012292346,0.00030291048,0.00014918634,0.0038638953],"study_design_scores_gemma":[0.0003282325,0.000038926388,0.000015202736,0.000058280824,0.000016964817,0.0000014227988,0.000015117237,0.932119,0.065779194,0.00032271325,0.001098645,0.00020628763],"about_ca_topic_score_codex":0.0000035576327,"about_ca_topic_score_gemma":7.2879556e-7,"teacher_disagreement_score":0.92803663,"about_ca_system_score_codex":0.000031449465,"about_ca_system_score_gemma":0.000008025985,"threshold_uncertainty_score":0.7537583},"labels":[],"label_agreement":null},{"id":"W2077755446","doi":"10.2118/2006-118-ea","title":"Treatment of Non-Aqueous Drilling Waste Using Supercritical Carbon Dioxide","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Supercritical carbon dioxide; Carbon dioxide; Aqueous solution; Waste management; Supercritical fluid; Supercritical water oxidation; Environmental science; Petroleum engineering; Chemistry; Geology; Engineering; Organic chemistry","score_opus":0.010976265236405361,"score_gpt":0.2063708105310208,"score_spread":0.19539454529461545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2077755446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9639401,0.00015037604,0.0081671085,0.00005259397,0.0007765845,0.000042131935,0.000054823664,0.00006240287,0.026753912],"genre_scores_gemma":[0.9989132,0.000036478847,0.00047836688,0.000005257933,0.00031224656,0.000006803764,0.000029692836,0.00003072311,0.00018720892],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915016,0.000005469067,0.00024018397,0.0001531349,0.00014688494,0.00030414402],"domain_scores_gemma":[0.9995775,0.000028769044,0.000009287378,0.00013564495,0.000083198,0.00016559105],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000026679127,0.00016452136,0.00018485847,0.0002506261,0.000027883734,0.000034292218,0.00014836963,0.000070342045,0.000041116993],"category_scores_gemma":[0.0000091602615,0.00018378677,0.000064325606,0.00006541592,0.000035592067,0.000061524144,0.000006177041,0.000075568554,0.0000056668596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024971175,0.000011331575,0.0025308353,0.000018430886,0.000046377423,0.000056656318,0.000059141872,0.9661431,0.029020444,0.0016992143,0.000014401704,0.0003976139],"study_design_scores_gemma":[0.00023334513,0.000024854375,0.0005088608,0.000059073667,0.000015203071,0.000026382266,0.000038424445,0.97762513,0.019266006,0.0000738338,0.001950235,0.00017866689],"about_ca_topic_score_codex":0.07251464,"about_ca_topic_score_gemma":0.024186539,"teacher_disagreement_score":0.048328098,"about_ca_system_score_codex":0.00057663844,"about_ca_system_score_gemma":0.00012660203,"threshold_uncertainty_score":0.9936195},"labels":[],"label_agreement":null},{"id":"W2078567904","doi":"10.1190/1.2335156","title":"Interview with Gary Mavko: Spring 2006 SEG Distinguished Lecturer","year":2006,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spring (device); Engineering; Mechanical engineering","score_opus":0.0067474290668778705,"score_gpt":0.17630078810393127,"score_spread":0.1695533590370534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078567904","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23605601,0.00824898,0.53955686,0.00065013766,0.0027075286,0.00047196329,0.0000106549915,0.0041735717,0.20812427],"genre_scores_gemma":[0.9959144,0.000021130967,0.00090469216,0.00007460484,0.000635425,0.000011840514,0.000004949721,0.000085061525,0.0023479005],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.999174,0.000017728511,0.00017359518,0.00015638716,0.00011580687,0.00036248402],"domain_scores_gemma":[0.9995571,0.000067669935,0.000022844408,0.00029399857,0.000018407372,0.00004000866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002085651,0.00020936786,0.00019060797,0.00005783138,0.000086876564,0.00007191955,0.00021871644,0.000051580555,0.000019728104],"category_scores_gemma":[0.000013302955,0.0001452435,0.00005618577,0.0002001445,0.000033282733,0.000059506554,0.000028151111,0.00028867362,0.00016254833],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050801486,0.000014317575,0.0010181902,0.0002753789,0.0000671468,0.000029615427,0.00027394725,0.96987605,0.0031648863,0.00077593967,0.017768731,0.0067307297],"study_design_scores_gemma":[0.0008568519,0.00006756514,0.008109264,0.0014133607,0.00016163719,0.00012897939,0.00005048776,0.40345064,0.02103186,0.0006002762,0.5626955,0.0014335772],"about_ca_topic_score_codex":0.000044782042,"about_ca_topic_score_gemma":0.000045268764,"teacher_disagreement_score":0.75985837,"about_ca_system_score_codex":0.000061864375,"about_ca_system_score_gemma":0.0000057372868,"threshold_uncertainty_score":0.59228575},"labels":[],"label_agreement":null},{"id":"W2078672432","doi":"10.1115/imece2013-62563","title":"Stochastic and Deterministic Vibration Analysis on Drill-String With Finite Element Method","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drill string; Finite element method; Drill; Monte Carlo method; Vibration; Drilling; Drill bit; Torsional vibration; Structural engineering; Computer science; Engineering; Mathematics; Physics; Mechanical engineering; Acoustics; Statistics","score_opus":0.005704905609570639,"score_gpt":0.20426057507007497,"score_spread":0.19855566946050435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078672432","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.038003508,0.000020039399,0.960486,0.000014649854,0.0000421797,0.000109256034,0.0000014092462,0.00024088201,0.0010820744],"genre_scores_gemma":[0.97514427,0.0000054510297,0.02463406,0.00002379289,0.00003026987,0.000030211846,0.000006876623,0.000021654552,0.00010340669],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994261,0.000008164708,0.00014004495,0.00014867638,0.00010313407,0.00017386052],"domain_scores_gemma":[0.9996114,0.0001426197,0.000014413107,0.00014006518,0.00001672812,0.000074770505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000071515846,0.0001361818,0.00016083494,0.00019334964,0.00003631211,0.000070703136,0.000039831633,0.000031347554,0.00007537075],"category_scores_gemma":[0.000012868141,0.000109939545,0.000028117323,0.00025182587,0.000006863142,0.00008461133,0.0000089532805,0.000076082506,0.00002625351],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013398661,0.0000033407296,0.00008142026,0.000018249391,0.00014957305,9.21947e-7,0.00005732411,0.9935218,0.00037138737,0.00021525107,0.000010931447,0.005568446],"study_design_scores_gemma":[0.00013301593,0.000054467866,0.0014247008,0.000019997182,0.0001400172,0.000001506787,0.000029258239,0.99702895,0.0009332542,0.00004152468,0.0000367808,0.00015650818],"about_ca_topic_score_codex":0.000021833497,"about_ca_topic_score_gemma":0.000012500449,"teacher_disagreement_score":0.93714076,"about_ca_system_score_codex":0.000022625865,"about_ca_system_score_gemma":0.0000028363208,"threshold_uncertainty_score":0.44832045},"labels":[],"label_agreement":null},{"id":"W2078952461","doi":"10.2118/2000-061","title":"You've Got \"Scale!\"-Developments in Well-Bore Remediation Technology","year":2000,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"BP Global","keywords":"Environmental remediation; Scale (ratio); Environmental science; Computer science; Physics; Contamination","score_opus":0.005550676758631314,"score_gpt":0.18552176253169492,"score_spread":0.17997108577306362,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078952461","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7773,0.000080017846,0.00076754554,0.00065517065,0.0009230004,0.00006550079,0.000037614864,0.00022828058,0.21994287],"genre_scores_gemma":[0.99647415,0.0001525935,0.00036241367,0.000060011494,0.00009061279,0.000025873886,0.00007478761,0.000024058922,0.0027355305],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990947,0.0000054588186,0.00022663124,0.00019233066,0.00015120448,0.00032965338],"domain_scores_gemma":[0.9996228,0.000011542464,0.000015122473,0.00013673745,0.000051397536,0.00016235965],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0000704249,0.00014575776,0.00012324816,0.0006068817,0.000030368583,0.000048002694,0.00031541547,0.00013028755,0.0010498074],"category_scores_gemma":[0.000018220704,0.0001806676,0.00002323451,0.00021552572,0.00002641121,0.00012358231,0.000008917956,0.00024925362,0.00045728695],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011176492,0.000019636436,0.04239951,0.000033769586,0.00008478266,0.00011088383,0.0006507666,0.8968137,0.000717904,0.005132321,0.0026824616,0.05134307],"study_design_scores_gemma":[0.0007018952,0.000018708588,0.038160484,0.00019478616,0.0000066003845,0.000028220738,0.00014431108,0.6278308,0.0011122646,0.0007141462,0.33049378,0.0005939903],"about_ca_topic_score_codex":0.0027455152,"about_ca_topic_score_gemma":0.04017573,"teacher_disagreement_score":0.32781133,"about_ca_system_score_codex":0.000479604,"about_ca_system_score_gemma":0.00013460651,"threshold_uncertainty_score":0.9998634},"labels":[],"label_agreement":null},{"id":"W2078982268","doi":"10.2118/155746-pa","title":"Quantitative Properties From Drill Cuttings To Improve the Design of Hydraulic-Fracturing Jobs in Horizontal Wells","year":2014,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; ConocoPhillips","keywords":"Hydraulic fracturing; Drill cuttings; Permeability (electromagnetism); Petroleum engineering; Geology; Drill; Porosity; Brittleness; Geotechnical engineering; Tight gas; Offset (computer science); Drilling; Engineering; Mechanical engineering; Computer science; Materials science; Drilling fluid","score_opus":0.007595753567809145,"score_gpt":0.17409763932842645,"score_spread":0.1665018857606173,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078982268","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95878696,0.00085445866,0.036718927,0.0024462321,0.0005066164,0.00011442338,0.0000059335944,0.00006293297,0.00050352886],"genre_scores_gemma":[0.9950362,0.000067286666,0.0046526236,0.00008266568,0.00009909748,0.0000061267497,2.906578e-7,0.00003756867,0.000018167779],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988444,0.000030820804,0.00048452444,0.00011676047,0.00014507622,0.00037842587],"domain_scores_gemma":[0.99932957,0.00011387087,0.00012232905,0.00021307435,0.00007040156,0.00015072801],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040931517,0.00017070495,0.0003734005,0.001701003,0.00003719726,0.00002281693,0.0004312919,0.00016447302,0.000006367696],"category_scores_gemma":[0.00024705764,0.00013258046,0.000064351494,0.00049035973,0.00005475376,0.00010777942,0.000020935691,0.00054855266,0.0000097645025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029129973,0.000008148302,0.00080842414,0.000026630614,0.000089792455,0.000030056855,0.00066588377,0.89475876,0.09630121,0.00053613336,0.00049840217,0.006247421],"study_design_scores_gemma":[0.0013511264,0.0016360084,0.0032435248,0.0008340199,0.000081386286,0.000121305035,0.0018253145,0.6035936,0.31220722,0.0017648495,0.07260681,0.000734862],"about_ca_topic_score_codex":0.011021422,"about_ca_topic_score_gemma":0.013188051,"teacher_disagreement_score":0.2911652,"about_ca_system_score_codex":0.00019984556,"about_ca_system_score_gemma":0.000085876,"threshold_uncertainty_score":0.9955643},"labels":[],"label_agreement":null},{"id":"W2079233892","doi":"10.2118/06-11-04","title":"Simulation of Erosion in Drilling Tools for the Oil and Gas Industry","year":2006,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Casing; Drilling; Erosion; Petroleum engineering; Work (physics); Machining; Engineering; Completion (oil and gas wells); Mechanical engineering; Geology","score_opus":0.008268741572984826,"score_gpt":0.1937615314604949,"score_spread":0.18549278988751008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079233892","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9807921,0.0018884279,0.0154582355,0.0010901119,0.00025230338,0.000024962837,0.00000650871,0.000029631768,0.00045769455],"genre_scores_gemma":[0.9990994,0.00018337934,0.00058579113,0.000007323454,0.00008084607,0.0000019825422,5.8362326e-7,0.000014053277,0.000026639505],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994422,0.0000033330864,0.00027960577,0.000045146884,0.000057096506,0.00017256904],"domain_scores_gemma":[0.9996156,0.0001557441,0.00006303356,0.00007777104,0.000047407,0.00004045327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001771736,0.00006899818,0.0001524312,0.0010639469,0.000025880967,0.00001630448,0.00009773063,0.00022967407,0.0000021511441],"category_scores_gemma":[0.00010429733,0.000058793925,0.000030203648,0.0002989024,0.00002696492,0.00009087265,0.0000045902607,0.00035480008,1.5703266e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026385096,0.0000018188775,0.0009980284,0.000020198548,0.0000081526305,0.0000041844323,0.000011034529,0.97570986,0.002317774,0.00032361958,0.000065178836,0.020537512],"study_design_scores_gemma":[0.0004240174,0.00004813795,0.0012479287,0.00012430048,0.000016532606,0.000029035542,0.00009027372,0.97251064,0.0024764251,0.0006980368,0.022249117,0.00008556485],"about_ca_topic_score_codex":0.0013066848,"about_ca_topic_score_gemma":0.010809862,"teacher_disagreement_score":0.022183938,"about_ca_system_score_codex":0.00008249331,"about_ca_system_score_gemma":0.000038650753,"threshold_uncertainty_score":0.6032157},"labels":[],"label_agreement":null},{"id":"W2079779716","doi":"10.4043/18399-ms","title":"Travel-Time Methods of Vp/Vs Determination for Pore-Pressure Prediction Using Look-Ahead VSPs","year":2006,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Citation; Drilling; Geology; Submarine pipeline; Computer science; Library science; Operations research; Mining engineering; Engineering; Mechanical engineering; Geotechnical engineering","score_opus":0.013639373667940338,"score_gpt":0.2557880313510389,"score_spread":0.24214865768309857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079779716","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07216119,0.00037623412,0.9248461,0.00004652753,0.00026445105,0.0002557312,0.000049430528,0.0007950845,0.0012052401],"genre_scores_gemma":[0.8834207,0.000016935901,0.11626061,0.0000019361664,0.00005765479,0.000029895255,0.000036428737,0.000037743135,0.00013809312],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904746,0.000014421518,0.00034095588,0.00022630833,0.00009331194,0.0002775463],"domain_scores_gemma":[0.9994259,0.00006299943,0.00006982126,0.00028485517,0.00012959576,0.000026829432],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021673876,0.00019653332,0.0003234545,0.0003481051,0.000046771922,0.000014410701,0.00021491645,0.00038063352,0.00001955769],"category_scores_gemma":[0.00005373936,0.00021604329,0.00006377384,0.00026413408,0.0001005774,0.00009721495,0.000025928031,0.00019250422,0.000002287059],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020399008,0.00004469396,0.0009828004,0.0004401482,0.00009135077,0.0000043471678,0.00010298183,0.1636695,0.73372614,0.009085595,0.0002766189,0.0915554],"study_design_scores_gemma":[0.00020488095,0.000052856874,0.00040451228,0.00008215868,0.00006619734,0.0000165029,0.000021115748,0.7431336,0.2519469,0.0030644657,0.0008549188,0.0001518945],"about_ca_topic_score_codex":0.000013004118,"about_ca_topic_score_gemma":0.0000041545145,"teacher_disagreement_score":0.8112595,"about_ca_system_score_codex":0.00003475932,"about_ca_system_score_gemma":0.000024602361,"threshold_uncertainty_score":0.88099897},"labels":[],"label_agreement":null},{"id":"W2079834379","doi":"10.2118/119287-ms","title":"Probabilistic Well Time Estimation Revisited","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Weibull distribution; Duration (music); Probabilistic logic; Publication; Computer science; Probability density function; Estimation; Software; Statistics; Engineering; Mathematics; Artificial intelligence","score_opus":0.0033299923693116606,"score_gpt":0.17598239406640911,"score_spread":0.17265240169709745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2079834379","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032278296,0.00033147517,0.56225663,0.00014780546,0.00021142245,0.00028038584,0.0000020494099,0.004684295,0.39980766],"genre_scores_gemma":[0.991319,0.0000104635865,0.0071835583,0.00003876186,0.00005065259,0.0000018490355,0.000012945864,0.00001404634,0.0013687062],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996395,0.0000026500395,0.000104799095,0.00007201483,0.000057696587,0.00012330251],"domain_scores_gemma":[0.999814,0.0000142571525,0.000005201699,0.00011654561,0.000010481356,0.000039567927],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005317087,0.000079603975,0.00008059169,0.00004230259,0.000014638216,0.000021614205,0.000047153917,0.000032935048,0.00017041304],"category_scores_gemma":[0.000016259768,0.00007567127,0.000021834261,0.000112182526,0.000003206488,0.000063950734,0.000002217944,0.000055176984,0.0008818121],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.762858e-7,0.000004207787,0.0000015166437,0.00002300995,0.0000032899488,0.0000010655374,0.000013401038,0.98455495,0.0014288776,0.0007835047,0.0029078706,0.01027784],"study_design_scores_gemma":[0.000059955688,0.00001315102,0.00017991287,0.000027246799,0.000005284211,0.0000029077232,5.211716e-7,0.99491376,0.0011318987,0.00069078885,0.0028714854,0.000103062746],"about_ca_topic_score_codex":4.896256e-7,"about_ca_topic_score_gemma":4.9823548e-8,"teacher_disagreement_score":0.9590407,"about_ca_system_score_codex":0.000023773182,"about_ca_system_score_gemma":0.0000018256692,"threshold_uncertainty_score":0.9998961},"labels":[],"label_agreement":null},{"id":"W2080050824","doi":"10.2118/155993-ms","title":"Double Shoulder Connection Technology Enables Exploration and Production of Ultra-Deep Prospects – Case Histories and Lessons Learned in Xinjiang, China","year":2012,"lang":"en","type":"article","venue":"IADC/SPE Asia Pacific Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Drilling; Drill; Torque; China; Petroleum engineering; High pressure; Well drilling; Mechanical engineering; Structural basin; Mining engineering; Engineering; Geology; Paleontology","score_opus":0.025149583492473315,"score_gpt":0.24134646801264897,"score_spread":0.21619688452017566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080050824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9549886,0.004363533,0.035708085,0.0023451205,0.00055490853,0.00040507392,0.0000037370849,0.0008425937,0.00078833697],"genre_scores_gemma":[0.9950042,0.0037063558,0.0010645415,0.0000010498919,0.000061190665,0.0000716004,0.000013702951,0.000030368397,0.000047013145],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998934,0.000015167823,0.00029808262,0.0003312976,0.00008148722,0.00033998096],"domain_scores_gemma":[0.9995771,0.00001762956,0.00007781155,0.00020590791,0.00006702195,0.000054504653],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023904674,0.00022918583,0.00030490925,0.00075719506,0.00013520743,0.000034554672,0.000044160603,0.00039914885,0.0000033845918],"category_scores_gemma":[0.000056642508,0.00024616433,0.000017129698,0.00051809096,0.00025680006,0.0005661553,0.000023023897,0.00033652902,0.0000011293703],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018409174,0.00032604559,0.03250109,0.0021949701,0.00019693022,0.00013607538,0.023103554,0.030973265,0.4709228,0.18091404,0.00015393915,0.2583932],"study_design_scores_gemma":[0.0028674866,0.0004854113,0.0009908185,0.0012060807,0.00018702721,0.0035754188,0.040669836,0.08035007,0.797707,0.066838205,0.003446054,0.0016765429],"about_ca_topic_score_codex":0.00002868016,"about_ca_topic_score_gemma":0.00007562129,"teacher_disagreement_score":0.32678422,"about_ca_system_score_codex":0.00006360549,"about_ca_system_score_gemma":0.0000132322475,"threshold_uncertainty_score":0.99999905},"labels":[],"label_agreement":null},{"id":"W2080745468","doi":"10.1016/s0304-3894(99)00143-0","title":"Air distribution during in situ air sparging: an overview of mathematical modeling","year":2000,"lang":"en","type":"article","venue":"Journal of Hazardous Materials","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Air sparging; Sparging; Secondary air injection; Airflow; Environmental science; Scale (ratio); Current (fluid); Process (computing); Computer science; Geology; Engineering; Chemistry; Mechanical engineering; Waste management; Geography","score_opus":0.02171837591063323,"score_gpt":0.24471411890162076,"score_spread":0.22299574299098754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080745468","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9938955,0.0005917296,0.004893861,0.00001650227,0.0002130215,0.00006188734,0.000014554418,0.00005954117,0.00025343022],"genre_scores_gemma":[0.9985683,0.00048748427,0.0006843203,0.0000035505195,0.00019372748,0.0000017426952,0.000006194444,0.00003494075,0.000019755525],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985791,0.000034583063,0.0008530575,0.0000847652,0.00020774241,0.00024074015],"domain_scores_gemma":[0.9996052,0.00001862874,0.00009541435,0.00015293933,0.000043483284,0.0000843474],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005034403,0.00015839224,0.00050559454,0.00010688777,0.000020990155,0.000023173008,0.0001492655,0.00008325185,0.00026008362],"category_scores_gemma":[0.000023596398,0.00014670877,0.00008172561,0.00010559915,0.000011245581,0.00026220994,0.000011348196,0.00013129988,0.000022469674],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038538907,0.000039509974,0.0000069055127,0.00044547487,0.000022910077,0.0000324428,0.00013812492,0.84685516,0.15179454,0.000076642435,0.000009285489,0.0005404672],"study_design_scores_gemma":[0.0015517111,0.00017593263,0.0011399323,0.002599207,0.00008474861,0.0005709388,0.00008570971,0.30581158,0.68547624,0.001547389,0.00041989845,0.00053673],"about_ca_topic_score_codex":0.000004764865,"about_ca_topic_score_gemma":0.0000013814855,"teacher_disagreement_score":0.5410436,"about_ca_system_score_codex":0.00008665693,"about_ca_system_score_gemma":0.0000147055025,"threshold_uncertainty_score":0.598261},"labels":[],"label_agreement":null},{"id":"W2080819137","doi":"10.2118/1100-0028-jpt","title":"Openhole Memory-Logging and Wireless-Conveyance Systems for Horizontal Wells","year":2000,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Petroleum; Logging; Wireless; Geology; Computer science; Telecommunications; Forestry; Geography","score_opus":0.003955073272087757,"score_gpt":0.18926027345301777,"score_spread":0.18530520018093002,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080819137","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9637278,0.006429253,0.027121034,0.00021767257,0.0008836054,0.000088641966,0.000006492244,0.0002600325,0.0012655006],"genre_scores_gemma":[0.99728745,0.0011100554,0.0009887185,0.00000883671,0.00023195952,0.000008744584,5.8976326e-7,0.00004006411,0.00032358756],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911654,0.000006301933,0.00037690497,0.00011213555,0.0000997493,0.0002883884],"domain_scores_gemma":[0.9996384,0.000041963176,0.0000754958,0.00014021291,0.000036833433,0.00006709043],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024115675,0.00015245732,0.00036342102,0.0003069788,0.0000494075,0.00003934811,0.00021798415,0.00017092978,0.000016090238],"category_scores_gemma":[0.000013026922,0.00014542589,0.000064024825,0.000111106325,0.000049586022,0.00014615133,0.000013567038,0.00032615857,0.000010197653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000066075074,0.000044093016,0.00052353035,0.00050548895,0.00028841067,0.00012110884,0.00012045471,0.81456316,0.06901188,0.001690987,0.0031872515,0.10987754],"study_design_scores_gemma":[0.0023751087,0.00061661575,0.0001531587,0.00046651918,0.00008955116,0.0018596805,0.00040999733,0.7924744,0.022887403,0.00053785066,0.17758676,0.0005429954],"about_ca_topic_score_codex":0.0000043166806,"about_ca_topic_score_gemma":8.8962423e-7,"teacher_disagreement_score":0.17439951,"about_ca_system_score_codex":0.000059370443,"about_ca_system_score_gemma":0.000012856814,"threshold_uncertainty_score":0.5930296},"labels":[],"label_agreement":null},{"id":"W2080827875","doi":"10.1016/s0886-7798(02)00062-7","title":"Implementing quality control in HDD projects—a North American prospective","year":2001,"lang":"en","type":"article","venue":"Tunnelling and Underground Space Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Quality assurance; Quality (philosophy); Context (archaeology); Control (management); Engineering; Quality management; Directional drilling; Quality management system; Operations management; Manufacturing engineering; Engineering management; Risk analysis (engineering); Computer science; Drilling; Business; Management system; Mechanical engineering","score_opus":0.009437603873049158,"score_gpt":0.2340920851795101,"score_spread":0.22465448130646096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080827875","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8532318,0.0005156548,0.1431496,0.00032659588,0.000104172665,0.00023120624,0.000002779995,0.0011691281,0.0012690439],"genre_scores_gemma":[0.9979475,0.0006689197,0.0011122415,0.000023067138,0.000060028327,0.00004479639,0.000003240069,0.000047710135,0.00009250811],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99847585,0.000021506054,0.00031985197,0.00033952316,0.00010570604,0.000737566],"domain_scores_gemma":[0.99949646,0.00010834995,0.000060625112,0.00024097142,0.000030408593,0.00006315965],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00030753034,0.00024858836,0.000396044,0.00041804236,0.0001145045,0.000045211495,0.00013114871,0.0001016996,0.0000034941927],"category_scores_gemma":[0.000042992968,0.00026430574,0.000037055408,0.00096987153,0.00012355954,0.00009679748,0.00003714715,0.00044622424,0.0000072827065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037427246,0.00007107744,0.81644845,0.00013622153,0.00014095813,0.00006672821,0.00073391985,0.14806953,0.0021703702,0.015224893,0.000040148356,0.016860254],"study_design_scores_gemma":[0.005350854,0.00054909644,0.1383284,0.00025612515,0.00010288637,0.00023389018,0.009671849,0.815334,0.0018962481,0.014394522,0.0113609135,0.002521215],"about_ca_topic_score_codex":0.00035173298,"about_ca_topic_score_gemma":0.0031940641,"teacher_disagreement_score":0.6781201,"about_ca_system_score_codex":0.0001225722,"about_ca_system_score_gemma":0.000014024879,"threshold_uncertainty_score":0.9999809},"labels":[],"label_agreement":null},{"id":"W2080973876","doi":"10.2118/0215-0120-jpt","title":"Technology Focus: Formation Damage (February 2015)","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"High resolution; Computer science; Focus (optics); Permeability (electromagnetism); Petroleum engineering; Environmental science; Geology; Chemistry; Physics; Optics; Remote sensing","score_opus":0.007712525597002879,"score_gpt":0.20987231028538486,"score_spread":0.20215978468838197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2080973876","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6512995,0.007731183,0.33002716,0.0039499267,0.0018156838,0.000078657584,0.000004268229,0.0015745223,0.003519101],"genre_scores_gemma":[0.9933257,0.00019919343,0.0062027145,0.0000108814365,0.00016640262,0.000004052262,0.0000010476266,0.00003773405,0.000052289382],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890095,0.00000912798,0.00049639185,0.000085173815,0.0001899692,0.00031838185],"domain_scores_gemma":[0.99931824,0.000016733158,0.00014570808,0.00025596278,0.00016050818,0.00010286748],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031246257,0.0001687699,0.00033077731,0.0016560272,0.000027324202,0.000018500803,0.0003941852,0.00035569016,0.0000076249626],"category_scores_gemma":[0.0001164734,0.00015859412,0.00007201376,0.00059011136,0.000063544794,0.00031594382,0.00005053721,0.0006815151,0.00005893116],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060799313,0.000138914,0.0045510572,0.00018397279,0.0003677666,0.0006018663,0.00035936045,0.77633846,0.0583182,0.0100986,0.051036533,0.097944446],"study_design_scores_gemma":[0.0057035442,0.0020527116,0.0006498817,0.00054579997,0.00021088909,0.0067518475,0.0030269711,0.4904103,0.21041417,0.054679487,0.22418484,0.001369547],"about_ca_topic_score_codex":0.0000020357877,"about_ca_topic_score_gemma":0.0000042537035,"teacher_disagreement_score":0.3420262,"about_ca_system_score_codex":0.00017297323,"about_ca_system_score_gemma":0.000034742745,"threshold_uncertainty_score":0.64672804},"labels":[],"label_agreement":null},{"id":"W2081011222","doi":"10.2118/108111-ms","title":"Drilling Fluids Rheological and Volumetric Characterization Under Downhole Conditions","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Rheology; Drilling fluid; Drilling; Shear (geology); Petroleum engineering; Shear stress; Geology; Materials science; Geotechnical engineering; Composite material; Petrology","score_opus":0.006555634660763787,"score_gpt":0.1969789268371598,"score_spread":0.19042329217639603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081011222","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39739358,0.00007428723,0.59806615,0.000010781236,0.000161728,0.000035263296,0.0000024655408,0.00041156713,0.0038441666],"genre_scores_gemma":[0.997249,0.00010312199,0.0018477299,0.000047487767,0.00012035,0.000002547834,0.000046352976,0.000018928002,0.0005644643],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999456,0.0000033158874,0.00015071634,0.00010811092,0.000070759175,0.00021109938],"domain_scores_gemma":[0.99976027,0.000052859592,0.000007798422,0.00007896363,0.000017523667,0.000082565966],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014003042,0.00009857648,0.00009642359,0.00016487308,0.000055582103,0.000031437205,0.000038518225,0.00008122972,0.00013438177],"category_scores_gemma":[0.00001351199,0.00009415603,0.000017990393,0.00027664623,0.00002124128,0.00010258668,0.000011740879,0.00009735579,0.0000364805],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000053890853,0.000039526425,0.005870813,0.000099189325,0.00008524102,0.000016603477,0.0001513596,0.361844,0.58234495,0.022897406,0.00031228806,0.026333235],"study_design_scores_gemma":[0.00030456696,0.000035625475,0.09699907,0.000025707319,0.00001879999,0.000023874032,0.000054747867,0.8809604,0.015246686,0.00026444916,0.0056883055,0.00037773285],"about_ca_topic_score_codex":0.0000024662288,"about_ca_topic_score_gemma":0.0000012079611,"teacher_disagreement_score":0.5998554,"about_ca_system_score_codex":0.000024113288,"about_ca_system_score_gemma":0.0000020575417,"threshold_uncertainty_score":0.38395712},"labels":[],"label_agreement":null},{"id":"W2081078225","doi":"10.2523/iptc-10684-abstract","title":"Deploying New Technology To Improve Canada's Underbalanced Operations","year":2005,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Underbalanced drilling; Casing; Drill string; Isolation (microbiology); Software deployment; Computer science; Drill; Engineering; Petroleum engineering; Drilling; Drilling fluid; Mechanical engineering; Operating system","score_opus":0.005321017512391736,"score_gpt":0.21394242864489574,"score_spread":0.20862141113250401,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081078225","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33639142,0.00026833094,0.62108135,0.02977628,0.0018648941,0.00015820148,0.00003405994,0.002815345,0.007610116],"genre_scores_gemma":[0.98460174,0.000033195985,0.01368135,0.00017288886,0.00018024327,0.00004710227,0.000008228624,0.000033250697,0.0012419863],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99897903,0.0000023165808,0.000251823,0.00026258497,0.00017025195,0.00033401613],"domain_scores_gemma":[0.9994836,0.00001480357,0.000017617816,0.00028053086,0.00010439756,0.00009906859],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000036349065,0.0001892125,0.00017172664,0.0005240178,0.000055810968,0.000046434987,0.0006060169,0.00017658752,0.00007916869],"category_scores_gemma":[0.000080912876,0.00021587139,0.000024133762,0.00032216203,0.000031188043,0.000103712286,0.0000901378,0.000358338,0.000090660214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030041829,0.0000100063635,0.0007741821,0.0000055265873,0.000079656755,0.000010000203,0.000027690015,0.880002,0.03803486,0.02168685,0.0022074715,0.057158727],"study_design_scores_gemma":[0.0005309819,0.000039747792,0.0002528235,0.000075557145,0.000011785316,0.000046907466,0.00012461655,0.7331883,0.069419734,0.001164388,0.19465661,0.0004885592],"about_ca_topic_score_codex":0.0042842864,"about_ca_topic_score_gemma":0.10493798,"teacher_disagreement_score":0.64821035,"about_ca_system_score_codex":0.00038319358,"about_ca_system_score_gemma":0.00021850909,"threshold_uncertainty_score":0.9113946},"labels":[],"label_agreement":null},{"id":"W2081150206","doi":"10.2118/137821-ms","title":"New Approach to Improve the Horizontal Drilling Reach","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Underbalanced drilling; Drill string; Drilling; Petroleum engineering; Drill; Measurement while drilling; Directional drilling; Engineering; Completion (oil and gas wells); Drill bit; Drilling engineering; Rate of penetration; Mechanical engineering; Drilling fluid; Geology","score_opus":0.009844853091282229,"score_gpt":0.19632041177117648,"score_spread":0.18647555867989427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081150206","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66357106,0.00019883027,0.056568503,0.0016579774,0.003816393,0.00018708203,0.00011862641,0.0001735396,0.27370802],"genre_scores_gemma":[0.9925408,0.000016667049,0.0012946755,0.000102696205,0.00056369987,0.000016111102,0.000033468474,0.000021094333,0.005410818],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99917734,0.0000058047526,0.00016272331,0.00021508026,0.00018532247,0.00025373034],"domain_scores_gemma":[0.99929124,0.00003521522,0.000018689969,0.00014774075,0.00006382119,0.00044331103],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014821193,0.00014449413,0.00009914606,0.00015816178,0.00011037229,0.00021935077,0.00033270413,0.00007064135,0.00025936557],"category_scores_gemma":[0.000041261686,0.0001254865,0.000054017448,0.000073270225,0.000034195295,0.00009435927,0.000028864668,0.00033455263,0.00005402252],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004628531,0.00005035182,0.0063762055,0.00012196368,0.00070717995,0.00002823665,0.0026045758,0.26103318,0.032054547,0.5188243,0.035786726,0.1423665],"study_design_scores_gemma":[0.00024470603,0.000019523517,0.0039886576,0.000028333228,0.000011182447,0.000034097957,0.00014904424,0.3913593,0.00017893776,0.001099928,0.602617,0.0002692696],"about_ca_topic_score_codex":0.006180064,"about_ca_topic_score_gemma":0.011603879,"teacher_disagreement_score":0.5668303,"about_ca_system_score_codex":0.00006812802,"about_ca_system_score_gemma":0.000097474236,"threshold_uncertainty_score":0.9342449},"labels":[],"label_agreement":null},{"id":"W2081272507","doi":"10.2523/iptc-11249-ms","title":"Formation Pressure While Drilling data verified with Wireline Formation Tester, Hibernia Field, offshore Newfoundland","year":2007,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wireline; Telemetry; Submarine pipeline; Drilling; Geology; Measurement while drilling; Pressure measurement; Formation evaluation; Petroleum engineering; Directional drilling; Drilling fluid; Drill pipe; Offshore drilling; Marine engineering; Well logging; Engineering; Geotechnical engineering; Telecommunications; Mechanical engineering","score_opus":0.0174140538591172,"score_gpt":0.22747589909618315,"score_spread":0.21006184523706595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081272507","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14932506,0.00022281561,0.8419055,0.0006682162,0.0005755405,0.000109656045,0.000046174708,0.0009849645,0.006162076],"genre_scores_gemma":[0.9941733,0.00011412944,0.005020337,0.00003974551,0.00014635823,0.000011684195,0.00026907775,0.00002677475,0.00019858644],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888265,0.0000047294534,0.00034361804,0.00023447015,0.0002504913,0.00028404547],"domain_scores_gemma":[0.9991741,0.00007487992,0.00008125882,0.00046726697,0.00015300394,0.000049498536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001971895,0.00019740296,0.00017034142,0.0003681751,0.000060633032,0.0000819832,0.0006926766,0.00020802772,0.000042351432],"category_scores_gemma":[0.00006344476,0.00018853538,0.000020642368,0.00017773305,0.000038471182,0.00076093146,0.00010579998,0.00036713303,0.0000329133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003882579,0.0001635146,0.020420423,0.0004998118,0.0007588349,0.00012408546,0.0007775409,0.7688029,0.04502433,0.012469993,0.0049763364,0.145594],"study_design_scores_gemma":[0.000584877,0.00006972933,0.00058450317,0.00015754958,0.00002844813,0.00010216749,0.000087937435,0.93821526,0.009749045,0.00028114056,0.049886607,0.00025274564],"about_ca_topic_score_codex":0.000020586842,"about_ca_topic_score_gemma":0.0003745774,"teacher_disagreement_score":0.8448482,"about_ca_system_score_codex":0.00007112713,"about_ca_system_score_gemma":0.00001746572,"threshold_uncertainty_score":0.768825},"labels":[],"label_agreement":null},{"id":"W2081541094","doi":"10.2118/149456-ms","title":"Application of Wireline Stress Testing for SAGD Caprock Integrity","year":2011,"lang":"en","type":"article","venue":"Canadian Unconventional Resources Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Caprock; Wireline; Petroleum engineering; Geomechanics; Stress (linguistics); Wellbore; Hydraulic fracturing; Geology; Fracture (geology); Geotechnical engineering; Engineering","score_opus":0.045048529989223686,"score_gpt":0.20878056267357184,"score_spread":0.16373203268434816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081541094","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4420944,0.00044761173,0.5320204,0.000036837315,0.00041948305,0.0005326634,0.00046721855,0.00029184748,0.02368956],"genre_scores_gemma":[0.99463505,0.0000035452306,0.005041948,0.000010468065,0.00006862209,0.000048901034,0.000050846007,0.00002039228,0.000120208046],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99932414,0.0000058190813,0.00021989932,0.00014057098,0.000089163164,0.0002203993],"domain_scores_gemma":[0.9993838,0.00006499967,0.00003946259,0.0001364849,0.0001885504,0.00018668993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001092367,0.000112548325,0.00013032866,0.00012764896,0.00004739973,0.000012510847,0.00017326773,0.000075374395,0.000052385007],"category_scores_gemma":[0.000094453426,0.00012618807,0.000048286645,0.00013675998,0.00003795283,0.000049344115,0.000007632248,0.00012423516,0.000008306363],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009505579,0.00019527545,0.16500135,0.004846942,0.00062174274,0.00002824801,0.006573672,0.3193217,0.022592884,0.15875608,0.0021333161,0.31983376],"study_design_scores_gemma":[0.00034878828,0.00007149003,0.014240497,0.00030278647,0.000032858086,0.0000066275384,0.0002058476,0.960418,0.0073360996,0.0039451304,0.012716328,0.00037553316],"about_ca_topic_score_codex":0.0145127475,"about_ca_topic_score_gemma":0.018442305,"teacher_disagreement_score":0.64109635,"about_ca_system_score_codex":0.00007010425,"about_ca_system_score_gemma":0.00010311666,"threshold_uncertainty_score":0.99946856},"labels":[],"label_agreement":null},{"id":"W2081649869","doi":"10.2118/2003-067","title":"An Investigation of Formation Damage Characteristics of Xanthan Gum Solutions Used for Drilling, Drill-In, Spacer Fluids, and Coiled Tubing Applications","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Citation; Library science; Drilling; Drill pipe; Computer science; World Wide Web; Engineering; Mechanical engineering","score_opus":0.014778721175618197,"score_gpt":0.21311212943435337,"score_spread":0.19833340825873516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081649869","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8068533,0.000047136873,0.19171795,0.000057221718,0.00021493086,0.00017199485,0.00022294672,0.000034923814,0.000679632],"genre_scores_gemma":[0.99795914,0.000057770798,0.0016183772,0.000009317918,0.0000366768,0.000064418586,0.0002080136,0.000018294655,0.000028013877],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925005,0.000013908824,0.00032296023,0.00012374333,0.000100151155,0.00018917954],"domain_scores_gemma":[0.99943054,0.00005097348,0.00006934073,0.00013560573,0.0001687374,0.00014481708],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017523451,0.00010965499,0.00015821804,0.00035023136,0.00004552287,0.000034685647,0.000110846646,0.00006899426,0.000018637922],"category_scores_gemma":[0.000042712196,0.00013786671,0.000027320999,0.00010371688,0.000049079616,0.00024208134,0.000004834307,0.00008302897,0.0000011569321],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012945641,0.000046543668,0.07500846,0.0007306409,0.00015084702,0.0000028585598,0.0035506533,0.47814658,0.21379517,0.22630243,0.00023521137,0.0020176617],"study_design_scores_gemma":[0.00036459262,0.000024864195,0.012880192,0.00013013,0.000014804149,0.0000031605557,0.00019864936,0.97377276,0.009653941,0.00066867477,0.0021100547,0.00017816025],"about_ca_topic_score_codex":0.0009413759,"about_ca_topic_score_gemma":0.008596607,"teacher_disagreement_score":0.49562618,"about_ca_system_score_codex":0.0001271102,"about_ca_system_score_gemma":0.000110982844,"threshold_uncertainty_score":0.5622041},"labels":[],"label_agreement":null},{"id":"W2081893500","doi":"10.2118/103135-ms","title":"The Future of Drilling-Grade Barite Weight Material—A Case for a Substitute Specification","year":2006,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Quality (philosophy); Product (mathematics); Petroleum engineering; Investment (military); Current (fluid); Drilling fluid; Environmental science; Engineering; Geology; Mechanical engineering; Mathematics; Oceanography","score_opus":0.009632007415379675,"score_gpt":0.21334249914174724,"score_spread":0.20371049172636757,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2081893500","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59809905,0.0025582798,0.39117178,0.0010846212,0.0014207659,0.0008996181,0.0005381299,0.00096458767,0.0032631718],"genre_scores_gemma":[0.9971675,0.00076022494,0.0013984226,0.0000047585354,0.00050608313,0.000029429895,0.000078990146,0.00001638505,0.000038170376],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99935263,0.0000074878903,0.00024951974,0.00013578423,0.000079071426,0.0001755036],"domain_scores_gemma":[0.99966604,0.000045456625,0.000033611326,0.00014404926,0.00007521484,0.000035620546],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013993673,0.000118768534,0.00013244819,0.000040716914,0.000106133935,0.000052229116,0.00006551486,0.00011334718,0.0000066047414],"category_scores_gemma":[0.000006437269,0.00009401527,0.000045134377,0.00008688264,0.00006290324,0.0001205838,0.000011361893,0.00009732807,0.0000020684738],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016376788,0.00012485593,0.00014494522,0.0007915772,0.00006527629,0.000098275385,0.000322152,0.018075036,0.34947065,0.56131303,0.0181053,0.05132513],"study_design_scores_gemma":[0.0017791886,0.00040207425,0.0026819794,0.000492783,0.00017607884,0.0008898513,0.00081026374,0.14582907,0.4051692,0.07212252,0.368186,0.0014610142],"about_ca_topic_score_codex":0.000023090455,"about_ca_topic_score_gemma":0.000079608755,"teacher_disagreement_score":0.48919052,"about_ca_system_score_codex":0.000016678872,"about_ca_system_score_gemma":0.000007079824,"threshold_uncertainty_score":0.38338313},"labels":[],"label_agreement":null},{"id":"W2082065561","doi":"10.1016/j.petrol.2007.03.008","title":"The effect of oxygen partial pressure on oxidation of an oil base liquid","year":2007,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oxygen; Base oil; Drilling fluid; Chemistry; Base (topology); Viscosity; Rheology; Partial pressure; Chemical engineering; Phase (matter); Drilling; Aeration; Petroleum engineering; Materials science; Metallurgy; Organic chemistry; Composite material; Geology","score_opus":0.0033093048712979113,"score_gpt":0.1997000919803647,"score_spread":0.1963907871090668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2082065561","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98877275,0.0005618032,0.009902517,0.00001144071,0.0005096841,0.000016751459,9.363082e-7,0.000024507237,0.00019961773],"genre_scores_gemma":[0.99936587,0.00010169537,0.00035179252,0.0000015407173,0.00015700735,6.235326e-7,1.6796419e-7,0.000013228975,0.000008086205],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99888754,0.0000085247575,0.00035304224,0.000077617806,0.00043358476,0.0002396938],"domain_scores_gemma":[0.99939406,0.00016671725,0.00009055968,0.00013766566,0.000085578635,0.00012541567],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002556241,0.0001124236,0.0001927164,0.00024298279,0.00005658436,0.000028506514,0.00022129015,0.00003933312,0.0000011217704],"category_scores_gemma":[0.00020049103,0.00007838222,0.000049135797,0.0002606104,0.000063269035,0.00029566878,0.000014943879,0.00017766072,2.9987893e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046055553,0.0000037064183,0.00003491238,0.00007647303,0.000014279544,0.0000025194595,0.00006105394,0.61849123,0.37727186,0.000045772376,0.0000039878196,0.0039481246],"study_design_scores_gemma":[0.0002750485,0.000740034,0.0010018765,0.00013414085,0.000026319593,0.00002260025,0.000026922946,0.40456092,0.59207845,9.47028e-7,0.0010501458,0.000082621635],"about_ca_topic_score_codex":0.000002363077,"about_ca_topic_score_gemma":6.60801e-7,"teacher_disagreement_score":0.21480656,"about_ca_system_score_codex":0.000029180163,"about_ca_system_score_gemma":0.000019345716,"threshold_uncertainty_score":0.3196334},"labels":[],"label_agreement":null},{"id":"W2082419448","doi":"10.2118/164570-ms","title":"The Applications of a Novel Compact Separation System in UBD and MPD Operations","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellhead; Choke; Separator (oil production); Underbalanced drilling; Petroleum engineering; Drilling; Pressure drop; Workover; Engineering; Drilling fluid; Mechanical engineering; Mechanics; Electrical engineering; Physics","score_opus":0.007538483156436299,"score_gpt":0.21584766520551169,"score_spread":0.2083091820490754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2082419448","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1660201,0.0003208752,0.8196148,0.00006903659,0.00006438302,0.00044972953,0.0000036669421,0.00020327792,0.013254117],"genre_scores_gemma":[0.9988844,0.000020722731,0.0009036371,0.000002021861,0.000014108068,0.000058250662,0.000002190135,0.0000063123534,0.00010838523],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997443,0.0000023661082,0.00011794206,0.00003941434,0.000032949385,0.000063054],"domain_scores_gemma":[0.9998389,0.000034109435,0.0000047214635,0.000086563436,0.000017115302,0.000018587974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000051468825,0.00004142805,0.000053610802,0.000030395973,0.000033406206,0.000030403082,0.000035563582,0.000018373818,0.0000025733025],"category_scores_gemma":[0.0000025220777,0.000030342599,0.0000081992985,0.00008954727,0.000008712489,0.00006305604,0.0000035402795,0.000036555408,0.000008811912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[1.2305716e-7,0.000004895296,0.00012183201,0.000034208126,0.0000056136164,1.2881593e-8,0.00009024626,0.9815651,0.0065152915,0.010821222,0.00010683297,0.0007345806],"study_design_scores_gemma":[0.0000802335,0.0000024607493,0.0015226741,0.000014418183,0.0000017363395,0.0000013881831,0.0001480758,0.99652404,0.00097055914,0.000007054987,0.0006904775,0.00003690639],"about_ca_topic_score_codex":0.00016226646,"about_ca_topic_score_gemma":0.0000778697,"teacher_disagreement_score":0.8328643,"about_ca_system_score_codex":0.000016374783,"about_ca_system_score_gemma":0.000003041973,"threshold_uncertainty_score":0.12373353},"labels":[],"label_agreement":null},{"id":"W2082639911","doi":"10.2118/170667-ms","title":"A Statistical Evaluation of Cement Placement Techniques by use of Cement Bond Index","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cement; Cementation (geology); Geotechnical engineering; Petroleum engineering; Materials science; Drilling; Displacement (psychology); Bond; Rheology; Geology; Composite material","score_opus":0.02676141958622157,"score_gpt":0.26196332597482197,"score_spread":0.2352019063886004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2082639911","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12037484,0.000077790275,0.8768596,0.00004988018,0.00005413248,0.00038524487,0.00015693124,0.00019364894,0.0018479031],"genre_scores_gemma":[0.9963187,0.000143349,0.0033549075,0.000013345032,0.000020571792,0.000037365022,0.000089411886,0.000012799015,0.000009576528],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989384,0.000029929879,0.0003428695,0.00015667993,0.00037588642,0.00015623639],"domain_scores_gemma":[0.99951684,0.000058334186,0.000049809565,0.00014588026,0.00016908288,0.000060039718],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005020415,0.00012901385,0.00020010628,0.00007780626,0.000019257945,0.00001749382,0.00005155251,0.00009612768,0.000055104563],"category_scores_gemma":[0.00006597744,0.00012621148,0.000025441559,0.00007784945,0.0000617317,0.00012943729,0.0000311399,0.00011211061,0.0000016189989],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020454255,0.0006166637,0.0016787931,0.0013255501,0.00016797555,0.0000020242076,0.0006868291,0.057680745,0.41470426,0.059343006,0.04458251,0.4190071],"study_design_scores_gemma":[0.0014897243,0.0012006186,0.003179915,0.00083068496,0.00021751909,0.0000055893,0.0002549517,0.608082,0.36251894,0.00728464,0.014194164,0.00074128684],"about_ca_topic_score_codex":0.00003361968,"about_ca_topic_score_gemma":0.0000079315505,"teacher_disagreement_score":0.87594384,"about_ca_system_score_codex":0.00004701469,"about_ca_system_score_gemma":0.000015082655,"threshold_uncertainty_score":0.51467544},"labels":[],"label_agreement":null},{"id":"W2083039882","doi":"10.2118/146640-pa","title":"Effect of Dynamic Loading on Wellbore Leakage for the Wabamun Area CO2-Sequestration Project","year":2014,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":94,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Caprock; Casing; Petroleum engineering; Workover; Wellbore; Cement; Leakage (economics); Injection well; Environmental science; Geotechnical engineering; Geology; Materials science; Composite material","score_opus":0.0045771487467600675,"score_gpt":0.2048867112296369,"score_spread":0.20030956248287682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083039882","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9372006,0.0007771617,0.056995973,0.0011867938,0.001110001,0.00028893334,0.000022139682,0.00016759805,0.0022507948],"genre_scores_gemma":[0.9994153,0.000107574924,0.00028895345,0.0000140798165,0.00008389884,0.00001133264,0.000002152877,0.00003436694,0.000042360287],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920493,0.000015744981,0.0003078463,0.00007999241,0.00010728333,0.0002841877],"domain_scores_gemma":[0.99932265,0.00024573746,0.000111112844,0.00019777306,0.000053327454,0.00006939284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00052756513,0.00014710145,0.00028565404,0.0014579837,0.00006523982,0.000017233418,0.00026989984,0.00017370276,0.0000026566784],"category_scores_gemma":[0.00017432081,0.000109003915,0.00010625754,0.00034371845,0.000044450164,0.00005352211,0.000004998056,0.00038177954,0.0000017845614],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008584847,0.000013341822,0.00065679674,0.00044329965,0.0003240727,0.00003456146,0.000116334966,0.8728269,0.030765746,0.0059892423,0.0024560369,0.08628785],"study_design_scores_gemma":[0.0010562213,0.0023036122,0.00022540198,0.0003373834,0.00012685369,0.00017720429,0.0000755784,0.90034103,0.046252884,0.0003799938,0.048469536,0.00025428686],"about_ca_topic_score_codex":0.0004318374,"about_ca_topic_score_gemma":0.004006357,"teacher_disagreement_score":0.08603356,"about_ca_system_score_codex":0.00019505295,"about_ca_system_score_gemma":0.00006106097,"threshold_uncertainty_score":0.44450507},"labels":[],"label_agreement":null},{"id":"W2083608762","doi":"10.2118/84586-ms","title":"The Benefits of Very High Paraffin Drill Mud Fluids and Their Advantages for Cuttings Disposal","year":2003,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Drilling fluid; Drill cuttings; Petroleum engineering; Diesel fuel; Drilling; Drill; High pressure; Biodegradation; Environmental science; Waste management; Geology; Engineering; Chemistry; Mechanical engineering","score_opus":0.008689285136852822,"score_gpt":0.21100638116458958,"score_spread":0.20231709602773676,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083608762","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9393472,0.0019199459,0.056896616,0.00019508119,0.00016572977,0.0002750336,0.00010297268,0.00028270698,0.00081471814],"genre_scores_gemma":[0.99724,0.0017699366,0.00085617614,0.000014862569,0.000043822012,0.000020279631,0.000013858232,0.000017047369,0.000023982233],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993979,0.000009875436,0.00018611892,0.00014392093,0.00006220266,0.00020001338],"domain_scores_gemma":[0.9995988,0.00016120863,0.000022047017,0.00011141544,0.00005430344,0.000052196872],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017679989,0.00013628998,0.00016366875,0.000033067536,0.00008660591,0.00003500528,0.00005789065,0.00007888902,0.0000026945793],"category_scores_gemma":[0.000060973507,0.00009862222,0.000036020036,0.00006536675,0.00007876771,0.00012591452,0.000017070583,0.00010937965,8.4544206e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016124036,0.000109047374,0.0012980456,0.00081697176,0.00012995666,0.0000033915849,0.0013469651,0.022171497,0.15934944,0.6434294,0.0034992045,0.16768484],"study_design_scores_gemma":[0.004427377,0.0019476383,0.023750097,0.0019947349,0.00021619852,0.00015073636,0.003892339,0.10039504,0.66857404,0.10785039,0.083956786,0.002844654],"about_ca_topic_score_codex":0.0000058289124,"about_ca_topic_score_gemma":0.000010498955,"teacher_disagreement_score":0.535579,"about_ca_system_score_codex":0.000008574722,"about_ca_system_score_gemma":0.000007682725,"threshold_uncertainty_score":0.40216973},"labels":[],"label_agreement":null},{"id":"W2083759283","doi":"10.2118/114703-ms","title":"Managed-Pressure Drilling and Downhole Isolation Technologies Deliver High Rate Gas Wells","year":2008,"lang":"en","type":"article","venue":"SPE/IADC Managed Pressure Drilling and Underbalanced Operations Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Drilling; Petroleum engineering; Lost circulation; Isolation (microbiology); Wellbore; Underbalanced drilling; Completion (oil and gas wells); Drill pipe; Drill; High pressure; Drilling fluid; Engineering; Geology; Mining engineering; Mechanical engineering","score_opus":0.010051157028787117,"score_gpt":0.18687463545614907,"score_spread":0.17682347842736196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083759283","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5364355,0.007905128,0.44927615,0.0007568283,0.0004499073,0.0006870549,0.00007195947,0.0018067366,0.002610744],"genre_scores_gemma":[0.97616607,0.018586459,0.00428108,0.0000516319,0.000109546105,0.000038094524,0.00011517613,0.000047081285,0.0006048719],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99845237,0.000058603964,0.00036714715,0.00054357364,0.00016958386,0.0004087007],"domain_scores_gemma":[0.9993501,0.00008234167,0.000048888636,0.00031102682,0.00010699505,0.00010070025],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023105471,0.00039180787,0.0003883881,0.00024657408,0.00074992207,0.00031340343,0.00011965555,0.00027487558,0.000020896287],"category_scores_gemma":[0.000032582415,0.0003990741,0.000038783655,0.00023247462,0.00017459507,0.000663194,0.000074072785,0.00044372614,0.000008481435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022979815,0.000019799176,0.00056272227,0.00045374787,0.0002037642,0.000019175926,0.0011631195,0.9623555,0.015585541,0.008496817,0.0003070655,0.010809794],"study_design_scores_gemma":[0.00075787766,0.000057925394,0.0016845652,0.0003158321,0.00017130385,0.00004013397,0.0006017772,0.9838833,0.00474859,0.00274566,0.004366108,0.0006269073],"about_ca_topic_score_codex":0.00011190714,"about_ca_topic_score_gemma":0.00006675372,"teacher_disagreement_score":0.44499508,"about_ca_system_score_codex":0.000016741964,"about_ca_system_score_gemma":0.000012373962,"threshold_uncertainty_score":0.9998461},"labels":[],"label_agreement":null},{"id":"W2083892969","doi":"10.2118/156961-ms","title":"Departure From the Norm in Polycrystalline Diamond Bit Design Allows Significant Performance Gains in Highly Erosive and Abrasive Formations","year":2012,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Abrasive; Computer science; Bit (key); Mechanical engineering; Polycrystalline diamond; Limiting; Diamond; Engineering drawing; Engineering; Materials science","score_opus":0.020920654974915884,"score_gpt":0.22042446083816064,"score_spread":0.19950380586324476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083892969","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95514506,0.0005429642,0.043198906,0.0002205608,0.000061187035,0.00027403617,0.00006999084,0.000120300276,0.00036701988],"genre_scores_gemma":[0.9977525,0.001291161,0.000703079,0.00005717065,0.00007686395,0.000044126486,0.0000547601,0.000014001137,0.0000063439447],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9992345,0.00002168414,0.00023127052,0.00013047985,0.00009630789,0.00028576356],"domain_scores_gemma":[0.9996171,0.00014125432,0.000023683795,0.00011264009,0.000024523933,0.00008078536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019332557,0.00015180069,0.00015876461,0.00007501452,0.00005107157,0.000038809343,0.00007418316,0.00012622897,0.000007908043],"category_scores_gemma":[0.000030229356,0.00012086963,0.000018897652,0.00016064064,0.000055355842,0.0004884847,0.00003027582,0.00029699993,0.000005673881],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004301214,0.00070445926,0.1746809,0.0007340412,0.00015697158,0.00006865301,0.031672236,0.370035,0.32719627,0.012984353,0.00714299,0.07419403],"study_design_scores_gemma":[0.0016663991,0.00030235457,0.6092555,0.00095947605,0.000055694847,0.00002493788,0.0022705279,0.35607764,0.023968011,0.0024236117,0.0018751641,0.0011206919],"about_ca_topic_score_codex":0.000103624625,"about_ca_topic_score_gemma":0.00034643145,"teacher_disagreement_score":0.4345746,"about_ca_system_score_codex":0.000035823497,"about_ca_system_score_gemma":0.000011142357,"threshold_uncertainty_score":0.49289203},"labels":[],"label_agreement":null},{"id":"W2083910763","doi":"10.2118/0607-0082-jpt","title":"Sour-Well Serviceability of Higher-Strength Coiled Tubing","year":2007,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workover; Serviceability (structure); Sour gas; Engineering; Forensic engineering; Coiled tubing; Structural engineering; Waste management; Petroleum engineering","score_opus":0.0036060774129972285,"score_gpt":0.1999844504795202,"score_spread":0.19637837306652298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2083910763","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9641891,0.0022399763,0.030270968,0.000115051575,0.0010334398,0.00002641826,0.0000019694328,0.00024867838,0.001874362],"genre_scores_gemma":[0.99645686,0.000077689336,0.0031775488,0.000007740976,0.00019893178,5.243631e-7,4.906443e-7,0.000031604526,0.00004860404],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986769,0.000008808212,0.0006710643,0.00008338254,0.00018495673,0.0003748694],"domain_scores_gemma":[0.99929506,0.000088942776,0.00018355194,0.00023545758,0.00010467638,0.00009233675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006166899,0.00015935242,0.00040086778,0.0005777929,0.00002202002,0.0000062436193,0.00029940545,0.00024738218,0.000052757114],"category_scores_gemma":[0.00003640493,0.0001514207,0.00012534147,0.00038213053,0.00005141873,0.00010192555,0.00003423994,0.000578674,0.00001045343],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012591148,0.0004056291,0.055554643,0.0009539294,0.0007317331,0.00018539354,0.00043809423,0.58887154,0.31361514,0.0023034157,0.0006868143,0.03612775],"study_design_scores_gemma":[0.0048622782,0.0010955799,0.03952562,0.00084247236,0.00046164857,0.001077678,0.0015461472,0.08601649,0.73514587,0.002796701,0.12520748,0.0014220189],"about_ca_topic_score_codex":0.0000027668398,"about_ca_topic_score_gemma":0.000003973447,"teacher_disagreement_score":0.50285506,"about_ca_system_score_codex":0.00010541192,"about_ca_system_score_gemma":0.000013504183,"threshold_uncertainty_score":0.6174757},"labels":[],"label_agreement":null},{"id":"W2084383136","doi":"10.2118/105487-ms","title":"Field Result of Equivalent-Circulating-Density Reduction With a Low-Rheology Fluid","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ExxonMobil (Canada); Technical University of Nova Scotia","funders":"","keywords":"Drilling fluid; Rheology; Drilling; Petroleum engineering; Well drilling; Geology; Underbalanced drilling; Materials science; Composite material; Metallurgy","score_opus":0.005058792032465438,"score_gpt":0.19551343222592285,"score_spread":0.19045464019345743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084383136","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.618083,0.00004777711,0.36755982,0.000014211961,0.000246934,0.000044240416,3.4097744e-7,0.00024852948,0.0137551725],"genre_scores_gemma":[0.99630815,0.0000119883825,0.0032383678,0.0000133522135,0.00010046764,0.0000010123772,0.0000025117533,0.000018820505,0.00030530372],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99938357,0.0000041611206,0.00019738286,0.00011057874,0.00009561975,0.00020869671],"domain_scores_gemma":[0.99967325,0.000049088307,0.000019621106,0.00017227278,0.00003829688,0.000047487716],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001848143,0.00009671595,0.00013429424,0.00008045204,0.000019772902,0.000004557074,0.00005489993,0.00008029442,0.0000275152],"category_scores_gemma":[0.00002164888,0.00008735359,0.00003109175,0.0001389027,0.000019511153,0.000048537906,0.000010859355,0.00011201456,0.0000083013565],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010467623,0.000030027231,0.0009839489,0.0002815024,0.00009653365,0.000027842983,0.000398622,0.71364784,0.2727209,0.0028781376,0.0007858465,0.008044139],"study_design_scores_gemma":[0.0005146887,0.00019232788,0.0017343414,0.00013368337,0.000025420872,0.00010185788,0.0001427357,0.19975592,0.796731,0.00008919824,0.0002782946,0.00030052426],"about_ca_topic_score_codex":0.000039106017,"about_ca_topic_score_gemma":0.00001121153,"teacher_disagreement_score":0.5240101,"about_ca_system_score_codex":0.000022774322,"about_ca_system_score_gemma":0.0000051214774,"threshold_uncertainty_score":0.35621762},"labels":[],"label_agreement":null},{"id":"W2084570424","doi":"10.2118/142004-pa","title":"Experimental Study of Stability and Integrity of Cement in Wellbores Used for CO2 Storage","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Resources Canada; Petroleum Technology Research Centre; Universidad Central del Ecuador","keywords":"Cement; Casing; Materials science; Permeability (electromagnetism); Composite material; Compressive strength; Chemistry; Petroleum engineering; Geology","score_opus":0.010343502427588611,"score_gpt":0.22083499436823398,"score_spread":0.21049149194064537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084570424","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99881226,0.00026822786,0.00038046378,0.00008386375,0.000271997,0.000106211104,0.00001331342,0.000014758242,0.000048877308],"genre_scores_gemma":[0.9992825,0.000010832371,0.00066540367,0.0000015986093,0.00001848547,0.0000058715573,2.9819273e-7,0.000013130694,0.0000019029311],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992553,0.00000834458,0.00040114732,0.00007250332,0.00008783978,0.00017486683],"domain_scores_gemma":[0.9995857,0.00003737873,0.0000867987,0.00014287847,0.000055349887,0.00009193567],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031070304,0.00009264248,0.00030947852,0.001295613,0.000013218737,0.0000044263493,0.00015110936,0.00012548684,0.000012204974],"category_scores_gemma":[0.000055890545,0.00009196654,0.000033940592,0.00022152964,0.00005725337,0.000047594698,0.000011988786,0.00043740604,7.051348e-8],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000108820874,0.0008927682,0.16239776,0.00031959033,0.00031156559,0.000072889314,0.003901257,0.06735467,0.7590569,0.0024151918,0.00028120654,0.0028873477],"study_design_scores_gemma":[0.0074165934,0.0048281215,0.019319031,0.00017914575,0.00008294401,0.000101469384,0.017075317,0.07421363,0.86750454,0.00046702343,0.008249042,0.0005631718],"about_ca_topic_score_codex":0.0035128188,"about_ca_topic_score_gemma":0.08053698,"teacher_disagreement_score":0.14307873,"about_ca_system_score_codex":0.00009752889,"about_ca_system_score_gemma":0.0000668939,"threshold_uncertainty_score":0.93624085},"labels":[],"label_agreement":null},{"id":"W2084847878","doi":"10.2118/00-07-04","title":"Using Underbalanced Drilling to Reduce Invasive Formation Damage and Improve Well Productivity-An Update","year":2000,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Calgary","keywords":"Underbalanced drilling; Drilling; Petroleum engineering; Coiled tubing; Lead (geology); Environmental science; Engineering; Drilling fluid; Geology; Mechanical engineering","score_opus":0.008763296003576818,"score_gpt":0.20377972453360038,"score_spread":0.19501642853002357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084847878","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9902949,0.0002564448,0.0071698995,0.0011391849,0.00029077366,0.00007317854,0.000006721696,0.000101988924,0.0006669229],"genre_scores_gemma":[0.9940593,0.00022816478,0.005389669,0.000067856105,0.00016742163,0.0000019888416,0.000001669863,0.000036248337,0.0000476517],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907607,0.00001178555,0.00031137804,0.00013079091,0.000099527264,0.0003704361],"domain_scores_gemma":[0.99936765,0.00001103644,0.00006291233,0.00019716086,0.00006430308,0.00029694458],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018819493,0.00015275259,0.00024906846,0.0016882672,0.00007730957,0.000048463582,0.00018144975,0.0001473232,0.000019712974],"category_scores_gemma":[0.00003341943,0.00016547054,0.00003154619,0.00053515687,0.00003100602,0.0004353057,0.000009198925,0.00037728503,0.000009609727],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001307934,0.0000068944923,0.000107767635,0.00005284873,0.00004649918,0.000066126675,0.00018977547,0.830913,0.14470121,0.00022130879,0.00024915574,0.023432326],"study_design_scores_gemma":[0.0015446657,0.0006336811,0.00056679914,0.0004703686,0.00013207478,0.0020488268,0.00078987266,0.52536756,0.3266743,0.0022200819,0.13843396,0.0011178255],"about_ca_topic_score_codex":0.0006196702,"about_ca_topic_score_gemma":0.007916714,"teacher_disagreement_score":0.30554545,"about_ca_system_score_codex":0.00027004574,"about_ca_system_score_gemma":0.000097637225,"threshold_uncertainty_score":0.6747693},"labels":[],"label_agreement":null},{"id":"W2084878171","doi":"10.2118/86562-pa","title":"Beyond Heat Checking: Frictional Heating Causes Drillpipe Failure in an Extended-Reach Well","year":2004,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Natural Resources","funders":"Centre National de la Recherche Scientifique","keywords":"Rockwell scale; Drilling; Drill pipe; Hardening (computing); Catastrophic failure; Vickers hardness test; Heat flow; Indentation hardness; Materials science; Forensic engineering; Composite material; Geotechnical engineering; Metallurgy; Geology; Engineering; Thermal","score_opus":0.012383686672385676,"score_gpt":0.22302534182768458,"score_spread":0.2106416551552989,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084878171","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8390905,0.00037526462,0.15470459,0.00012659191,0.0011013771,0.00023215891,0.000012342587,0.0011562249,0.003200912],"genre_scores_gemma":[0.9899065,0.0000830187,0.008978936,0.000041662875,0.0006476247,0.000018894583,0.00020145031,0.0001006676,0.00002126992],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981748,0.000026256706,0.00047465353,0.00041734826,0.00033947176,0.00056745496],"domain_scores_gemma":[0.99937445,0.000058022517,0.000034249322,0.00031225084,0.00006695553,0.00015405063],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025694378,0.00035363153,0.000345792,0.00033570678,0.00017487921,0.000114962524,0.00018134818,0.00016920747,0.000065158674],"category_scores_gemma":[0.000027505122,0.00040798527,0.00009654873,0.0004601785,0.000028860166,0.00035954936,0.000027284479,0.000458906,0.00009206414],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055599594,0.000046109228,0.0025152264,0.00006161077,0.00001718611,0.000013534434,0.00049360795,0.9724148,0.021772776,0.0022337206,0.00003870171,0.00038714905],"study_design_scores_gemma":[0.00149886,0.00013972043,0.022404073,0.00053980143,0.000036110763,0.00007743571,0.00038120928,0.9462887,0.017504804,0.004991134,0.0049893265,0.0011488344],"about_ca_topic_score_codex":0.00021584317,"about_ca_topic_score_gemma":0.0003617667,"teacher_disagreement_score":0.15081593,"about_ca_system_score_codex":0.00038448646,"about_ca_system_score_gemma":0.000026029575,"threshold_uncertainty_score":0.9998372},"labels":[],"label_agreement":null},{"id":"W2084952333","doi":"10.2118/1207-0038-jpt","title":"Overview: Bit Technology and Bottomhole Assemblies (December 2007)","year":2007,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Measurement while drilling; Drill; Process (computing); Rate of penetration; Petroleum engineering; Drilling engineering; Drill bit; Computer science; Reliability (semiconductor); Engineering; Reliability engineering; Mechanical engineering","score_opus":0.006141673281146123,"score_gpt":0.2226722432748318,"score_spread":0.21653056999368567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2084952333","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8984939,0.029787462,0.065166004,0.0008025533,0.0011695523,0.000045900997,0.0000020744524,0.00073265977,0.0037999155],"genre_scores_gemma":[0.9917983,0.0019428157,0.0057954583,0.000028012053,0.00019339922,0.000001707296,3.5957456e-7,0.000047886242,0.00019210443],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99871045,0.0000052240052,0.0005361579,0.00013118706,0.00016928399,0.00044770536],"domain_scores_gemma":[0.9993982,0.00005198462,0.00012907805,0.00023456282,0.000094587725,0.000091614806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045828102,0.00020807811,0.0004149788,0.0024370577,0.00004532558,0.000022090055,0.00028325547,0.00043250076,0.00002316068],"category_scores_gemma":[0.00008802017,0.00019508334,0.00007365145,0.0008014869,0.00011254946,0.00014060792,0.000063486994,0.00076598534,0.000021968033],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013889617,0.0003386067,0.07322394,0.00084214186,0.0015219656,0.0024702763,0.00028173058,0.13295768,0.34939188,0.053655677,0.03766765,0.34750956],"study_design_scores_gemma":[0.0024855437,0.00077614776,0.0043875366,0.00048349955,0.00016849005,0.0062268786,0.0008114775,0.026160037,0.10348567,0.010962967,0.84303546,0.0010162761],"about_ca_topic_score_codex":0.0000010246945,"about_ca_topic_score_gemma":0.000006770154,"teacher_disagreement_score":0.8053678,"about_ca_system_score_codex":0.00007998636,"about_ca_system_score_gemma":0.00001604609,"threshold_uncertainty_score":0.7955268},"labels":[],"label_agreement":null},{"id":"W2085033196","doi":"10.2118/59128-ms","title":"The Mechanical Earth Model Concept and Its Application to High-Risk Well Construction Projects","year":2000,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":262,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Contingency plan; Risk management; Risk analysis (engineering); Geomechanics; Task (project management); Engineering; Construction engineering; Field (mathematics); Computer science; Well control; Systems engineering; Drilling; Business; Computer security","score_opus":0.004170930427843125,"score_gpt":0.17393091645983336,"score_spread":0.16975998603199022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085033196","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43169954,0.00016049002,0.5622281,0.00008114779,0.00013020789,0.00033983457,0.000005489405,0.00057814975,0.0047770473],"genre_scores_gemma":[0.9945864,0.00030008427,0.004386947,0.000020735271,0.000057908088,0.000031331656,0.0000021629648,0.00001787789,0.0005965719],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995461,0.0000061003457,0.00010625125,0.00012247988,0.00007185349,0.00014720339],"domain_scores_gemma":[0.9997836,0.000027009026,0.000006892793,0.000116467476,0.000013125354,0.000052920142],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006952591,0.00008668193,0.000070948234,0.000018988345,0.00008054312,0.000028585526,0.000054098382,0.000047503243,0.000020760757],"category_scores_gemma":[0.0000053997173,0.00006686813,0.000014029147,0.00008351337,0.000009730458,0.000051947693,0.000007755549,0.000095528245,0.00008464243],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026752957,0.0000016103025,0.0000025427805,0.000004607223,0.0000073765864,8.727867e-8,0.000061486324,0.9333788,0.0014432967,0.009407243,0.00009341955,0.05559685],"study_design_scores_gemma":[0.00011195113,0.000012684067,0.000022670389,0.000005191747,0.0000066801695,0.00000358013,0.00001709522,0.9787039,0.016719759,0.0004380587,0.0038637267,0.00009467993],"about_ca_topic_score_codex":0.000014577255,"about_ca_topic_score_gemma":0.000009928103,"teacher_disagreement_score":0.56288683,"about_ca_system_score_codex":0.000010604535,"about_ca_system_score_gemma":0.0000043268788,"threshold_uncertainty_score":0.2726803},"labels":[],"label_agreement":null},{"id":"W2085048316","doi":"10.2118/105781-ms","title":"Self-Healing Cement—Novel Technology to Achieve Leak-Free Wells","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":74,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Wellhead; Casing; Petroleum engineering; Cement; Injection well; Seal (emblem); Clogging; Oil well; Leak; Geotechnical engineering; Environmental science; Geology; Pressure system; Forensic engineering; Engineering; Materials science; Environmental engineering; Mechanical engineering","score_opus":0.005449855559306207,"score_gpt":0.21038863680398712,"score_spread":0.2049387812446809,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085048316","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021092568,0.00017383412,0.91432124,0.00032028757,0.00069248275,0.0001621115,0.0000032276741,0.003315632,0.059918594],"genre_scores_gemma":[0.8792193,0.00003251152,0.11904849,0.00016288066,0.000212319,0.000008926054,0.0000030979163,0.00008248869,0.0012299898],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.998882,0.0000014949632,0.0002526085,0.00019254485,0.0001338913,0.0005374938],"domain_scores_gemma":[0.9993812,0.000036443602,0.000011238761,0.00040674044,0.000024897037,0.00013952315],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025461966,0.00018525486,0.00016467056,0.00035902526,0.000045857796,0.00002185454,0.00029794537,0.00014597883,0.00005412747],"category_scores_gemma":[0.000023696322,0.00019349226,0.000039433147,0.0005092443,0.000008918853,0.00005733923,0.00008007105,0.00021687725,0.00029958482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000880915,0.000051150448,0.00021706802,0.00014369696,0.00010063195,0.000014027764,0.00027079807,0.937768,0.035322532,0.012730085,0.00447412,0.008899114],"study_design_scores_gemma":[0.0011307002,0.00018566282,0.00019584478,0.000104030565,0.000037337904,0.000037387057,0.00036436354,0.3549692,0.13101207,0.00071770995,0.5101689,0.0010768018],"about_ca_topic_score_codex":0.00001327571,"about_ca_topic_score_gemma":0.000034305234,"teacher_disagreement_score":0.8581267,"about_ca_system_score_codex":0.00009121219,"about_ca_system_score_gemma":0.00000615963,"threshold_uncertainty_score":0.78903854},"labels":[],"label_agreement":null},{"id":"W2085073224","doi":"10.2118/81718-ms","title":"Inflatable CT Conveyed Selective Well Testing System for Logging Openhole and Horizontal Wellbores: Development and Use","year":2003,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Inflatable; Logging; Petroleum engineering; Completion (oil and gas wells); Geology; Engineering; Mechanical engineering","score_opus":0.019567248023527245,"score_gpt":0.1993742902580684,"score_spread":0.17980704223454116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085073224","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9583816,0.00047028618,0.037475232,0.000006803338,0.00021297614,0.00038872517,0.0000114685145,0.0003232509,0.0027296538],"genre_scores_gemma":[0.9935433,0.0001031172,0.0061191875,0.000009072193,0.000044644905,0.00004882489,0.000029514425,0.0000421623,0.0000601452],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988773,0.000024199624,0.000282397,0.00033950343,0.00009914232,0.00037746225],"domain_scores_gemma":[0.9994322,0.00020437536,0.000047258993,0.00010523591,0.00008136619,0.00012955078],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027373925,0.00026252266,0.00028919338,0.00011415578,0.0002578816,0.0003087571,0.00004294269,0.0000708978,0.0000035617181],"category_scores_gemma":[0.00008331899,0.0002812997,0.000019073694,0.000121644654,0.000041132647,0.00043186685,0.000027812104,0.0001661977,0.0000047004764],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038244098,0.00024209717,0.08886608,0.020180995,0.001457426,0.00030646942,0.019914806,0.12368134,0.49978286,0.06126963,0.0013740835,0.18254179],"study_design_scores_gemma":[0.0038124844,0.00025432964,0.0034479664,0.0035228312,0.00015108983,0.00036864655,0.003311932,0.7072947,0.2659396,0.000475436,0.009729444,0.0016915316],"about_ca_topic_score_codex":0.000056813587,"about_ca_topic_score_gemma":0.000024074126,"teacher_disagreement_score":0.5836134,"about_ca_system_score_codex":0.000083421946,"about_ca_system_score_gemma":0.00004622685,"threshold_uncertainty_score":0.99996394},"labels":[],"label_agreement":null},{"id":"W2085126124","doi":"10.2118/112533-ms","title":"Automatic Real-Time Drilling Supervision, Simulation, 3D Visualization and Diagnosis on Ekofisk","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"Norges Forskningsråd; ConocoPhillips","keywords":"Drilling; Measurement while drilling; Visualization; Process (computing); Wellbore; Petroleum engineering; Well control; Engineering; Computer science; Mechanical engineering","score_opus":0.01047612923428205,"score_gpt":0.2207416179006168,"score_spread":0.21026548866633477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085126124","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91613376,0.00011556705,0.0771288,0.000012392364,0.00016413574,0.00013234775,0.0000023203274,0.0016704606,0.0046402384],"genre_scores_gemma":[0.99675125,0.0010561391,0.0018507784,0.000025580084,0.00008577897,0.000013037078,0.000016662556,0.00005496916,0.00014580281],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924934,0.000012373913,0.00023184349,0.00016175502,0.00015652386,0.00018818509],"domain_scores_gemma":[0.99948764,0.00022412381,0.000014528983,0.00015613773,0.000034904606,0.00008265079],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008582139,0.00016314213,0.00016564871,0.00013268214,0.00011090636,0.000027758795,0.000050722407,0.00007734042,0.00024477261],"category_scores_gemma":[0.000050146737,0.0001580254,0.000028561419,0.0001942696,0.000015011233,0.0001420083,0.000011587986,0.00006110597,0.00010758387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.565902e-7,0.000010956154,0.0012990041,0.00004648145,0.000014218345,0.0000030706717,0.00039129265,0.9926464,0.00021097886,0.0001374959,0.0003925448,0.004846802],"study_design_scores_gemma":[0.00016601731,0.000026356089,0.0032577084,0.0000578332,0.000009449953,0.000003825502,0.000009581214,0.9939859,0.0013316018,0.00002390977,0.00093054184,0.00019730852],"about_ca_topic_score_codex":0.000016379146,"about_ca_topic_score_gemma":9.527628e-7,"teacher_disagreement_score":0.08061752,"about_ca_system_score_codex":0.00003425285,"about_ca_system_score_gemma":0.0000045582856,"threshold_uncertainty_score":0.6444089},"labels":[],"label_agreement":null},{"id":"W2085206695","doi":"10.2118/148947-pa","title":"An Innovative Approach for Pore Pressure Prediction and Drilling Optimization in an Abnormally Subpressured Basin","year":2012,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Rate of penetration; Petroleum engineering; Geology; Structural basin; Drill bit; Drill; Drilling fluid; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.015553640875953527,"score_gpt":0.22395003391356796,"score_spread":0.20839639303761442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085206695","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17881568,0.00036374622,0.8190647,0.0000069183693,0.00040603447,0.00044920453,0.00005396464,0.00046609202,0.0003736738],"genre_scores_gemma":[0.9221113,0.00008999318,0.0757588,0.000012416815,0.00053967163,0.00005722212,0.0013435939,0.000078898134,0.00000810611],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986312,0.000048365047,0.00038966964,0.00029981392,0.00018063372,0.0004503344],"domain_scores_gemma":[0.9993749,0.000050924948,0.00006623386,0.0002312708,0.0001433273,0.00013331525],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00058541185,0.0002598855,0.00028352323,0.00030304946,0.00012271923,0.00009402521,0.00011223783,0.00018195677,0.0000067015662],"category_scores_gemma":[0.00003318901,0.00029518703,0.000032315256,0.00041208052,0.000028333443,0.0010076439,0.000013938557,0.00022321871,6.075015e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028042376,0.00005925377,0.012960537,0.00018237672,0.000027741753,2.93647e-7,0.0013819702,0.9808361,0.0030245117,0.00034614408,0.000014763856,0.0011382645],"study_design_scores_gemma":[0.0005023718,0.00007703888,0.011492235,0.00006473986,0.000034688408,0.0000070502992,0.00013281242,0.9848761,0.0012089367,0.000027896176,0.001274211,0.00030189895],"about_ca_topic_score_codex":0.000024519399,"about_ca_topic_score_gemma":0.000005517491,"teacher_disagreement_score":0.74330586,"about_ca_system_score_codex":0.00005599536,"about_ca_system_score_gemma":0.00000920417,"threshold_uncertainty_score":0.99995005},"labels":[],"label_agreement":null},{"id":"W2085246405","doi":"10.2118/2005-027","title":"Development of a Coupled Geomechanics-Thermal Reservoir Simulator Using Finite Element Method","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geomechanics; Finite element method; Computer science; Thermal; Petroleum engineering; Geology; Geotechnical engineering; Engineering; Structural engineering; Physics; Thermodynamics","score_opus":0.02412952227237153,"score_gpt":0.24879593089742436,"score_spread":0.22466640862505283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085246405","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49214098,0.00004762263,0.5052361,0.00007262518,0.00039800734,0.00005140146,0.000037027374,0.000066119115,0.0019501225],"genre_scores_gemma":[0.95265704,0.0000059274994,0.04696642,0.00003535028,0.000121158024,0.000008797116,0.000026066085,0.000027479075,0.00015177275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99897873,0.000008309679,0.0003366425,0.00015416209,0.00022269944,0.00029945455],"domain_scores_gemma":[0.999428,0.000041971747,0.000042529242,0.00014495934,0.00012516395,0.00021742759],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002007848,0.00015167423,0.00015780979,0.00029027753,0.000047881353,0.000038708044,0.00029208054,0.00006347387,0.00047976963],"category_scores_gemma":[0.0000321719,0.00017941165,0.00004350716,0.00008147257,0.000008461978,0.000106836975,0.00002495646,0.00013936238,0.000029500761],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030867425,0.000004775989,0.00005520751,0.000017134365,0.00007437323,0.000003197545,0.00021622019,0.9895724,0.007271339,0.0011686546,0.00002068402,0.0015928916],"study_design_scores_gemma":[0.00022476194,0.0000050060466,0.0000965126,0.00006288943,0.000006803808,0.00000213242,0.000035342804,0.955541,0.0045649074,0.000020923162,0.039264105,0.00017558588],"about_ca_topic_score_codex":0.001580775,"about_ca_topic_score_gemma":0.012922571,"teacher_disagreement_score":0.46051604,"about_ca_system_score_codex":0.00054093805,"about_ca_system_score_gemma":0.00033016852,"threshold_uncertainty_score":0.73161954},"labels":[],"label_agreement":null},{"id":"W2085401305","doi":"10.2118/09-02-08-tb","title":"Importance of Drilling Fluids' Rheological and Volumetric Characterization to Plan and Optimize Managed Pressure Drilling Operations","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Petrobras; University of Tulsa","keywords":"Drilling fluid; Rheology; Casing; Drilling; Geology; Petroleum engineering; Viscosity; Shear (geology); Drill; Underbalanced drilling; Mechanics; Geotechnical engineering; Materials science; Mechanical engineering; Engineering; Composite material","score_opus":0.005049389504682079,"score_gpt":0.17246943543158993,"score_spread":0.16742004592690785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085401305","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9249696,0.0015920234,0.072013505,0.00095539726,0.00014396217,0.000069853355,0.00001360132,0.00007133976,0.00017071055],"genre_scores_gemma":[0.98876375,0.00087015337,0.010164055,0.000061531166,0.00006507153,0.0000016280211,0.000003525628,0.00001556149,0.000054753276],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999131,0.000008764286,0.00039440094,0.000118583936,0.00009387126,0.00025333956],"domain_scores_gemma":[0.99951136,0.000019666528,0.00005802298,0.0001211151,0.0000719288,0.00021793034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017599086,0.0001326617,0.00031635514,0.0022713267,0.00006156844,0.00003174759,0.00013939265,0.0001656436,0.000007777017],"category_scores_gemma":[0.00009953326,0.00013356465,0.000029773946,0.0006999436,0.00003166325,0.00012667834,0.000011055446,0.0002923122,5.3938896e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012466161,0.000010010399,0.008073724,0.0000496697,0.00009877776,0.0000684961,0.00011505807,0.92231244,0.050422333,0.0016128643,0.00009582784,0.017128343],"study_design_scores_gemma":[0.0007915109,0.0005459112,0.043357648,0.0002266431,0.00011718548,0.00054912263,0.00011784435,0.9304546,0.004551292,0.00019223952,0.018636482,0.00045952402],"about_ca_topic_score_codex":0.000091304515,"about_ca_topic_score_gemma":0.0005795557,"teacher_disagreement_score":0.06379411,"about_ca_system_score_codex":0.000043705757,"about_ca_system_score_gemma":0.000030330277,"threshold_uncertainty_score":0.54466087},"labels":[],"label_agreement":null},{"id":"W2085432553","doi":"10.2118/140297-ms","title":"Mist Drilling in Low-Pressured, Highly Fractured Carbonates Improves Well Test Results and Fracture Identification from Image Logs","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mist; Drilling; Petroleum engineering; Drilling fluid; Geology; Underbalanced drilling; Environmental science; Engineering; Meteorology","score_opus":0.004767009242163814,"score_gpt":0.17314001980617413,"score_spread":0.16837301056401033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085432553","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9351803,0.004698,0.036411017,0.00020179398,0.0013825259,0.00055593025,0.00022556953,0.0021029857,0.019241896],"genre_scores_gemma":[0.9961179,0.00020332514,0.0030687377,0.000035498942,0.0001290095,0.00001098961,0.000095790594,0.000059794114,0.00027894104],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987725,0.000010953676,0.00042629542,0.00036150086,0.00012987002,0.00029889742],"domain_scores_gemma":[0.99928504,0.0001833288,0.000054280063,0.0003420849,0.00003575374,0.000099494304],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015211191,0.00026602583,0.00024310689,0.00013706683,0.0000403643,0.00009073371,0.00017221067,0.00020353062,0.000031703617],"category_scores_gemma":[0.00009688152,0.00025271214,0.00004124008,0.00013941324,0.000035788027,0.00026737395,0.00002749548,0.00031400542,0.000030960357],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000112780064,0.00017297523,0.0045801634,0.00046973873,0.00018224996,0.000087454544,0.008922498,0.18588099,0.7929133,0.000057010064,0.0025378,0.0040830295],"study_design_scores_gemma":[0.0010280438,0.000022688682,0.08380061,0.00018040239,0.00004288865,0.0000024254214,0.00016625106,0.52507776,0.38580787,0.00063354906,0.0026062266,0.00063127524],"about_ca_topic_score_codex":0.001346751,"about_ca_topic_score_gemma":0.0001535062,"teacher_disagreement_score":0.40710545,"about_ca_system_score_codex":0.00003248844,"about_ca_system_score_gemma":0.000006719718,"threshold_uncertainty_score":0.9999925},"labels":[],"label_agreement":null},{"id":"W2085757850","doi":"10.2118/60734-ms","title":"Composite Coiled Tubing Solution","year":2000,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Roundtable","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Petroleum engineering; Coiled tubing; Materials science; Thermal conductivity; Drop (telecommunication); Composite number; Thermal; Heat flow; Flow (mathematics); Mechanical engineering; Composite material; Mechanics; Engineering; Thermodynamics","score_opus":0.007647819148996115,"score_gpt":0.188484979783912,"score_spread":0.18083716063491587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2085757850","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.849152,0.0031972623,0.067329265,0.0001632549,0.0026250298,0.00044190718,0.000026200218,0.0039428505,0.07312219],"genre_scores_gemma":[0.98101306,0.00056100555,0.002809039,0.00006573519,0.0005467581,0.00003564768,0.000075063734,0.00018408048,0.01470962],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99751556,0.000037996502,0.0005438606,0.00047126279,0.00037584893,0.0010554758],"domain_scores_gemma":[0.9989749,0.000105858104,0.00004560162,0.00057631644,0.000055628843,0.00024168796],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00031900607,0.0004865715,0.0005141989,0.0001976269,0.0003373148,0.00056722923,0.0003509775,0.00021349918,0.00066284055],"category_scores_gemma":[0.000020424055,0.0005597733,0.00017000109,0.0005570631,0.000037575315,0.0011696742,0.00004516288,0.00052609073,0.0008809394],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026000784,0.000051513332,0.0005361329,0.00016381998,0.000129439,0.00003170007,0.00032450058,0.948954,0.032404967,0.00028557822,0.0023104525,0.014781912],"study_design_scores_gemma":[0.0013968417,0.000060884013,0.00046603536,0.0005003565,0.00009871061,0.000088573455,0.0000540045,0.9102441,0.01446553,0.0003487887,0.07113453,0.0011416508],"about_ca_topic_score_codex":0.00026290206,"about_ca_topic_score_gemma":0.000034531982,"teacher_disagreement_score":0.131861,"about_ca_system_score_codex":0.00052830734,"about_ca_system_score_gemma":0.00003104511,"threshold_uncertainty_score":0.999897},"labels":[],"label_agreement":null},{"id":"W2086121976","doi":"10.2118/0808-0087-jpt","title":"Tar-Sands Drilling-Waste Management: A Clean Solution","year":2008,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil sands; Asphalt; Drilling; Steam-assisted gravity drainage; Drilling fluid; Geology; tar (computing); Waste management; Environmental science; Petroleum engineering; Materials science; Engineering; Metallurgy","score_opus":0.005832421450991039,"score_gpt":0.17758492246796226,"score_spread":0.17175250101697123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086121976","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6119667,0.0016682355,0.37982276,0.00024239068,0.0011887716,0.000040253144,0.0000014911508,0.0005645849,0.0045047794],"genre_scores_gemma":[0.99313986,0.0011998555,0.005167685,0.000011727762,0.00023576105,0.0000022479162,7.442703e-7,0.000038295417,0.0002038036],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99899733,0.0000062721438,0.00040576412,0.00009668702,0.00017976963,0.0003141559],"domain_scores_gemma":[0.99958295,0.000012427673,0.00009923129,0.00019000977,0.000049188773,0.00006618628],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001507025,0.00015512363,0.0002742068,0.00079876045,0.00007059063,0.000009572758,0.00026333798,0.00016587807,0.000012430705],"category_scores_gemma":[0.000013739296,0.00015234342,0.0001119605,0.00034201765,0.000056605615,0.000118373486,0.000033561504,0.00045985088,0.000023736733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024109064,0.00004756612,0.0008243421,0.00011137992,0.00030718572,0.0006589874,0.00013214277,0.9593946,0.0095574595,0.0013797876,0.0040441984,0.023518244],"study_design_scores_gemma":[0.0036141363,0.0007181103,0.0007829303,0.00048454606,0.00020562066,0.005559544,0.0007403995,0.79232776,0.047394615,0.0020682786,0.14515077,0.0009532588],"about_ca_topic_score_codex":8.678323e-7,"about_ca_topic_score_gemma":0.0000012849059,"teacher_disagreement_score":0.38117313,"about_ca_system_score_codex":0.000107685824,"about_ca_system_score_gemma":0.000008855425,"threshold_uncertainty_score":0.62123847},"labels":[],"label_agreement":null},{"id":"W2086161114","doi":"10.2118/102028-ms","title":"Innovative Advanced Technologies Overcome Directional Drilling Challenges of S and J Type Wells in N. America and Canada","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Directional drilling; Drilling; Measurement while drilling; Casing; Petroleum engineering; Drill string; Geology; Well drilling; Drill pipe; Trenchless technology; Mechanical engineering; Wellbore; Engineering; Pipeline transport","score_opus":0.003909957810998563,"score_gpt":0.16860708015098522,"score_spread":0.16469712233998665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086161114","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9776392,0.010301155,0.0018528565,0.0001714159,0.00015568353,0.00006855619,0.000004552784,0.0003078682,0.009498709],"genre_scores_gemma":[0.99570113,0.0021959818,0.0020450691,0.0000035481232,0.000008600606,0.000002316491,0.0000012243934,0.000009661787,0.000032465123],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99964035,0.000002039848,0.00011519115,0.00008585899,0.000052327683,0.000104228944],"domain_scores_gemma":[0.9998574,0.000049261474,0.000012446436,0.000049177645,0.00002318226,0.00000849163],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000021057649,0.00007786508,0.00012455869,0.00008807297,0.000010124159,0.0000034418424,0.000025180145,0.000033078184,0.0000016460652],"category_scores_gemma":[0.000014104772,0.00007596798,0.0000037069128,0.00019380795,0.000025455476,0.000043719898,0.000013826775,0.00007509332,1.3797572e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000075427315,0.000012430768,0.008442311,0.00021655206,0.000032154076,0.0000065423674,0.00009579451,0.9116564,0.01387582,0.0051405383,0.0002573844,0.06025658],"study_design_scores_gemma":[0.0017890008,0.00020464831,0.20021065,0.00066489296,0.00001877464,0.000033093544,0.004293547,0.55025905,0.14743201,0.0036915806,0.08967375,0.0017289707],"about_ca_topic_score_codex":0.037323438,"about_ca_topic_score_gemma":0.03881535,"teacher_disagreement_score":0.36139727,"about_ca_system_score_codex":0.000031948846,"about_ca_system_score_gemma":0.000011675272,"threshold_uncertainty_score":0.97872376},"labels":[],"label_agreement":null},{"id":"W2086204420","doi":"10.2118/153937-ms","title":"Through-Tubing Sand Control Repairs Damage to Openhole Gravel Pack in a Subhydrostatic Well","year":2012,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Winch; Rack; Plunger; Engineering; Completion (oil and gas wells); Scraper site; Wellbore; Interlocking; String (physics); Jacking; Coiled tubing; Marine engineering; Petroleum engineering; Mechanical engineering","score_opus":0.007676409658850881,"score_gpt":0.20881224579323815,"score_spread":0.20113583613438726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086204420","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67505866,0.00051266426,0.22910026,0.00012134291,0.00081548496,0.00048769353,0.000008476488,0.0008661788,0.093029216],"genre_scores_gemma":[0.9950998,0.000021931353,0.0039392556,0.0001932093,0.000099802164,0.000026572478,0.000004343321,0.00006001053,0.00055508973],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988659,0.000015706799,0.00026650936,0.00015478674,0.00012240642,0.00057469815],"domain_scores_gemma":[0.9995192,0.00007943487,0.000012308447,0.00023940897,0.000010882797,0.0001387119],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028400187,0.00019528509,0.00024862998,0.00010259249,0.000030308474,0.000043559558,0.00012120076,0.00006371731,0.000112460024],"category_scores_gemma":[0.000033493507,0.0001914794,0.000049160826,0.0002613421,0.000010165186,0.0003010194,0.000024829475,0.00016783914,0.00043677917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010546367,0.00004127491,0.0062242965,0.00013329303,0.00004198168,0.000014713291,0.0025120883,0.9749631,0.0105192,0.0010374167,0.003838658,0.000663408],"study_design_scores_gemma":[0.002312052,0.00006598266,0.0133711975,0.00027686794,0.000038912225,0.000016101501,0.000548751,0.92122704,0.029420521,0.0001888258,0.031439967,0.0010937763],"about_ca_topic_score_codex":0.0001258017,"about_ca_topic_score_gemma":0.00002833766,"teacher_disagreement_score":0.3200411,"about_ca_system_score_codex":0.000071560265,"about_ca_system_score_gemma":0.000005552452,"threshold_uncertainty_score":0.7808303},"labels":[],"label_agreement":null},{"id":"W2086488552","doi":"10.2118/113149-ms","title":"Effect of External Mechanical Damage on the Fatigue Life of Coiled Tubing Exposed to Sour Environments","year":2008,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Shell Canada","keywords":"Cracking; Materials science; Transverse plane; Sour gas; Composite material; Fatigue cracking; Structural engineering; Engineering; Waste management","score_opus":0.019867261363533607,"score_gpt":0.22511998443358874,"score_spread":0.20525272307005513,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086488552","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9334926,0.0001636058,0.06540532,0.000034589077,0.00018220405,0.00021237884,0.000008446444,0.00005548706,0.00044538453],"genre_scores_gemma":[0.99931645,0.00037961217,0.000093434544,0.000018867173,0.00005365822,0.000022088392,0.000012681323,0.000024403205,0.00007879673],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998829,0.000105628846,0.00042788914,0.00022757448,0.00020778993,0.0002021333],"domain_scores_gemma":[0.99940985,0.00017231493,0.00008995666,0.00018754276,0.000023862951,0.00011646943],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042399036,0.00021739813,0.0003356581,0.00012252845,0.00009356377,0.000033938853,0.00010266543,0.00009234423,0.000097529126],"category_scores_gemma":[0.0000701449,0.00017928678,0.00011885289,0.0000908111,0.000064961685,0.000113503454,0.00004739351,0.00020134187,0.000012840781],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044912417,0.00020684296,0.0015045501,0.0012956235,0.00020909678,0.000021531712,0.0020897281,0.079504475,0.8859753,0.002652364,0.00031847102,0.025772871],"study_design_scores_gemma":[0.0018220138,0.0013120798,0.001656499,0.0030680203,0.00007966325,0.00001804392,0.00023139446,0.24683784,0.7443027,0.00020517953,0.00010153709,0.00036502467],"about_ca_topic_score_codex":0.000029668674,"about_ca_topic_score_gemma":0.0000027136666,"teacher_disagreement_score":0.16733336,"about_ca_system_score_codex":0.000019453357,"about_ca_system_score_gemma":0.000005591308,"threshold_uncertainty_score":0.7311103},"labels":[],"label_agreement":null},{"id":"W2086550797","doi":"10.2118/166401-ms","title":"Industry Trends Utilizing Larger Diameter Coiled Tubing for Extended Reach Operations in Northwestern Canada","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Directional drilling; Drilling; Completion (oil and gas wells); Computer science; Geology; Petroleum engineering; Engineering; Mechanical engineering","score_opus":0.01575437806775874,"score_gpt":0.22959536336624325,"score_spread":0.21384098529848453,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086550797","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9669849,0.00010396327,0.028007101,0.00039535764,0.00018352125,0.00029408772,0.00009327809,0.00030482069,0.0036329578],"genre_scores_gemma":[0.99850166,0.000025992782,0.0009482044,0.0000706949,0.000061833314,0.0001144437,0.000073608084,0.000020696427,0.00018287663],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920654,0.000009471048,0.0002337209,0.00018632342,0.00009253081,0.00027143362],"domain_scores_gemma":[0.9996833,0.00004087027,0.000011366982,0.000118180185,0.000059197595,0.00008706624],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000088478555,0.00014239278,0.00016947114,0.000098922734,0.000051771138,0.00007019484,0.000063457876,0.0002395147,0.00009028293],"category_scores_gemma":[0.000021587668,0.00014095979,0.000027431992,0.00014440015,0.000020510213,0.0002873744,0.000019299308,0.00041659098,0.00000337313],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008513521,0.0004402383,0.017649125,0.0011178211,0.00021705532,0.00009962019,0.0038226321,0.23985884,0.19911924,0.015020713,0.05509819,0.4674714],"study_design_scores_gemma":[0.0023393626,0.00027078963,0.093743905,0.00094128406,0.00006495657,0.00004795019,0.0025965918,0.87385297,0.014897,0.0017075537,0.00772527,0.0018123726],"about_ca_topic_score_codex":0.021849701,"about_ca_topic_score_gemma":0.13792604,"teacher_disagreement_score":0.6339941,"about_ca_system_score_codex":0.000064630134,"about_ca_system_score_gemma":0.000036715377,"threshold_uncertainty_score":0.9846639},"labels":[],"label_agreement":null},{"id":"W2086565124","doi":"10.2118/0710-0061-jpt","title":"Montney Unconventional Gas: An Integrated Approach To Optimizing Wellbore Completions","year":2010,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellbore; Tight gas; Petroleum engineering; Drilling; Logging while drilling; Directional drilling; Geology; Completion (oil and gas wells); Fossil fuel; Unconventional oil; Engineering; Mining engineering; Hydraulic fracturing; Mechanical engineering","score_opus":0.006868683686733361,"score_gpt":0.2053419835666841,"score_spread":0.19847329987995074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086565124","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4278114,0.0001293528,0.5676405,0.00041855287,0.0011168604,0.00004980993,0.000009168972,0.00045454697,0.0023698458],"genre_scores_gemma":[0.87488425,0.00001999836,0.12478887,0.00001691393,0.00019478601,0.0000060336133,0.000007416526,0.000036905945,0.00004485119],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999032,0.000009595302,0.0004020298,0.00012196668,0.00016025663,0.00027411795],"domain_scores_gemma":[0.9993862,0.000017918577,0.00007494133,0.00022826759,0.00013767782,0.00015502638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002457395,0.00016459955,0.0002834469,0.0008451636,0.00005715083,0.000033761582,0.00038880765,0.00021176101,0.00003473877],"category_scores_gemma":[0.00005517676,0.00015420112,0.000094320276,0.00039963337,0.00004885978,0.00014002991,0.00002766689,0.0010664997,0.000016805729],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008503878,0.00008782408,0.00026783397,0.000020625223,0.000074405,0.000015049136,0.00005758172,0.93188304,0.056937143,0.0048454516,0.0010172855,0.004785234],"study_design_scores_gemma":[0.00084633165,0.00031560694,0.00039895592,0.000094027935,0.0000558167,0.0011406201,0.0006419391,0.89326584,0.0074089738,0.0012369223,0.09416632,0.00042864625],"about_ca_topic_score_codex":0.000004070245,"about_ca_topic_score_gemma":0.000011800991,"teacher_disagreement_score":0.4470728,"about_ca_system_score_codex":0.000059867598,"about_ca_system_score_gemma":0.00002886537,"threshold_uncertainty_score":0.62881386},"labels":[],"label_agreement":null},{"id":"W2086640470","doi":"10.2118/0906-0102-jpt","title":"Iterative Coupling Between Geomechanical Deformation and Reservoir Flow","year":2006,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geomechanics; Reservoir simulation; Geology; Compaction; Petroleum engineering; Geotechnical engineering; Coupling (piping); Flow (mathematics); Deformation (meteorology); Stress (linguistics); Fluid dynamics; Subsidence; Mechanics; Engineering; Mechanical engineering; Geomorphology; Physics","score_opus":0.0046919202675682805,"score_gpt":0.19106430815098774,"score_spread":0.18637238788341945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086640470","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7837613,0.0006528012,0.21490115,0.00019784496,0.00016468554,0.00001792452,0.0000025306729,0.00014985357,0.00015190168],"genre_scores_gemma":[0.99433684,0.00007377937,0.0053099957,0.0000026842795,0.00023914414,0.0000012831027,0.0000021405558,0.000017945777,0.000016156559],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927664,0.000003833753,0.00036675666,0.00006045737,0.00011090609,0.00018142191],"domain_scores_gemma":[0.9997059,0.000038396356,0.00007769949,0.00008522087,0.00005629246,0.000036470163],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020859532,0.00010473987,0.00023049295,0.00042813018,0.000037895235,0.00002444341,0.00011252493,0.00016517594,0.000003442374],"category_scores_gemma":[0.000027763745,0.000094867646,0.000040407787,0.00016521523,0.000024902703,0.00016312927,0.000023015646,0.0004054951,0.000003928848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000041541048,0.0000070802585,0.0028644984,0.000037792484,0.000042436175,0.000018247561,0.000023483115,0.9856443,0.007326104,0.00074671005,0.00019945343,0.0030857807],"study_design_scores_gemma":[0.0005297354,0.00014807646,0.0012324933,0.00010204287,0.000032511267,0.00019224136,0.000060975777,0.97567743,0.014347328,0.0037296042,0.0037872954,0.00016029258],"about_ca_topic_score_codex":0.0000014327334,"about_ca_topic_score_gemma":0.0000021858311,"teacher_disagreement_score":0.21057557,"about_ca_system_score_codex":0.000063382555,"about_ca_system_score_gemma":0.000007449698,"threshold_uncertainty_score":0.38685903},"labels":[],"label_agreement":null},{"id":"W2086731089","doi":"10.2118/79836-ms","title":"Lost Circulation Assessment and Planning Program: Evolving Strategy to Control Severe Losses in Deepwater Projects","year":2003,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Lost circulation; Well control; Drilling; Circulation (fluid dynamics); Geology; Petroleum engineering; Drilling fluid; Lead (geology); Environmental science; Engineering; Mechanical engineering","score_opus":0.01547154634351145,"score_gpt":0.25926364631744125,"score_spread":0.2437920999739298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2086731089","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88596666,0.00023912768,0.09697694,0.000009879518,0.00015046635,0.00055965595,0.0000012376564,0.00036827003,0.015727783],"genre_scores_gemma":[0.99379265,0.000004535166,0.006046462,0.000017671446,0.000028588787,0.000042968604,0.00000272779,0.000028279896,0.00003613552],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992855,0.0000147948695,0.00016864967,0.00016047612,0.00009460752,0.00027594986],"domain_scores_gemma":[0.9997715,0.00003425808,0.000009383215,0.00008891684,0.000023633953,0.000072319366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014272083,0.00014162304,0.0001422198,0.00012570099,0.000024546931,0.00010050503,0.00003457663,0.0000569292,0.000024417022],"category_scores_gemma":[0.000017635757,0.0001351381,0.000015113398,0.00015724263,0.000005217495,0.00015363777,0.000005793125,0.00011754757,0.0000079026795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013773129,0.000013558802,0.04139089,0.00008285679,0.0000156258,0.000011426221,0.00019931841,0.95410895,0.0010481253,0.00020889517,0.00004137374,0.0028776266],"study_design_scores_gemma":[0.0006633122,0.00006486613,0.058184307,0.00015026008,0.000009801921,0.000018720155,0.00027814016,0.93921596,0.00073543226,0.000086545806,0.00026353262,0.00032911275],"about_ca_topic_score_codex":0.0000147993815,"about_ca_topic_score_gemma":0.000014939495,"teacher_disagreement_score":0.107825994,"about_ca_system_score_codex":0.00007917968,"about_ca_system_score_gemma":0.000016516264,"threshold_uncertainty_score":0.55107725},"labels":[],"label_agreement":null},{"id":"W2087487998","doi":"10.2523/iptc-17091-ms","title":"Extending Mature Well Life by Innovative Slurry Design and Complex Coiled Tubing Wellwork","year":2013,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Coiled tubing; Workover; Petroleum engineering; Slurry; Leak; Drilling fluid; Annulus (botany); Oil well; Work (physics); Lost circulation; Completion (oil and gas wells); Engineering; Drilling; Mechanical engineering; Materials science","score_opus":0.010593804321371782,"score_gpt":0.20485121851084492,"score_spread":0.19425741418947315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087487998","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21926285,0.0006432336,0.7670852,0.002110593,0.0009311004,0.00020079051,0.000013704928,0.0015782,0.008174331],"genre_scores_gemma":[0.98957324,0.00018083627,0.009547665,0.000098804325,0.000060285995,0.00007141268,0.000027677248,0.00003811348,0.00040195862],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99896085,0.000013091265,0.0002797676,0.00027391783,0.00016277427,0.0003095839],"domain_scores_gemma":[0.9994264,0.00009381793,0.000056242225,0.00017817556,0.00017078081,0.00007456589],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001011958,0.00024051055,0.0002299148,0.00037245234,0.00007529121,0.000119006276,0.00039126907,0.00023425513,0.00036980186],"category_scores_gemma":[0.00007904504,0.00025333802,0.000022447652,0.00029690057,0.00012188626,0.00021519393,0.00009504158,0.0005110299,0.0001519367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005040389,0.0001221493,0.009762558,0.0001897406,0.001096796,0.0000557658,0.00045436766,0.3608992,0.39318895,0.09811779,0.09127887,0.0447834],"study_design_scores_gemma":[0.00045051565,0.000035993708,0.0011007582,0.0001330306,0.000008418571,0.00003246653,0.00017270446,0.9694541,0.0060982113,0.0032506299,0.018875485,0.00038769687],"about_ca_topic_score_codex":0.000012113084,"about_ca_topic_score_gemma":8.4031257e-7,"teacher_disagreement_score":0.7703104,"about_ca_system_score_codex":0.000066071516,"about_ca_system_score_gemma":0.000018247512,"threshold_uncertainty_score":0.9999919},"labels":[],"label_agreement":null},{"id":"W2088614044","doi":"10.2118/105717-pa","title":"Strain-Based Design of Tubulars for Extreme-Service Wells","year":2008,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Casing; Structural engineering; Deformation (meteorology); Material properties; Characterization (materials science); Strain rate; Shell (structure); Strain gauge; Stress (linguistics); Engineering; Mechanical engineering; Materials science; Composite material","score_opus":0.0728611943126959,"score_gpt":0.21545629512970968,"score_spread":0.14259510081701376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2088614044","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04889441,0.00019321486,0.9495635,0.000044676664,0.00036006846,0.00028345312,0.000036983114,0.00036601038,0.00025769346],"genre_scores_gemma":[0.9402852,0.00005708941,0.059257533,0.000046719015,0.00015802275,0.000018899877,0.00008735535,0.00006668966,0.000022484386],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990479,0.00001564605,0.00030747813,0.00017579818,0.00017435137,0.00027883967],"domain_scores_gemma":[0.99936897,0.00019793029,0.000045831533,0.0002204087,0.00010354485,0.00006331275],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019712833,0.00018346804,0.0002513351,0.0001283173,0.0000790564,0.000010828435,0.00013590425,0.00008108567,0.000030837513],"category_scores_gemma":[0.000029235272,0.00020955518,0.00009036877,0.00021196756,0.000024101482,0.000051864514,0.0000062641057,0.00010075053,0.000022635257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001264212,0.000014216464,0.0000628813,0.00016725641,0.000020352823,0.0000018089964,0.000102318976,0.9232618,0.07555495,0.00011480481,0.00021403091,0.00047291382],"study_design_scores_gemma":[0.00045395177,0.000046794128,0.0005008819,0.00010350792,0.000019230953,0.0000047869034,0.000011024399,0.9667593,0.027465358,0.00018303235,0.004229315,0.0002227904],"about_ca_topic_score_codex":0.000017478069,"about_ca_topic_score_gemma":0.0000025977467,"teacher_disagreement_score":0.8913908,"about_ca_system_score_codex":0.00004925558,"about_ca_system_score_gemma":0.000021603377,"threshold_uncertainty_score":0.8545412},"labels":[],"label_agreement":null},{"id":"W2089069577","doi":"10.2118/133540-ms","title":"New Technology in the Bakken Play Increases the Number of Stages in Packer/Sleeve Completions","year":2010,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Directional drilling; Profitability index; Unconventional oil; Geology; Service (business); Hydraulic fracturing; Petroleum engineering; Engineering; Oil shale; Paleontology; Mechanical engineering; Business","score_opus":0.011061498936409767,"score_gpt":0.23729700149932328,"score_spread":0.22623550256291353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089069577","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9960438,0.00014926963,0.000955187,0.001324584,0.00013559428,0.00011209191,0.0000042465767,0.00009515349,0.0011801014],"genre_scores_gemma":[0.9981583,0.000040592215,0.0015534159,0.000039560466,0.00013131737,0.0000125375755,0.0000050968583,0.000022876677,0.000036355203],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99924254,0.00002482011,0.00024241164,0.0001159505,0.00015082245,0.00022347152],"domain_scores_gemma":[0.99936944,0.0003100543,0.000037170044,0.00024051421,0.000016014721,0.000026792524],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030006256,0.00012513559,0.00015319088,0.00011631641,0.000035817477,0.000020148756,0.0003148344,0.00008774284,0.000014461136],"category_scores_gemma":[0.000072403,0.00008702187,0.00003807457,0.0003301899,0.000061589526,0.000049885042,0.000038399707,0.00045827683,0.000017405388],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009801679,0.000057877223,0.8098039,0.00009574693,0.00004459941,0.00003343899,0.0025066356,0.15989937,0.0085743815,0.013972516,0.0010251045,0.0039766505],"study_design_scores_gemma":[0.0032397136,0.00008781608,0.82174665,0.0025764855,0.00008897592,0.00089626503,0.00748307,0.059055615,0.007742296,0.025464049,0.06979915,0.0018199247],"about_ca_topic_score_codex":0.00047111133,"about_ca_topic_score_gemma":0.0013254915,"teacher_disagreement_score":0.10084376,"about_ca_system_score_codex":0.00001576956,"about_ca_system_score_gemma":0.000016641252,"threshold_uncertainty_score":0.3548649},"labels":[],"label_agreement":null},{"id":"W2089347387","doi":"10.2118/2002-137","title":"Shuttle Conveyed Open Hole Logging and its Application in Horizontal Wells","year":2002,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Calgary Laboratory Services","funders":"","keywords":"Logging; Well logging; Petroleum engineering; Geology; Computer science; Environmental science; Geography","score_opus":0.015616171784464826,"score_gpt":0.20774266347123213,"score_spread":0.1921264916867673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089347387","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81829184,0.0005993299,0.0076461397,0.0010698567,0.00093241775,0.00025385502,0.00010881696,0.00015285051,0.17094488],"genre_scores_gemma":[0.99886423,0.00012018291,0.00006170901,0.00006362792,0.00006452214,0.00003442116,0.000024771354,0.000018646455,0.00074786006],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937487,0.000006157437,0.00014533054,0.00017250233,0.000083955696,0.00021719541],"domain_scores_gemma":[0.9996666,0.000019980274,0.0000157021,0.000093827424,0.000028301985,0.0001756282],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000073044015,0.00010925021,0.00010863093,0.00020713526,0.00003115178,0.0001246945,0.00031891733,0.00005499673,0.00026331702],"category_scores_gemma":[0.000014377706,0.00013612941,0.000013561558,0.00006055155,0.000014068565,0.00020872417,0.000030162324,0.00014741886,0.00013376006],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010673715,0.000042279167,0.016831683,0.00012060054,0.00013607605,0.00011397653,0.0010331138,0.88261336,0.007260538,0.059843227,0.004921189,0.027073292],"study_design_scores_gemma":[0.00025708153,0.0000072530634,0.0016766386,0.0000382419,0.0000020216107,0.00000660494,0.00003025555,0.9558836,0.00027481228,0.00009611272,0.041573368,0.00015399072],"about_ca_topic_score_codex":0.008849811,"about_ca_topic_score_gemma":0.024420876,"teacher_disagreement_score":0.1805724,"about_ca_system_score_codex":0.0002054574,"about_ca_system_score_gemma":0.000025647334,"threshold_uncertainty_score":0.99775034},"labels":[],"label_agreement":null},{"id":"W2089357142","doi":"10.2118/98787-ms","title":"Managed-Pressure Drilling (MPD) Field Trials Demonstrate Technology Value","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Natural Resources","funders":"","keywords":"Drilling; Casing; Rate of penetration; Petroleum engineering; Drilling fluid; Well control; Drill pipe; Borehole; Computer science; Engineering; Geology; Geotechnical engineering; Mechanical engineering","score_opus":0.007263231718841064,"score_gpt":0.2058006805257199,"score_spread":0.19853744880687885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089357142","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04550402,0.003535403,0.8120222,0.00039694103,0.0012389068,0.0002690979,0.000006318309,0.0044812486,0.13254586],"genre_scores_gemma":[0.99056745,0.000099537916,0.0075733173,0.000028311546,0.00028329183,0.000014898198,0.000004518367,0.000044887798,0.0013837657],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989502,0.000018322826,0.00039847108,0.00018298617,0.00010462356,0.0003454192],"domain_scores_gemma":[0.9994828,0.00016894493,0.00002761863,0.00026167723,0.000017586575,0.000041346782],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003649246,0.00019553445,0.0003496689,0.00022192532,0.00005523108,0.000047568392,0.0001762104,0.00022617343,0.000092441725],"category_scores_gemma":[0.00006552506,0.00018250587,0.00009758981,0.00028717416,0.000016554277,0.00007866476,0.000022999657,0.00024959067,0.00006692273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020268687,0.0000067642063,0.00030587928,0.00006435741,0.00006908035,0.000012466313,0.000007030624,0.9653073,0.006834173,0.012713399,0.0031969952,0.011480557],"study_design_scores_gemma":[0.0004419436,0.000027345091,0.00009467842,0.000080335514,0.00009472233,0.000018618572,0.000041597617,0.7502268,0.17280616,0.007028983,0.068645306,0.00049350417],"about_ca_topic_score_codex":0.000046894707,"about_ca_topic_score_gemma":0.000010181339,"teacher_disagreement_score":0.9450635,"about_ca_system_score_codex":0.000013347188,"about_ca_system_score_gemma":0.000005167153,"threshold_uncertainty_score":0.74423736},"labels":[],"label_agreement":null},{"id":"W2089475314","doi":"10.2118/155826-ms","title":"Drilling of an Ultra-Deep Exploratory Well - Problems and Solutions: A Case Study","year":2012,"lang":"en","type":"article","venue":"IADC/SPE Asia Pacific Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Drilling; Petroleum engineering; Drilling fluid; Casing; Brine; Sloughing; Lost circulation; Geology; Mud logging; Underbalanced drilling; Formation water; High pressure; Gypsum; Mechanical engineering; Engineering","score_opus":0.02331566891680842,"score_gpt":0.2175339104344008,"score_spread":0.19421824151759237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089475314","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94126236,0.0024924101,0.053424705,0.00004328232,0.0003183868,0.00042133252,0.000007953132,0.0009807447,0.0010488448],"genre_scores_gemma":[0.99728644,0.0008986993,0.0015666261,0.000002915532,0.00009469624,0.00007322594,0.000015409714,0.000052639825,0.000009354866],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984241,0.000042253876,0.00045644838,0.0003597825,0.00014717344,0.00057020877],"domain_scores_gemma":[0.9992206,0.000048270587,0.0000857424,0.00038571778,0.000095495845,0.00016416058],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00048169369,0.0003228463,0.00039632563,0.00050910516,0.00021640645,0.000057052202,0.00010737301,0.00031217028,0.000011345381],"category_scores_gemma":[0.000026178564,0.000341608,0.0000382322,0.00039293835,0.00020643394,0.0006041638,0.000032620614,0.00038894793,0.00001031092],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009910676,0.002719554,0.057608277,0.0029366862,0.0012110607,0.0012214978,0.10486208,0.16473946,0.38673115,0.024254452,0.00019055768,0.25342613],"study_design_scores_gemma":[0.0033180232,0.0014585754,0.0004275276,0.0012635859,0.0005099111,0.005739855,0.24303459,0.6205807,0.109547354,0.009179384,0.0021499258,0.0027906033],"about_ca_topic_score_codex":0.00002532729,"about_ca_topic_score_gemma":0.00004358797,"teacher_disagreement_score":0.4558412,"about_ca_system_score_codex":0.000035819172,"about_ca_system_score_gemma":0.000013464707,"threshold_uncertainty_score":0.9999036},"labels":[],"label_agreement":null},{"id":"W2089522560","doi":"10.1142/s0219519413500231","title":"PREDICATION FOR RELATIVE MOTION OF THE COLONOSCOPE IN COLONOSCOPY","year":2012,"lang":"en","type":"article","venue":"Journal of Mechanics in Medicine and Biology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"China Scholarship Council","keywords":"Colonoscopy; Perforation; Computer science; Surgery; Mathematics; Medicine; Mechanical engineering; Colorectal cancer; Engineering","score_opus":0.031660081975870336,"score_gpt":0.2901176396757869,"score_spread":0.2584575576999166,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089522560","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.832049,0.0035079282,0.16225973,0.000468034,0.001446373,0.00016125373,0.0000022157951,0.0000054021293,0.00010003388],"genre_scores_gemma":[0.9982083,0.000721632,0.0009100934,0.000021005275,0.0001286597,0.0000027576566,8.3743697e-7,0.0000043661107,0.0000023410128],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99955785,0.00002466936,0.0002681802,0.000027968152,0.000032148273,0.00008919458],"domain_scores_gemma":[0.9996899,0.00013510107,0.00008734488,0.00003831586,0.00002786965,0.000021516758],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007620446,0.000044147106,0.00016078385,0.0001044506,0.000007282965,5.0254675e-7,0.000054381617,0.00007624919,0.0000020256718],"category_scores_gemma":[0.00021175887,0.000027725326,0.000016188986,0.00010136912,0.000016093834,0.000046751837,0.0000071222676,0.00014612221,6.146741e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00076663465,0.00039222004,0.1367901,0.0013507679,0.00030591674,0.0000031707334,0.016491938,0.11212777,0.52453923,0.17363091,0.0025455754,0.031055754],"study_design_scores_gemma":[0.011675988,0.005704984,0.04917956,0.0035440475,0.0002807397,0.00015664131,0.0020676206,0.75609946,0.079808146,0.07555532,0.01538333,0.0005441527],"about_ca_topic_score_codex":0.0000031644977,"about_ca_topic_score_gemma":0.0000048593706,"teacher_disagreement_score":0.6439717,"about_ca_system_score_codex":0.000030953706,"about_ca_system_score_gemma":0.0000075306434,"threshold_uncertainty_score":0.1130606},"labels":[],"label_agreement":null},{"id":"W2089624766","doi":"10.2118/110742-ms","title":"Wellbore Stability Considerations for Drilling High-Angle Wells Through Finely Laminated Shale: A Case Study From Terra Nova","year":2007,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Bed; Drilling; Oil shale; Borehole; Drilling fluid; Geology; Underbalanced drilling; Instability; Petroleum engineering; Drill; Geotechnical engineering; Gemology; Directional drilling; Anisotropy; Engineering; Mechanics; Engineering geology; Mechanical engineering","score_opus":0.04999821844405726,"score_gpt":0.27703288834291734,"score_spread":0.22703466989886006,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089624766","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7815262,0.000064160886,0.21608174,0.00008965553,0.00017831713,0.0005281879,0.00025730624,0.00051201857,0.0007624306],"genre_scores_gemma":[0.99370885,0.000023458882,0.0058945552,0.00004317118,0.00015585804,0.00003077744,0.00009890725,0.000032387805,0.000012060557],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99871856,0.00001861139,0.00042660523,0.0003641718,0.00013644477,0.00033557834],"domain_scores_gemma":[0.999103,0.00035452412,0.000038116348,0.00024409086,0.0001628431,0.00009740057],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003462465,0.00023471474,0.0002878232,0.00006827561,0.00015073863,0.000096261574,0.00006231346,0.00018236696,0.00019443379],"category_scores_gemma":[0.00010763062,0.00023568404,0.00005623012,0.0001566699,0.00006853783,0.00029251282,0.00003467543,0.00026891142,0.000008784317],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0012837005,0.007836984,0.01507249,0.0029354352,0.0019059988,0.013410294,0.09448037,0.10847803,0.5228986,0.055692986,0.029670903,0.14633419],"study_design_scores_gemma":[0.020124616,0.0062593627,0.03097657,0.0019378946,0.0014851082,0.002664715,0.076863505,0.36380404,0.3545545,0.12418005,0.008302547,0.0088470895],"about_ca_topic_score_codex":0.0006133806,"about_ca_topic_score_gemma":0.0007399982,"teacher_disagreement_score":0.255326,"about_ca_system_score_codex":0.000052555202,"about_ca_system_score_gemma":0.000018680135,"threshold_uncertainty_score":0.9610916},"labels":[],"label_agreement":null},{"id":"W2089900516","doi":"10.1520/gtj12682","title":"Experimental Study of Sand Production from a Supported Wellbore in Weakly Consolidated Sandstone","year":2005,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; University of Alberta","funders":"","keywords":"Wellbore; Geotechnical engineering; Geology; Grain size; Shear (geology); Petroleum engineering; Petrology","score_opus":0.021148771465263297,"score_gpt":0.24683833384229628,"score_spread":0.22568956237703297,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2089900516","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9966461,0.00041692946,0.001935091,0.00003101804,0.00024686405,0.00015795305,0.0000027042506,0.00031522897,0.0002481252],"genre_scores_gemma":[0.9966941,0.000011415057,0.0029365327,0.000004309148,0.0003006577,0.000007048586,0.000003433487,0.000033946395,0.000008579018],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987328,0.00002997525,0.0005712603,0.0001743926,0.00021833845,0.0002732149],"domain_scores_gemma":[0.99952024,0.000082531216,0.000079369165,0.00017360841,0.00004713527,0.000097129574],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033223833,0.00016544011,0.00027556322,0.00017244695,0.000053676267,0.000029511852,0.00014277452,0.00009107057,0.000046466896],"category_scores_gemma":[0.00021212277,0.00016414259,0.00003821743,0.00035870363,0.000036071706,0.00013200933,0.0000290905,0.0006037736,0.0000059258655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015678399,0.00035044955,0.0014443424,0.0000073397637,0.000029797291,0.000030201443,0.00041413814,0.7627946,0.23126182,6.7369876e-7,0.00016425106,0.0034867139],"study_design_scores_gemma":[0.0027242808,0.00062909763,0.01504979,0.0005377663,0.000060695256,0.00043773887,0.00085518055,0.6215776,0.35707715,0.00006303396,0.00040654765,0.0005811054],"about_ca_topic_score_codex":0.000042956188,"about_ca_topic_score_gemma":0.0000043044174,"teacher_disagreement_score":0.14121696,"about_ca_system_score_codex":0.00009556348,"about_ca_system_score_gemma":0.000020032363,"threshold_uncertainty_score":0.6693541},"labels":[],"label_agreement":null},{"id":"W2090098960","doi":"10.2118/134257-ms","title":"The Recommended Practice for Surface Casing Vent Flow and Gas Migration Intervention","year":2010,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Penn West Exploration (Canada)","funders":"","keywords":"Casing; Petroleum engineering; Annulus (botany); Seal (emblem); Fossil fuel; Petroleum; Intervention (counseling); Process (computing); Environmental science; Engineering; Computer science; Forensic engineering; Waste management; Geology; Materials science","score_opus":0.011983800158101063,"score_gpt":0.2551127864139466,"score_spread":0.2431289862558455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090098960","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6498304,0.00048569686,0.34133735,0.005024608,0.00082352565,0.0005310835,0.000045927314,0.000554169,0.0013672536],"genre_scores_gemma":[0.9935694,0.0006898809,0.0055568917,0.000018648356,0.00008713004,0.000016176085,0.00002703727,0.000012329057,0.000022515205],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950695,0.000013672598,0.00015498692,0.000121911784,0.000062327104,0.0001401731],"domain_scores_gemma":[0.9995971,0.00016248121,0.000026269334,0.00009133766,0.000077231285,0.00004562238],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003586468,0.00009062134,0.000079676385,0.0000197347,0.00012618698,0.00010772744,0.00003872051,0.000089350986,0.0000036517627],"category_scores_gemma":[0.00013021078,0.00007600987,0.000028450062,0.000044276097,0.000030597737,0.00024835978,0.000016684722,0.00021606049,0.00000193102],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019104642,0.000114201,0.00007959966,0.00034366612,0.00006502622,0.000005809479,0.0010634084,0.009028025,0.20905243,0.02229038,0.007010395,0.750756],"study_design_scores_gemma":[0.0009828412,0.00041296118,0.00038100086,0.00027584724,0.0000761031,0.000118929216,0.001200624,0.86017025,0.027981274,0.013236493,0.094690874,0.0004728074],"about_ca_topic_score_codex":0.000019540677,"about_ca_topic_score_gemma":0.00019658223,"teacher_disagreement_score":0.8511422,"about_ca_system_score_codex":0.000013088479,"about_ca_system_score_gemma":0.000004798223,"threshold_uncertainty_score":0.30995926},"labels":[],"label_agreement":null},{"id":"W2090561838","doi":"10.2118/77521-ms","title":"A Case History on the Use of Down-Hole Sensors in a Field Producing from Long Horizontal/Multilateral Wells","year":2002,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Directional drilling; Completion (oil and gas wells); Drilling; Environmental geology; Geology; Water well; Oil field; Oil well; Drawdown (hydrology); Economic geology; Lift (data mining); Flow (mathematics); Casing; Geotechnical engineering; Engineering; Mechanical engineering; Computer science; Mechanics; Hydrogeology; Aquifer; Groundwater","score_opus":0.04403372176234212,"score_gpt":0.20904455909686587,"score_spread":0.16501083733452376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090561838","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9972727,0.00013231553,0.0014844422,0.0001599999,0.00009868338,0.00013762043,0.000021733364,0.0001328956,0.00055966404],"genre_scores_gemma":[0.99942696,0.00014020399,0.0002334749,0.000056531182,0.00005082001,0.000009061705,0.000005433809,0.000013297032,0.00006421592],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935466,0.000018886143,0.00020149123,0.00017825025,0.00008772952,0.00015900163],"domain_scores_gemma":[0.9995947,0.00013857073,0.00002223828,0.00018038758,0.000023751621,0.00004035944],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007871542,0.00012316389,0.0001502264,0.00006986594,0.000022146609,0.000019012243,0.00004833524,0.00010335458,0.00011536304],"category_scores_gemma":[0.000056793673,0.00010072359,0.000034747532,0.000071060225,0.00003646443,0.00015864475,0.00001887701,0.00027733226,0.000014135782],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00043606182,0.00097376714,0.005380111,0.0009909095,0.00021719834,0.0066551077,0.033532497,0.45174983,0.2318615,0.005548486,0.073122635,0.18953189],"study_design_scores_gemma":[0.0013031615,0.00083150924,0.00483207,0.0019389988,0.000066214,0.000371387,0.00062792783,0.8918154,0.08451033,0.000543996,0.011895541,0.0012634143],"about_ca_topic_score_codex":0.0004402874,"about_ca_topic_score_gemma":0.00012401679,"teacher_disagreement_score":0.44006562,"about_ca_system_score_codex":0.000052310024,"about_ca_system_score_gemma":0.0000033891456,"threshold_uncertainty_score":0.4107389},"labels":[],"label_agreement":null},{"id":"W2090768176","doi":"10.2118/115633-ms","title":"Chemical Foamers for Gas Well Deliquification","year":2008,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Casing; Petroleum engineering; Gas lift; Surface tension; Oil well; Hydrostatic pressure; Process (computing); Coiled tubing; Process engineering; Mechanical engineering; Environmental science; Engineering; Mechanics; Computer science","score_opus":0.014299678983694723,"score_gpt":0.1962110303763548,"score_spread":0.18191135139266007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2090768176","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9101564,0.0008995431,0.04064294,0.0008949043,0.0003121594,0.00011128656,0.000023472701,0.0004341958,0.046525076],"genre_scores_gemma":[0.9936227,0.004976433,0.00090137665,0.00001191122,0.00010670488,0.000023776764,0.00006762781,0.000017565639,0.000271881],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994248,0.00000463839,0.00013681522,0.00017753814,0.00006802804,0.00018814845],"domain_scores_gemma":[0.99974966,0.000023800929,0.000016313395,0.000088519024,0.00003726096,0.000084445564],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000060870512,0.00012987792,0.00013052313,0.00005116457,0.00007625664,0.000030192063,0.00002920267,0.00008224375,0.000015129141],"category_scores_gemma":[0.000007720928,0.00013190744,0.000029887127,0.000055751505,0.00005624065,0.000111411195,0.0000062206373,0.00008347761,0.000012639982],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009833063,0.000060227587,0.00043654037,0.00080705713,0.00007545658,0.000014092994,0.0026996068,0.0031948534,0.23421583,0.0058689024,0.005951859,0.74657726],"study_design_scores_gemma":[0.0028233046,0.00025890148,0.0006386611,0.00052838685,0.000121302095,0.00036671388,0.003193791,0.6607808,0.26169205,0.009878211,0.058044624,0.0016732664],"about_ca_topic_score_codex":0.000005140445,"about_ca_topic_score_gemma":0.0000013287174,"teacher_disagreement_score":0.744904,"about_ca_system_score_codex":0.000013051517,"about_ca_system_score_gemma":0.000008326375,"threshold_uncertainty_score":0.5379029},"labels":[],"label_agreement":null},{"id":"W2091016273","doi":"10.2118/108159-ms","title":"Olefin Based Synthetic Drilling Fluids' Volumetric Behavior Under Downhole Conditions","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Annulus (botany); Drilling fluid; Drilling; Brine; Lost circulation; Olefin fiber; Diesel fuel; Synthetic oil; Geology; Submarine pipeline; Materials science; Geotechnical engineering; Chemistry; Engineering; Waste management; Composite material","score_opus":0.008322602611129064,"score_gpt":0.2131975416195582,"score_spread":0.20487493900842912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091016273","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1561509,0.0002735233,0.82794046,0.000017501741,0.0006706902,0.00013255727,0.000011124149,0.0013437418,0.013459474],"genre_scores_gemma":[0.99259657,0.0000136382605,0.00642934,0.00006087542,0.000119705175,0.00001906255,0.00002545543,0.0000690662,0.00066630373],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988836,0.000006102246,0.0002808087,0.00019006446,0.00018484924,0.00045454584],"domain_scores_gemma":[0.9993725,0.0001451187,0.0000138473115,0.0002734713,0.0000349155,0.00016016123],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002450418,0.00019936218,0.00017030527,0.00042968206,0.000088054556,0.000046579768,0.00012676966,0.00011473454,0.0005396283],"category_scores_gemma":[0.000021930122,0.00020967695,0.00008138272,0.00058752333,0.000027432463,0.00008835442,0.000011523887,0.0001962424,0.00028628882],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001230478,0.000040801544,0.00042670942,0.000035204288,0.000020989857,0.000017008359,0.000020572843,0.97164637,0.022907557,0.0007803176,0.000557949,0.0035452808],"study_design_scores_gemma":[0.00047881252,0.000034999935,0.0058605135,0.000071379465,0.00008697411,0.000015514033,0.000084168794,0.9273183,0.05843539,0.00006370734,0.006921676,0.0006285984],"about_ca_topic_score_codex":0.000020501571,"about_ca_topic_score_gemma":0.000013713493,"teacher_disagreement_score":0.8364456,"about_ca_system_score_codex":0.00009953072,"about_ca_system_score_gemma":0.000011437276,"threshold_uncertainty_score":0.85503775},"labels":[],"label_agreement":null},{"id":"W2091633248","doi":"10.2118/114974-ms","title":"Maximizing Energy at Coalface for Coalbed Methane Fracturing Operations","year":2008,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada); Encana (Canada)","funders":"","keywords":"Canyon; Coalbed methane; Petroleum engineering; Coal; Geology; Hydraulic fracturing; Dewatering; Comminution; Geotechnical engineering; Coal mining; Engineering; Materials science; Waste management; Metallurgy","score_opus":0.02110997275679332,"score_gpt":0.2083847657172893,"score_spread":0.18727479296049598,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091633248","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17862067,0.0015538007,0.81258494,0.00010360676,0.0008807793,0.00018045165,0.00003073915,0.000988837,0.0050561638],"genre_scores_gemma":[0.98821056,0.00037815497,0.009817788,0.00010031886,0.0001726735,0.000056484863,0.00007693151,0.00007009377,0.001117022],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925834,0.000006484748,0.00017610635,0.00015892972,0.000093452494,0.0003066729],"domain_scores_gemma":[0.9995826,0.000090624315,0.000010438816,0.00020124242,0.000023058175,0.000092024224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006783778,0.00015931582,0.00016919618,0.00006473114,0.00012128975,0.000017050997,0.000115746814,0.00007618232,0.00003299572],"category_scores_gemma":[0.0000250815,0.00017160618,0.00007078722,0.000068093985,0.000014032639,0.00011022397,0.000028547869,0.00008453961,0.00003058914],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032778378,0.000006036211,0.000022674845,0.000024805444,0.00005581442,0.000006934503,0.00026551518,0.9756765,0.02121304,0.0003123884,0.0019347024,0.00047834904],"study_design_scores_gemma":[0.00040287513,0.000017791424,0.00006612999,0.000020871978,0.000022814123,0.00003684406,0.000013374509,0.69820935,0.13443694,0.000034496625,0.16645123,0.00028728385],"about_ca_topic_score_codex":0.000069033216,"about_ca_topic_score_gemma":0.00006132754,"teacher_disagreement_score":0.80958986,"about_ca_system_score_codex":0.000072412586,"about_ca_system_score_gemma":0.000009583803,"threshold_uncertainty_score":0.6997897},"labels":[],"label_agreement":null},{"id":"W2091790142","doi":"10.2118/166166-pa","title":"Casing During Drilling With Rotary-Steerable Technology in the Stag Field—Offshore Australia","year":2013,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drilling; Geology; Casing; Directional drilling; Submarine pipeline; Infill; Drill; Subsea; Petroleum engineering; Completion (oil and gas wells); Oil field; Natural gas field; Coring; Mining engineering; Measurement while drilling; Rate of penetration; Geotechnical engineering; Engineering; Mechanical engineering; Natural gas; Civil engineering","score_opus":0.009486174604565762,"score_gpt":0.19771442886019722,"score_spread":0.18822825425563144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2091790142","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9596537,0.00020163822,0.037515648,0.00045018236,0.0003477241,0.00039694697,0.0000024128879,0.00054056186,0.00089119805],"genre_scores_gemma":[0.9958508,0.00006615653,0.0036190583,0.00002907583,0.0002150752,0.000058428803,0.000019252917,0.00005853922,0.000083591905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984528,0.000027153252,0.00036341744,0.00029772145,0.00025454222,0.0006043698],"domain_scores_gemma":[0.99933136,0.00011000183,0.0000470777,0.00039410518,0.00005853659,0.000058931782],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020731233,0.0002947653,0.0002893213,0.0003329258,0.00017776246,0.00014584967,0.0002835916,0.00016612631,0.00009139282],"category_scores_gemma":[0.000029747738,0.00024159173,0.000056341487,0.0006281381,0.000039360464,0.000233187,0.000026067495,0.000606134,0.00009784998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000070723895,0.000015423131,0.009509642,0.00013498879,0.000029356514,0.00003054395,0.000545625,0.97528225,0.012963065,0.00054694235,0.00012820143,0.0008069014],"study_design_scores_gemma":[0.001115963,0.0001799247,0.022924418,0.0010045691,0.00005018277,0.00023088473,0.0014002079,0.9322268,0.033134736,0.0020155278,0.0045502707,0.0011665514],"about_ca_topic_score_codex":0.00034321408,"about_ca_topic_score_gemma":0.000114852264,"teacher_disagreement_score":0.043055475,"about_ca_system_score_codex":0.00011966864,"about_ca_system_score_gemma":0.00000832179,"threshold_uncertainty_score":0.98518246},"labels":[],"label_agreement":null},{"id":"W2092158158","doi":"10.2118/163537-ms","title":"Industry's First Hydro-Mechanical Surface Controlled System for Multiple Reamer Activation/Deactivation Increases Drilling Efficiency","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Reamer; Flexibility (engineering); Casing; Drilling; Debugging; Drill; Computer science; Engineering; Mechanical engineering; Simulation","score_opus":0.008787566778576872,"score_gpt":0.18917277411894956,"score_spread":0.1803852073403727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092158158","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59587604,0.000028502343,0.40055975,0.00005791938,0.00029710322,0.00087687065,0.000004518666,0.0010418138,0.0012574524],"genre_scores_gemma":[0.9960556,0.0000068681934,0.0031800917,0.000019536865,0.00020062583,0.00022141155,0.000023443577,0.000069761474,0.00022267144],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873745,0.000016439302,0.00042820617,0.00024659315,0.000191594,0.00037972245],"domain_scores_gemma":[0.99864304,0.00081721024,0.00006337877,0.00023176653,0.000114579736,0.00013000883],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023594347,0.00025162945,0.00038738502,0.000094455645,0.00015187879,0.00009670758,0.00013498853,0.0003895565,0.00004942157],"category_scores_gemma":[0.00030183687,0.00022410516,0.000114138646,0.00020763629,0.000012182946,0.00031986492,0.000017482957,0.00035460343,0.00005359119],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023484985,0.000034741344,0.00020229259,0.00014311813,0.00006212162,2.6312978e-7,0.00003842291,0.966432,0.031773075,0.00047542236,0.00046823986,0.00034686146],"study_design_scores_gemma":[0.0021177486,0.000028593722,0.00011789365,0.00014888044,0.000020015948,0.0000023669415,0.00016948133,0.9335179,0.06291545,0.000020134794,0.0006699216,0.0002716134],"about_ca_topic_score_codex":0.0004235444,"about_ca_topic_score_gemma":0.000008621631,"teacher_disagreement_score":0.40017954,"about_ca_system_score_codex":0.00016668513,"about_ca_system_score_gemma":0.000015001875,"threshold_uncertainty_score":0.9138743},"labels":[],"label_agreement":null},{"id":"W2092291059","doi":"10.2118/105413-ms","title":"Cementing Considerations for Casing While Drilling: Case History","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Petroleum engineering; Drilling; Engineering; Measurement while drilling; Drilling fluid; Wireline; Completion (oil and gas wells); Mechanical engineering","score_opus":0.044689711349318435,"score_gpt":0.22111483155109024,"score_spread":0.1764251202017718,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092291059","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09747651,0.00048850756,0.85323304,0.000008782637,0.0012253483,0.00015275487,0.0000014432437,0.0008475647,0.046566047],"genre_scores_gemma":[0.95969206,0.0000038736957,0.03945888,0.000033780474,0.00015863133,0.0000081600565,0.0000033296649,0.000040698724,0.00060058193],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993294,0.0000019926315,0.00021697377,0.00011153457,0.000054248125,0.00028587348],"domain_scores_gemma":[0.9995566,0.00020658474,0.0000141565915,0.000111245696,0.00003706343,0.00007432981],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026134687,0.000109790555,0.000099874174,0.00009592305,0.000104425526,0.000020935613,0.00002384466,0.000049846065,0.000104851155],"category_scores_gemma":[0.000045225257,0.00012445197,0.00005016842,0.000042506097,0.000008651336,0.0000786504,0.0000048514103,0.00007883555,0.000009330949],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004184002,0.000019454254,0.000106023086,0.00020354462,0.00008522691,0.00051131996,0.0024736049,0.9423071,0.032196168,0.010851429,0.005008097,0.0062338407],"study_design_scores_gemma":[0.00032679757,0.0000139461845,0.0000111992,0.000028276887,0.00002866296,0.00057815516,0.0005754508,0.917292,0.038639873,0.00022391592,0.041945886,0.00033581877],"about_ca_topic_score_codex":0.000024328663,"about_ca_topic_score_gemma":0.00011710009,"teacher_disagreement_score":0.8622156,"about_ca_system_score_codex":0.00015297605,"about_ca_system_score_gemma":0.000011584916,"threshold_uncertainty_score":0.50750035},"labels":[],"label_agreement":null},{"id":"W2092395542","doi":"10.2118/141515-pa","title":"A 3D Analytical Model for Wellbore Friction","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":94,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Wellbore; Mechanics; Tension (geology); Rotation (mathematics); Engineering; Geology; Petroleum engineering; Mathematics; Geometry; Materials science; Physics; Compression (physics)","score_opus":0.00612973309337166,"score_gpt":0.1908330005555556,"score_spread":0.18470326746218393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092395542","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40570596,0.0003985307,0.5808856,0.0035328942,0.0025183544,0.00010439146,0.00003620167,0.00036279397,0.006455249],"genre_scores_gemma":[0.9867225,0.000047505266,0.012804267,0.000028458806,0.00020643216,0.0000040512887,0.000001129323,0.000032552423,0.00015307718],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992623,0.0000015756208,0.00026283448,0.0000717705,0.000080392594,0.0003211681],"domain_scores_gemma":[0.99948055,0.00001790303,0.000042795622,0.00014559299,0.000088275265,0.00022491491],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014480033,0.00010784906,0.00020087154,0.0021975331,0.000043043477,0.0000173975,0.00019904634,0.000275888,0.000013818668],"category_scores_gemma":[0.00007161664,0.000108908556,0.000084247404,0.00036559007,0.00003000406,0.00007341853,0.000004789673,0.00062412414,0.0000050866965],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000052979126,0.0000066476046,0.00024633852,0.000023867853,0.000071019116,0.000026278985,0.000028724447,0.9698278,0.005922211,0.009006982,0.0063585457,0.008476327],"study_design_scores_gemma":[0.00021569245,0.00004207409,0.00003265556,0.000010870728,0.00002604555,0.00015258958,0.00001339055,0.891146,0.0006042372,0.00091668876,0.106742345,0.000097384465],"about_ca_topic_score_codex":0.00018060347,"about_ca_topic_score_gemma":0.012161658,"teacher_disagreement_score":0.58101654,"about_ca_system_score_codex":0.00010131246,"about_ca_system_score_gemma":0.00012228376,"threshold_uncertainty_score":0.67864907},"labels":[],"label_agreement":null},{"id":"W2092415413","doi":"10.2118/100386-pa","title":"String Corrosion and String Protection During Constructing and Operating Gas Storage Facility in Bedded Salt Deposit","year":2008,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"Key Technologies Research and Development Program","keywords":"Corrosion; Casing; Brine; Natural gas; Environmental science; Leaching (pedology); Cathodic protection; Petroleum engineering; Annulus (botany); Waste management; Environmental engineering; Metallurgy; Materials science; Engineering; Anode; Chemistry; Composite material","score_opus":0.012103304486037188,"score_gpt":0.1895499280330425,"score_spread":0.1774466235470053,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092415413","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9513817,0.00026315553,0.047064044,0.00006694778,0.0003698337,0.00044370716,0.000005403909,0.00034813953,0.000057084286],"genre_scores_gemma":[0.98826236,0.00023106784,0.011217836,0.0000021250476,0.00013878391,0.00004580448,0.000008965267,0.000024805744,0.00006823617],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988958,0.00003145835,0.00033585585,0.00036710803,0.00012202844,0.00024774688],"domain_scores_gemma":[0.9996808,0.000009667515,0.000022088761,0.00016229608,0.000050881743,0.00007423798],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017865674,0.00019240499,0.00018876912,0.00018554002,0.0005152357,0.00010129856,0.000039848026,0.0000762888,0.000007756928],"category_scores_gemma":[0.00008485573,0.00022093608,0.000018631357,0.0002685054,0.000050865245,0.00055269385,0.000037106212,0.00036079975,0.0000029290256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030979952,0.000007990735,0.0045649298,0.00010144352,0.000005697119,0.0000036361228,0.001395752,0.78531784,0.2071398,0.000026167329,0.0000014054704,0.001432256],"study_design_scores_gemma":[0.0007649058,0.00004142551,0.011035466,0.00018719613,0.000030194791,0.00072369055,0.001433039,0.72758913,0.25754467,0.000013580409,0.000042870135,0.0005938496],"about_ca_topic_score_codex":0.0001058802,"about_ca_topic_score_gemma":0.00012780407,"teacher_disagreement_score":0.0577287,"about_ca_system_score_codex":0.00012431086,"about_ca_system_score_gemma":0.000015894502,"threshold_uncertainty_score":0.9009512},"labels":[],"label_agreement":null},{"id":"W2092670755","doi":"10.1615/specialtopicsrevporousmedia.v4.i4.30","title":"IMPLEMENTING ARTIFICIAL NEURAL NETWORK FOR PREDICTING CAPILLARY PRESSURE IN RESERVOIR ROCKS","year":2013,"lang":"en","type":"article","venue":"Special Topics & Reviews in Porous Media An International Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petroleum Technology Research Centre; University of Regina","funders":"","keywords":"Capillary pressure; Capillary action; Porosity; Geology; Permeability (electromagnetism); Saturation (graph theory); Petroleum reservoir; Relative permeability; Petroleum engineering; Artificial neural network; Mineralogy; Geotechnical engineering; Porous medium; Materials science; Chemistry; Artificial intelligence; Mathematics; Composite material","score_opus":0.023779329379275092,"score_gpt":0.2773851871133248,"score_spread":0.25360585773404976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092670755","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93116117,0.01433895,0.010592731,0.0007448145,0.034682866,0.0017018445,0.000035177178,0.00020446863,0.006537971],"genre_scores_gemma":[0.7888713,0.013606911,0.014176844,0.00029275715,0.18207438,0.0003031798,0.00017579416,0.00017756173,0.0003212913],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9979528,0.000060704708,0.0009528852,0.00018273442,0.00029832704,0.0005525427],"domain_scores_gemma":[0.9994213,0.00008876778,0.00013301632,0.00013367085,0.00010534094,0.00011792802],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009435308,0.00019185642,0.00032728154,0.00017827954,0.000077997094,0.00018153636,0.000438045,0.00009872397,0.00019545051],"category_scores_gemma":[0.0002739549,0.00018965064,0.000103926985,0.0001344737,0.000013080586,0.00046757938,0.00005727302,0.00054680236,0.000009058093],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016400452,0.00003783343,0.029572949,0.000095146126,0.000056792505,0.0000522645,0.0016196294,0.54122424,0.00010493825,0.0005648947,0.0050294064,0.42162547],"study_design_scores_gemma":[0.00081761094,0.000061525825,0.009569477,0.0007381454,0.000028627248,0.00011895748,0.000267483,0.44597885,0.00013479129,0.0073173176,0.53446305,0.0005041626],"about_ca_topic_score_codex":0.000074786636,"about_ca_topic_score_gemma":0.0009746373,"teacher_disagreement_score":0.52943367,"about_ca_system_score_codex":0.00012946619,"about_ca_system_score_gemma":0.000025191,"threshold_uncertainty_score":0.7733729},"labels":[],"label_agreement":null},{"id":"W2092822126","doi":"10.2118/136884-ms","title":"Ensuring Well Integrity in HP/HT Wells: Brunei Case Study","year":2010,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Exhibition and Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Petroleum engineering; Seal (emblem); Oil well; Cement; Submarine pipeline; Injection well; Environmental science; Geology; Geotechnical engineering; Materials science","score_opus":0.011219702663417713,"score_gpt":0.2289249872772025,"score_spread":0.2177052846137848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2092822126","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9787213,0.000034035245,0.0028918749,0.00010736754,0.0010909301,0.00009823515,0.000009385349,0.00021559786,0.016831268],"genre_scores_gemma":[0.99915034,0.0000636007,0.00021811636,0.00003578117,0.00016002574,0.00002842201,0.000012615125,0.000023943665,0.0003071743],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990048,0.000019883491,0.0003023774,0.00026323978,0.00019556688,0.00021417638],"domain_scores_gemma":[0.99956596,0.00006913944,0.00003191207,0.00016336987,0.0000706332,0.00009900373],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024801615,0.00019451024,0.00017135956,0.0002380922,0.000051428255,0.00012781279,0.0001485205,0.000096548225,0.00032668255],"category_scores_gemma":[0.00003266786,0.00020926117,0.00004070007,0.00009278778,0.000038949653,0.00023424982,0.000046642344,0.00071684836,0.00005286757],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023642351,0.002826029,0.41167653,0.0006613385,0.0007746876,0.01135897,0.015975319,0.30808243,0.13249584,0.03947992,0.0034159906,0.07301653],"study_design_scores_gemma":[0.0023360995,0.00012079776,0.04097061,0.00019469972,0.000023984008,0.0014247145,0.003848484,0.9400196,0.0023257176,0.00078030734,0.0071595344,0.0007954721],"about_ca_topic_score_codex":0.00042887285,"about_ca_topic_score_gemma":0.0012202216,"teacher_disagreement_score":0.63193715,"about_ca_system_score_codex":0.00004269031,"about_ca_system_score_gemma":0.000015685588,"threshold_uncertainty_score":0.85334224},"labels":[],"label_agreement":null},{"id":"W2093217737","doi":"10.1177/0954406214543491","title":"Elastodynamic and finite element vibration analysis of a drillstring with a downhole vibration generator tool and a shock sub","year":2014,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part C Journal of Mechanical Engineering Science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Vibration; Finite element method; Engineering; Shock (circulatory); Structural engineering; Nonlinear system; Modal analysis; Drilling; Mechanical engineering; Acoustics; Physics","score_opus":0.004398392807135258,"score_gpt":0.17930819676497878,"score_spread":0.17490980395784353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093217737","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5491362,0.00007040733,0.4504312,0.000027171109,0.00019517055,0.00009525789,0.000004657134,0.00002996285,0.000009935413],"genre_scores_gemma":[0.9856496,0.000103030434,0.0141651435,0.0000072225207,0.00004997878,0.000004886701,7.809302e-7,0.000018322897,0.0000010295045],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979833,0.0000068271675,0.00083920517,0.00021642738,0.0006862595,0.00026800047],"domain_scores_gemma":[0.9989045,0.000111537614,0.0003294123,0.00013532567,0.00036277834,0.0001564476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013259667,0.0002304051,0.0005580429,0.0006073879,0.00006540919,0.000042793265,0.00033668254,0.000102803686,0.0000017852723],"category_scores_gemma":[0.0006427082,0.00017732922,0.00011885739,0.0014954924,0.00012431543,0.0005311354,0.00008211857,0.0002896012,8.946067e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015838657,0.000013907051,0.00001802146,0.00013933913,0.00010968629,1.6614179e-7,0.00004736212,0.6071121,0.37891954,0.01327729,0.0000010805923,0.0003456444],"study_design_scores_gemma":[0.00033354468,0.00020426307,0.00018230942,0.00033241438,0.00024314427,0.000014924138,0.000022525597,0.70932275,0.28912902,0.000055445413,0.000025670579,0.00013396487],"about_ca_topic_score_codex":0.0000019531485,"about_ca_topic_score_gemma":0.0000010345176,"teacher_disagreement_score":0.43651336,"about_ca_system_score_codex":0.00008450991,"about_ca_system_score_gemma":0.000055499568,"threshold_uncertainty_score":0.72312754},"labels":[],"label_agreement":null},{"id":"W2093410132","doi":"10.2118/121417-ms","title":"An Experimental Study of the Pore-Blocking Mechanisms of Aphron Drilling Fluids Using Micromodels","year":2009,"lang":"en","type":"article","venue":"SPE International Symposium on Oilfield Chemistry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Micromodel; Microbubbles; Drilling fluid; Porous medium; Petroleum engineering; Enhanced oil recovery; Blocking (statistics); Materials science; Rheology; Porosity; Chemical engineering; Geology; Drilling; Composite material","score_opus":0.008572217736941936,"score_gpt":0.23226747235728137,"score_spread":0.22369525462033943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093410132","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98154217,0.000034765573,0.013509561,0.000033935954,0.00045429674,0.000067318266,0.0000049995624,0.00006351165,0.0042894147],"genre_scores_gemma":[0.9989493,0.0000072156686,0.000817587,0.000017368184,0.00013774405,0.0000020509406,0.00000521068,0.0000195554,0.0000439784],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991292,0.0000060411726,0.00029120897,0.0001612193,0.00028261545,0.00012971868],"domain_scores_gemma":[0.9995878,0.000017155451,0.00006106709,0.00025822452,0.00003869196,0.00003708027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000065919885,0.0001487112,0.0001510418,0.000028083325,0.00003162619,0.000018494435,0.00035766666,0.00008012706,0.00004145516],"category_scores_gemma":[0.0000046368987,0.00013699164,0.000075012445,0.000068615285,0.000012123796,0.000065741486,0.000025335612,0.00014975217,3.4954277e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006275673,0.00013875192,0.000024036812,0.000011329528,0.00002377368,0.0000015809164,0.00027566994,0.4169809,0.58239585,0.00006481047,0.0000023919526,0.00007464234],"study_design_scores_gemma":[0.00022651408,0.00006773508,0.0000070946676,0.000088757595,0.000009629611,0.0000068464874,0.0002702524,0.2380332,0.7610775,0.000105515755,0.0000069111334,0.000100030775],"about_ca_topic_score_codex":0.000019818084,"about_ca_topic_score_gemma":5.5506143e-7,"teacher_disagreement_score":0.17894769,"about_ca_system_score_codex":0.00006916735,"about_ca_system_score_gemma":0.000007469639,"threshold_uncertainty_score":0.55863565},"labels":[],"label_agreement":null},{"id":"W2093600899","doi":"10.2118/165398-ms","title":"Flammability Limits of Diesel and air Mixture for use in Underbalanced Drilling","year":2013,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Diesel fuel; Underbalanced drilling; Flammable liquid; Flammability; Environmental science; Ignition system; Petroleum engineering; Waste management; Drilling fluid; Materials science; Drilling; Engineering; Composite material; Metallurgy","score_opus":0.017160375233169246,"score_gpt":0.18814248734544176,"score_spread":0.17098211211227252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093600899","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9918882,0.00026616282,0.005706284,0.000269786,0.00046372454,0.00017520867,0.00004135899,0.00006956627,0.0011196967],"genre_scores_gemma":[0.9979421,0.00014782354,0.0015852097,0.000040793788,0.00004157078,0.00003119451,0.000011848123,0.000025429707,0.00017403172],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902076,0.000011315816,0.0002905365,0.00019575784,0.000150949,0.00033067516],"domain_scores_gemma":[0.9993401,0.00023056821,0.000028937335,0.00019524671,0.000097892815,0.00010722639],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000075627155,0.00018430567,0.00030583734,0.00004208396,0.00002985714,0.000026272128,0.000100881116,0.00007780437,0.000019850588],"category_scores_gemma":[0.00008493261,0.00018670103,0.000025522564,0.0001068365,0.000027296306,0.00012120129,0.000014643741,0.00016353308,6.0727774e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000075358505,0.00005151898,0.039384592,0.004482091,0.00020859552,0.000012801209,0.00094378734,0.8239837,0.008245585,0.0016014713,0.009588174,0.111422315],"study_design_scores_gemma":[0.0010158666,0.00004123484,0.034562953,0.00043193455,0.000017983511,0.0000031450022,0.00036047338,0.9435923,0.011082091,0.0008457319,0.0073920493,0.0006542028],"about_ca_topic_score_codex":0.73218614,"about_ca_topic_score_gemma":0.9708664,"teacher_disagreement_score":0.23868026,"about_ca_system_score_codex":0.00014857756,"about_ca_system_score_gemma":0.00030189246,"threshold_uncertainty_score":0.76134473},"labels":[],"label_agreement":null},{"id":"W2093635120","doi":"10.2118/06-07-05","title":"Non-Destructive Techniques to Determine the Effective Stress Coefficient of Sandstone Formations","year":2006,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Quartz; Saturation (graph theory); Effective stress; Porosity; Mineralogy; Geology; Stress (linguistics); Overburden pressure; Computation; Quality (philosophy); Geotechnical engineering; Pore water pressure; Attenuation; Work (physics); Mechanics; Mathematics; Thermodynamics; Physics; Optics; Algorithm","score_opus":0.0023334722168751056,"score_gpt":0.17721693603606448,"score_spread":0.17488346381918937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093635120","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94712013,0.00033984138,0.04771271,0.00072709424,0.00031364235,0.00018561342,0.00003897029,0.0001036681,0.0034583241],"genre_scores_gemma":[0.9980905,0.000017122076,0.0017433662,0.0000153475,0.00008058958,0.000014390274,0.0000010741119,0.000019960984,0.000017632106],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99922794,0.0000062655313,0.00034048842,0.000058836955,0.000113393144,0.00025309023],"domain_scores_gemma":[0.9994777,0.000040445353,0.000094152616,0.00016744838,0.00012687664,0.00009339873],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013839679,0.000118162236,0.00023649864,0.0020409715,0.00005220127,0.000012225289,0.00026287674,0.000114406546,0.000003892327],"category_scores_gemma":[0.000030551873,0.000094909905,0.0000646147,0.00073435134,0.00006012881,0.00006214752,0.000013089482,0.00029333305,0.0000020304808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012383558,0.000024824461,0.0015003659,0.00006998162,0.00011344882,0.00005415395,0.00024069178,0.9399417,0.027075134,0.002164051,0.003175794,0.025627475],"study_design_scores_gemma":[0.000979655,0.0010939041,0.011860779,0.00066967495,0.00015202061,0.0009732621,0.00079325313,0.09072221,0.8266405,0.0017289444,0.06374273,0.00064305397],"about_ca_topic_score_codex":0.0020830196,"about_ca_topic_score_gemma":0.011694511,"teacher_disagreement_score":0.8492195,"about_ca_system_score_codex":0.00021675238,"about_ca_system_score_gemma":0.000058472586,"threshold_uncertainty_score":0.65258116},"labels":[],"label_agreement":null},{"id":"W2093867626","doi":"10.2118/151752-ms","title":"Understanding Shale Heterogeneity - Key to Minimizing Drilling Problems in Horn River Basin","year":2012,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Borehole; Geology; Oil shale; Lost circulation; Drilling; Drilling fluid; Anisotropy; Directional drilling; Petroleum engineering; Isotropy; Geotechnical engineering; Pore water pressure; Wellbore; Trajectory; Completion (oil and gas wells); Azimuth; Stress (linguistics); Engineering; Geometry; Paleontology","score_opus":0.07262764334904317,"score_gpt":0.23556071390989455,"score_spread":0.16293307056085138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093867626","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6455736,0.0005062649,0.35137442,0.000054057204,0.0005173147,0.00021531548,0.000009757696,0.00029851453,0.0014507268],"genre_scores_gemma":[0.996072,0.00048162398,0.0029693427,0.000048631784,0.0002899922,0.000026761112,0.000026261037,0.00006272445,0.000022695564],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982679,0.000032815056,0.00039851258,0.00033714503,0.00021311149,0.00075053185],"domain_scores_gemma":[0.9993655,0.00007504282,0.000042358202,0.00020233127,0.000038755687,0.0002759886],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00042939043,0.00032589273,0.00034461956,0.00033391386,0.00013822585,0.00013693525,0.000104201725,0.00017720016,0.000021294016],"category_scores_gemma":[0.00002967397,0.00036355198,0.00006750478,0.000323202,0.00004463142,0.0005330124,0.000044262793,0.00029186602,0.000047643145],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023805314,0.000084988045,0.038224675,0.000610243,0.00008429871,0.000014296183,0.015244207,0.88996017,0.046172842,0.0035493677,0.00025939936,0.0057716975],"study_design_scores_gemma":[0.001473296,0.0001369697,0.008438951,0.0029754136,0.000087067616,0.000063764775,0.0020310646,0.9288962,0.04587987,0.0028793914,0.004990974,0.0021470555],"about_ca_topic_score_codex":0.00007009549,"about_ca_topic_score_gemma":0.00007381966,"teacher_disagreement_score":0.35049835,"about_ca_system_score_codex":0.00023642469,"about_ca_system_score_gemma":0.000013878797,"threshold_uncertainty_score":0.9998816},"labels":[],"label_agreement":null},{"id":"W2093935314","doi":"10.2118/140277-ms","title":"New Technologies to Enhance Performance of Section Milling Operations that Reduces Rig Time for P&amp;A Campaign in Norway","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Casing; Section (typography); Drilling; Engineering; Mill; Petroleum engineering; Marine engineering; Mechanical engineering; Geology; Computer science; Operating system","score_opus":0.019168806827990374,"score_gpt":0.2206828048936415,"score_spread":0.20151399806565112,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093935314","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66491735,0.00010216575,0.33249962,0.000014029444,0.00020379649,0.00015991028,0.0000018892839,0.00035035508,0.0017508903],"genre_scores_gemma":[0.91733587,0.00007990605,0.08127996,0.0000029031714,0.00003702091,0.000034030945,0.0000024366152,0.000019551593,0.0012083324],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994835,0.000002206066,0.00016358373,0.00012101002,0.000052980136,0.00017669181],"domain_scores_gemma":[0.99978054,0.00002040684,0.000009730969,0.0001400329,0.000022098482,0.000027203787],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000089882415,0.000104976556,0.00013279657,0.00017041598,0.000028831235,0.0000102338445,0.00011093555,0.00007672108,0.000042624608],"category_scores_gemma":[0.000020197636,0.00010062729,0.000026749758,0.00021298512,0.000007651947,0.00014017773,0.0000129575255,0.00008142436,0.000036473215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006701033,0.000007161686,0.00011894265,0.000055544184,0.000010512724,8.1363076e-8,0.00086401193,0.7929991,0.19622122,0.00003821426,0.00029603476,0.009382476],"study_design_scores_gemma":[0.000056687197,0.000047013167,0.00016217589,0.00008480515,0.000003683564,8.154997e-7,0.00008052511,0.22182496,0.77694046,0.000022017455,0.0006437403,0.00013309841],"about_ca_topic_score_codex":0.000063859,"about_ca_topic_score_gemma":0.00009149099,"teacher_disagreement_score":0.58071923,"about_ca_system_score_codex":0.00003399125,"about_ca_system_score_gemma":0.000010236946,"threshold_uncertainty_score":0.41034618},"labels":[],"label_agreement":null},{"id":"W2094003144","doi":"10.2118/108195-ms","title":"Locating and Repairing Casing Leaks With Tubing in Place—Ultrasonic Logging and Pressure-Activated Sealant Methods","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Leak; Annulus (botany); Sealant; Ultrasonic sensor; Petroleum engineering; Coiled tubing; Acoustics; Materials science; Engineering; Composite material","score_opus":0.00799770934702761,"score_gpt":0.24331327268579608,"score_spread":0.23531556333876846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094003144","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.636144,0.00155102,0.35921916,0.000010425569,0.00007061794,0.00011151557,3.3347277e-7,0.0005732687,0.002319702],"genre_scores_gemma":[0.92900854,0.00006999151,0.070764884,0.000009858444,0.000036253503,0.0000035094204,0.000001192887,0.000057315574,0.00004842825],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988593,0.00002601753,0.00026410533,0.00027211395,0.00009750684,0.00048099953],"domain_scores_gemma":[0.9993472,0.00036217365,0.000027705637,0.00013939542,0.00001381459,0.00010967651],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010636857,0.0002207796,0.00024908988,0.00020249808,0.000074712494,0.0000680957,0.000050217288,0.00009123482,0.0000031830984],"category_scores_gemma":[0.000053504078,0.00020507116,0.000014742254,0.00021454573,0.000030141375,0.00020158365,0.000029621704,0.00035916956,4.0348672e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019107523,0.000006343399,0.008455358,0.00047503615,0.00006085335,0.000043476964,0.0014917252,0.862206,0.09156337,0.00008899332,0.000003200456,0.03558658],"study_design_scores_gemma":[0.00045193205,0.000026376827,0.0047074105,0.00044692925,0.000024695782,0.00016757249,0.00075082964,0.9224066,0.07018206,0.000010173634,0.0004574256,0.00036799532],"about_ca_topic_score_codex":0.00019423375,"about_ca_topic_score_gemma":0.00010037228,"teacher_disagreement_score":0.29286462,"about_ca_system_score_codex":0.000056523186,"about_ca_system_score_gemma":0.000008968627,"threshold_uncertainty_score":0.83625597},"labels":[],"label_agreement":null},{"id":"W2094008859","doi":"10.2118/89324-ms","title":"Prediction of Critical Foam Velocity for Effective Cuttings Transport in Horizontal Wells","year":2004,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling; Mechanics; Petroleum engineering; Flow (mathematics); Volumetric flow rate; Critical ionization velocity; Drilling fluid; Materials science; Geotechnical engineering; Geology; Physics","score_opus":0.011095618659470577,"score_gpt":0.21111749638362434,"score_spread":0.20002187772415375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094008859","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84058213,0.00010881498,0.15786172,0.00006513456,0.00025909793,0.00031028176,0.000044848086,0.000157897,0.0006101042],"genre_scores_gemma":[0.99850583,0.000091025606,0.001163581,0.0000083876985,0.00009548565,0.00005674239,0.000051081344,0.000024149496,0.0000036884135],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914056,0.000009673017,0.0002760398,0.00021127838,0.00011043919,0.00025199098],"domain_scores_gemma":[0.99967796,0.000085693115,0.000022354727,0.00008644526,0.00006282356,0.00006475477],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017848823,0.00016269344,0.00024429456,0.00011878418,0.000047057743,0.000019680194,0.000046340454,0.0001262077,0.0000067629016],"category_scores_gemma":[0.00004195175,0.00018343587,0.000058128673,0.000122040576,0.00006128379,0.00022411681,0.000006249487,0.00017452019,0.0000022334655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00049105607,0.0006791842,0.012342262,0.008047389,0.0002301657,0.000059369035,0.014865939,0.33242333,0.4818286,0.053165317,0.00012836742,0.09573903],"study_design_scores_gemma":[0.007624256,0.0012891346,0.05542603,0.004383426,0.00020213365,0.00005324377,0.0011110938,0.53468055,0.3676014,0.026056677,0.00040742784,0.001164608],"about_ca_topic_score_codex":0.00007970328,"about_ca_topic_score_gemma":0.00002763213,"teacher_disagreement_score":0.20225723,"about_ca_system_score_codex":0.00008022801,"about_ca_system_score_gemma":0.000022287095,"threshold_uncertainty_score":0.74802977},"labels":[],"label_agreement":null},{"id":"W2094140087","doi":"10.2118/168278-ms","title":"Optimizing Horizontal Wellbore Design to Extend Reach with Coiled Tubing","year":2014,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Athabasca University","funders":"","keywords":"Wellbore; Coiled tubing; Petroleum engineering; Limiting; Engineering; Mechanical engineering","score_opus":0.011171715737568831,"score_gpt":0.20402856337465988,"score_spread":0.19285684763709104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094140087","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32368582,0.00032048163,0.6716891,0.00008163368,0.00029111758,0.00023870834,0.000004695853,0.00038918352,0.0032992589],"genre_scores_gemma":[0.99386823,0.00028700812,0.005273965,0.000033314485,0.00017490897,0.000044194105,0.000051831168,0.000062439,0.00020411905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984471,0.00007582867,0.00039547245,0.0004590999,0.00019721406,0.00042527675],"domain_scores_gemma":[0.99930394,0.00008582451,0.00006550244,0.00022107242,0.00008880485,0.00023483123],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004829108,0.0003571982,0.0003657199,0.00022789302,0.00019207768,0.00032754385,0.0001039106,0.00013584578,0.00007165712],"category_scores_gemma":[0.000029958886,0.00034741103,0.00008006442,0.00018218262,0.000056446228,0.00036207217,0.000048749218,0.00029431348,0.000037920865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00063836266,0.00027436434,0.0011397311,0.0019343406,0.00048514965,0.00007341406,0.0068580713,0.44914514,0.095058985,0.008274058,0.002237534,0.43388084],"study_design_scores_gemma":[0.0021191859,0.0009937609,0.0005321673,0.0037353076,0.00013184543,0.000103431434,0.0010852704,0.95088077,0.036620535,0.0006708793,0.002117725,0.0010091268],"about_ca_topic_score_codex":0.000081625956,"about_ca_topic_score_gemma":0.000036717403,"teacher_disagreement_score":0.6701824,"about_ca_system_score_codex":0.000056736775,"about_ca_system_score_gemma":0.00001070726,"threshold_uncertainty_score":0.9998978},"labels":[],"label_agreement":null},{"id":"W2094365981","doi":"10.1155/2013/901610","title":"Design of Telerobotic Drilling Control System with Haptic Feedback","year":2013,"lang":"en","type":"article","venue":"Journal of Control Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Haptic technology; Simulation; Drilling; Stiffness; Drill; Virtual reality; Process (computing); Drill string; Computer science; Engineering; Control engineering; Artificial intelligence; Mechanical engineering","score_opus":0.00443676024300021,"score_gpt":0.15075528457882187,"score_spread":0.14631852433582165,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094365981","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.109203756,0.00084964564,0.8892879,0.000024370418,0.000316422,0.00016436762,5.0198315e-7,0.00007854559,0.00007451978],"genre_scores_gemma":[0.9919565,0.00004664667,0.00784323,0.000008198624,0.0001091218,0.0000055798487,3.41794e-8,0.000027963059,0.00000276872],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985984,0.00000918411,0.00045798664,0.00010974673,0.000445648,0.00037903368],"domain_scores_gemma":[0.9990385,0.00016330276,0.00011196855,0.00012691386,0.0003476393,0.00021166715],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008210008,0.00018732726,0.00044043182,0.0003384371,0.000053150463,0.00010164222,0.00023182026,0.000048100028,0.0000031303637],"category_scores_gemma":[0.00007400385,0.000142032,0.000044821332,0.0003855566,0.00008119671,0.00060058106,0.000007670647,0.00020864341,0.0000033410054],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008393034,0.0000038026094,0.00009494246,0.00013482438,0.000055605,0.0000067416713,0.00007098439,0.87566394,0.12309736,0.00008125804,0.000008014799,0.0007741499],"study_design_scores_gemma":[0.0011029135,0.00014285662,0.0011357729,0.00045616398,0.00005186849,0.00017313255,0.000082719074,0.9951823,0.0014842793,0.0000042116953,0.000018174878,0.00016561373],"about_ca_topic_score_codex":0.0000059858858,"about_ca_topic_score_gemma":1.13865255e-7,"teacher_disagreement_score":0.8827527,"about_ca_system_score_codex":0.000095924355,"about_ca_system_score_gemma":0.00005752418,"threshold_uncertainty_score":0.5791897},"labels":[],"label_agreement":null},{"id":"W2094835478","doi":"10.4043/18374-ms","title":"Designing High-Angle/Casing-Directionally-Drilled Wells","year":2006,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Casing; Petroleum engineering; Geology","score_opus":0.005794176639116704,"score_gpt":0.17608188854888476,"score_spread":0.17028771190976805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094835478","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2869102,0.0013193679,0.6557345,0.0006385188,0.0015492468,0.0002936373,0.00001306878,0.009923255,0.043618206],"genre_scores_gemma":[0.9841772,0.000052753723,0.01482643,0.000013561233,0.00014542256,0.000032040163,0.000018122484,0.00005689166,0.00067757955],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99882966,0.000010013529,0.00027892485,0.00029117602,0.00014437194,0.0004458401],"domain_scores_gemma":[0.9994541,0.00004922541,0.00003579426,0.00033200084,0.00008163163,0.000047249076],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000101464444,0.00026764144,0.00028984356,0.00039026074,0.000096594405,0.000057736765,0.00029130426,0.00033284802,0.0001140603],"category_scores_gemma":[0.000027763008,0.00028962723,0.000054128097,0.00048352248,0.00011178095,0.00009084103,0.000043121498,0.00038232713,0.00015361795],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015639951,0.00009827338,0.009097915,0.0001597534,0.00021124564,0.00015142134,0.00009371826,0.5766349,0.19912714,0.1705894,0.0110906055,0.03273002],"study_design_scores_gemma":[0.0011863996,0.00012760129,0.0027965226,0.00037043216,0.0000989043,0.00020199185,0.0001413506,0.43320662,0.46131116,0.033001266,0.06581545,0.0017423118],"about_ca_topic_score_codex":0.000036710928,"about_ca_topic_score_gemma":0.000021016074,"teacher_disagreement_score":0.697267,"about_ca_system_score_codex":0.00007734651,"about_ca_system_score_gemma":0.000027635806,"threshold_uncertainty_score":0.9999556},"labels":[],"label_agreement":null},{"id":"W2094904679","doi":"10.2118/100726-ms","title":"Three Dimensional Hybrid DD-FEM Model for Fully Coupled Reservoir Simulation","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Poromechanics; Discontinuity (linguistics); Overburden; Displacement (psychology); Finite element method; Geology; Mechanics; Stress (linguistics); Extended finite element method; Geotechnical engineering; Geometry; Mathematics; Mathematical analysis; Physics; Structural engineering; Engineering; Porous medium; Porosity","score_opus":0.015489536942074578,"score_gpt":0.21392522469296588,"score_spread":0.1984356877508913,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094904679","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17599979,0.000084264655,0.8219255,0.00002416239,0.00016495022,0.00013882811,0.00001048347,0.00056962424,0.0010823638],"genre_scores_gemma":[0.98300904,0.0000012412391,0.01600867,0.000014885694,0.00017748478,0.000020407346,0.0000595323,0.000048964263,0.0006597476],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993065,0.0000012298742,0.00018759005,0.00013788923,0.00013070997,0.00023608413],"domain_scores_gemma":[0.99964654,0.000093192255,0.000011653898,0.00015691208,0.000049838574,0.000041833162],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000093083785,0.0001338462,0.00012274456,0.000058259473,0.000051564442,0.000024785246,0.000070885515,0.00004614645,0.000022544993],"category_scores_gemma":[0.0000122746305,0.00013147722,0.000063036954,0.00005906891,0.0000070851647,0.000094329785,0.000012430048,0.00006837611,0.000018824776],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007486602,0.0000078797275,0.000025423462,0.000032012023,0.000010186583,7.8558145e-7,0.0000043784235,0.9952282,0.0017382111,0.0008148684,0.0019297417,0.00020084223],"study_design_scores_gemma":[0.0003365559,0.000009486037,0.00010653436,0.000012892054,0.000008979509,9.71461e-7,6.2450397e-7,0.9944191,0.0010364377,0.0033267874,0.0005634811,0.00017818072],"about_ca_topic_score_codex":0.00003378677,"about_ca_topic_score_gemma":0.00005924351,"teacher_disagreement_score":0.8070093,"about_ca_system_score_codex":0.000042939046,"about_ca_system_score_gemma":0.000009166697,"threshold_uncertainty_score":0.53614855},"labels":[],"label_agreement":null},{"id":"W2095494473","doi":"10.2118/170131-ms","title":"De-Risking the Reservoir for a Commercial Development of the Grosmont Bitumen Carbonates in Alberta","year":2014,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference-Canada","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Laricina Energy (Canada)","funders":"","keywords":"Petroleum engineering; Asphalt; Drilling; Steam injection; Artificial lift; Completion (oil and gas wells); Lift (data mining); Geology; Carbonate; Engineering; Computer science; Mechanical engineering; Materials science","score_opus":0.012581481446572876,"score_gpt":0.1883849499899443,"score_spread":0.17580346854337142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095494473","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.984457,0.00013999801,0.0027297044,0.0019776253,0.00089813175,0.00018158002,0.0000123139,0.000032978103,0.009570681],"genre_scores_gemma":[0.99896127,0.000010495529,0.00057826255,0.00009509475,0.000055178225,0.000039437877,0.0000039771357,0.00002325504,0.00023303546],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990282,0.000028905753,0.00028536055,0.000118266595,0.00019830583,0.0003409398],"domain_scores_gemma":[0.9993398,0.0002948824,0.00003630118,0.00023482883,0.00004129549,0.000052855317],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026166328,0.00014935793,0.00019734222,0.000026553826,0.00009700714,0.000024935502,0.00034919404,0.000046282807,0.0000070977494],"category_scores_gemma":[0.00009897376,0.00010561525,0.000031211235,0.00012340781,0.000023944807,0.000023293565,0.0000445999,0.00018476466,3.3084578e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000061442865,0.000039568502,0.022869391,0.0011531053,0.00020713871,0.0000035521605,0.007661507,0.81473696,0.0011248386,0.008620181,0.0103311315,0.13319115],"study_design_scores_gemma":[0.00077179517,0.000017439459,0.023596155,0.00050136476,0.000022127075,0.0000035384774,0.0003529607,0.7428165,0.014163657,0.0006406717,0.21661545,0.0004983084],"about_ca_topic_score_codex":0.9009364,"about_ca_topic_score_gemma":0.9977414,"teacher_disagreement_score":0.20628431,"about_ca_system_score_codex":0.00025896548,"about_ca_system_score_gemma":0.0009227121,"threshold_uncertainty_score":0.43068647},"labels":[],"label_agreement":null},{"id":"W2095550509","doi":"10.2118/171585-ms","title":"Reducing Cost and Risk with Cemented-Back Monobore Well Construction in the Cardium Formation","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Drill; Wellbore; Petroleum engineering; Drilling; Completion (oil and gas wells); Engineering; Mechanical engineering","score_opus":0.00399070154865114,"score_gpt":0.15973029188496926,"score_spread":0.15573959033631812,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2095550509","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5179626,0.00006479948,0.44681814,0.00003427765,0.00014854863,0.00018210577,0.0000016511059,0.00014174024,0.03464618],"genre_scores_gemma":[0.99712837,0.00015467808,0.0026200188,0.000008533018,0.00004523537,0.000008430222,0.0000055541,0.0000107151345,0.000018456607],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99964565,0.000015052863,0.00009747682,0.00006627031,0.00006089282,0.00011465904],"domain_scores_gemma":[0.99983025,0.000028309074,0.000013578382,0.00009924795,0.000008847083,0.000019777619],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017378331,0.00007514704,0.00006962358,0.00004545851,0.00003290797,0.000034100747,0.000034204608,0.00002676961,0.0000060489565],"category_scores_gemma":[0.0000049248647,0.00005152163,0.00000943541,0.00008816674,0.000013307869,0.00012047663,0.0000042591364,0.00010556459,0.0000118937705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027795193,0.0000019377856,0.0026581918,0.000046423742,0.000010548921,2.4860486e-7,0.0004285712,0.9852572,0.0001275498,0.00027520055,0.00027477168,0.010916566],"study_design_scores_gemma":[0.00029977362,0.000019622565,0.0016590006,0.00004324639,0.000012807935,0.00001937036,0.00044902568,0.9895232,0.0021864343,0.00003058101,0.0056567704,0.000100199024],"about_ca_topic_score_codex":0.00007958589,"about_ca_topic_score_gemma":0.00003781689,"teacher_disagreement_score":0.47916582,"about_ca_system_score_codex":0.00002003871,"about_ca_system_score_gemma":0.000001451632,"threshold_uncertainty_score":0.21009912},"labels":[],"label_agreement":null},{"id":"W2099147145","doi":"10.1111/etp.12031_1","title":"Bettina Basrani, DDS, PHD, Associate Professor and Co‐Director, MSc Program in Endodontics, Faculty of Dentistry, University of Toronto, Toronto, Canada","year":2012,"lang":"en","type":"article","venue":"Endodontic Topics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Endodontics; Medicine; Library science; Dentistry; Computer science","score_opus":0.01199986555061361,"score_gpt":0.22424733077175468,"score_spread":0.21224746522114107,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2099147145","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97937685,0.009338563,0.00076738256,0.000033725428,0.0015700976,0.0004456054,0.00013208309,0.0001877646,0.008147944],"genre_scores_gemma":[0.99657226,0.0004034148,0.0019847057,0.0000029851954,0.0000983225,0.0000025816792,0.000023652126,0.000023203693,0.0008888821],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99901986,0.000029793866,0.00024895562,0.00012709518,0.00019240017,0.00038191816],"domain_scores_gemma":[0.99955785,0.000049687085,0.00006919621,0.00017377548,0.000039456212,0.000110019486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016809253,0.00016614689,0.0003381678,0.000015149644,0.000029104345,0.000007853332,0.00013792541,0.00010105711,0.000053370964],"category_scores_gemma":[0.000045582332,0.00019284412,0.00004921465,0.000046462363,0.0000283557,0.00017863257,0.000035437697,0.00012516846,5.594829e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056978795,0.000691956,0.7921743,0.0043350835,0.0008489971,0.000099643505,0.009274892,0.005217308,0.00400711,0.001555181,0.011747977,0.16999058],"study_design_scores_gemma":[0.003873105,0.0001593226,0.6288521,0.0005946781,0.00027860992,0.000022692864,0.002760052,0.03049366,0.024985142,0.00002233645,0.3066089,0.0013493996],"about_ca_topic_score_codex":0.3099391,"about_ca_topic_score_gemma":0.6320105,"teacher_disagreement_score":0.32207143,"about_ca_system_score_codex":0.0004438178,"about_ca_system_score_gemma":0.00004959101,"threshold_uncertainty_score":0.7863955},"labels":[],"label_agreement":null},{"id":"W2100412091","doi":"10.2118/127750-ms","title":"A Laboratory Investigation of the Factors Controlling the Filtration Loss When Drilling With Colloidal Gas Aphron (CGA) Fluids","year":2010,"lang":"en","type":"article","venue":"SPE International Symposium and Exhibition on Formation Damage Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling fluid; Pressure drop; Filtration (mathematics); Porous medium; Permeability (electromagnetism); Colloid; Petroleum engineering; Materials science; Volumetric flow rate; Microbubbles; Drop (telecommunication); Fluid dynamics; Drilling; Porosity; Chemical engineering; Chemistry; Geology; Composite material; Mechanics; Membrane; Metallurgy","score_opus":0.00371033957594289,"score_gpt":0.16918861035734478,"score_spread":0.1654782707814019,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2100412091","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9474043,0.00002280847,0.048402164,0.0016674544,0.00084950513,0.0003605454,0.00010936535,0.00012320896,0.0010606247],"genre_scores_gemma":[0.9992809,0.00003998502,0.00018227156,0.00014362337,0.00019178397,0.000029123334,0.00008081196,0.00002212218,0.000029321534],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989961,0.000037164096,0.00033274837,0.0001244089,0.0003656985,0.0001439038],"domain_scores_gemma":[0.99930626,0.00014001706,0.00012898036,0.00017466978,0.00019531374,0.00005478655],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027910096,0.00017309016,0.00014231689,0.0000863536,0.00015241688,0.0001350627,0.00017544685,0.00008860426,0.000026729425],"category_scores_gemma":[0.00004024404,0.00011213754,0.000057433317,0.00012437708,0.00009968152,0.0005246873,0.000012307549,0.00028073325,0.000004237864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009684505,0.00001970061,0.0059904368,0.00007423762,0.00010453924,9.888763e-7,0.0020815057,0.54347503,0.4415047,0.006092636,0.0002666096,0.00029281725],"study_design_scores_gemma":[0.0020252666,0.00007513087,0.0053581693,0.00018445349,0.000053093507,0.000010888894,0.00022554967,0.8389305,0.1491114,0.0006113546,0.003154615,0.0002595718],"about_ca_topic_score_codex":0.000017746943,"about_ca_topic_score_gemma":0.00005556299,"teacher_disagreement_score":0.2954555,"about_ca_system_score_codex":0.00005160854,"about_ca_system_score_gemma":0.000018597904,"threshold_uncertainty_score":0.45728362},"labels":[],"label_agreement":null},{"id":"W2101724675","doi":"10.2118/151810-ms","title":"Burst and Collapse Responses of Production Casing in Thermal Applications","year":2012,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"Northwestern University","keywords":"Casing; Axial symmetry; Materials science; Thermal; Cylinder stress; Yield (engineering); Stress (linguistics); Structural engineering; Internal pressure; Compressive strength; Mechanics; Composite material; Finite element method; Engineering; Mechanical engineering; Physics","score_opus":0.017826427166705346,"score_gpt":0.2270830927106777,"score_spread":0.20925666554397235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2101724675","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9807218,0.0011946671,0.017072836,0.000044634417,0.00014921198,0.00016170411,0.0000062321064,0.000094747826,0.00055421685],"genre_scores_gemma":[0.9984869,0.00053809804,0.0007416754,0.0000040691302,0.00015441894,0.000024671283,0.000011363199,0.000015929714,0.00002288799],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99942094,0.00001666369,0.00018245417,0.00012222854,0.00007102639,0.00018667449],"domain_scores_gemma":[0.9997407,0.00004233688,0.000028016793,0.00009885679,0.00003537593,0.000054722103],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002105498,0.00010641028,0.00013554885,0.0001338163,0.000049401035,0.000023972536,0.000026227272,0.00006596829,0.0000045267752],"category_scores_gemma":[0.00002173207,0.00011359774,0.000014377347,0.0001431716,0.000044558383,0.00021651045,0.000010236245,0.000097621545,0.000002580127],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008864725,0.00012192298,0.040993843,0.0010580248,0.000055170414,0.0000036814022,0.008237374,0.16073155,0.7018623,0.005383669,0.000057580826,0.081406265],"study_design_scores_gemma":[0.0017049598,0.00016955481,0.10743868,0.0022799077,0.00015217117,0.00017044778,0.003516478,0.37183124,0.50309205,0.0025917438,0.0052993875,0.0017533841],"about_ca_topic_score_codex":0.000023774452,"about_ca_topic_score_gemma":0.000011550801,"teacher_disagreement_score":0.21109968,"about_ca_system_score_codex":0.000022146054,"about_ca_system_score_gemma":0.000008889463,"threshold_uncertainty_score":0.46323815},"labels":[],"label_agreement":null},{"id":"W2101787584","doi":"10.1115/imece2008-67418","title":"Torsional Vibration Analysis of Drillstrings in Blasthole Drilling","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Vibration; Drilling; Structural engineering; Finite element method; Engineering; Drilling fluid; Drill; Mechanical engineering; Acoustics","score_opus":0.006345444998638528,"score_gpt":0.16887757554950195,"score_spread":0.1625321305508634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2101787584","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8628302,0.000074038835,0.13358887,0.000004904926,0.00009348324,0.00002697939,0.0000021930398,0.00014374756,0.0032355806],"genre_scores_gemma":[0.9971405,0.00004804414,0.0026650145,0.0000054795246,0.000023251727,0.0000021606936,0.000013278725,0.000012021691,0.00009020297],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943525,0.0000040788614,0.00022249158,0.00009180311,0.0001178621,0.00012853116],"domain_scores_gemma":[0.9998006,0.00003587828,0.000014099873,0.0000993182,0.000017480006,0.000032611082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000067610046,0.00008173371,0.00018620213,0.00044959673,0.000016770171,0.0000041407607,0.000053873337,0.000046304885,0.00006615432],"category_scores_gemma":[0.000009836629,0.000084123574,0.000075562755,0.0008509013,0.00001234125,0.000095337906,0.000008519237,0.000068219735,0.0000060212906],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010773934,0.0000068211484,0.011683196,0.000010380838,0.000070328104,0.0000023602245,0.0002077212,0.98298645,0.0046296725,0.0001396254,0.000034863566,0.00022752657],"study_design_scores_gemma":[0.000095475196,0.000005813084,0.030759301,0.000013630679,0.000029407054,0.0000013658258,0.000021759433,0.951486,0.017200368,0.000008909735,0.00027922916,0.00009873847],"about_ca_topic_score_codex":0.00003076136,"about_ca_topic_score_gemma":0.000023451936,"teacher_disagreement_score":0.13431033,"about_ca_system_score_codex":0.000029324834,"about_ca_system_score_gemma":0.000005594841,"threshold_uncertainty_score":0.34304598},"labels":[],"label_agreement":null},{"id":"W2102819487","doi":"10.1002/ghg.1538","title":"Phase state variations for supercritical carbon dioxide drilling","year":2015,"lang":"en","type":"article","venue":"Greenhouse Gases Science and Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Annulus (botany); Wellhead; Nozzle; Supercritical fluid; Pressure drop; Materials science; Mechanics; Phase transition; Underbalanced drilling; Drilling; Drill pipe; Critical point (mathematics); Drilling fluid; Thermodynamics; Petroleum engineering; Geology; Composite material; Physics; Metallurgy","score_opus":0.019133871020822115,"score_gpt":0.24951777879186712,"score_spread":0.230383907771045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2102819487","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8652141,0.00033641644,0.13226247,0.0002618251,0.0003053506,0.00014650461,0.000014458601,0.0011708746,0.00028802158],"genre_scores_gemma":[0.99547976,0.000051913757,0.00433653,0.000017024478,0.000044290537,0.000034908713,0.0000015835158,0.00002251215,0.000011489844],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990616,0.0000028184759,0.00014749865,0.0002213111,0.0001556277,0.000411165],"domain_scores_gemma":[0.99944377,0.000042594922,0.000005273852,0.00019821263,0.00016043423,0.00014969312],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032848638,0.00011450707,0.00014057428,0.00039565083,0.00010194407,0.000036337668,0.00018097543,0.00007000256,5.5529455e-7],"category_scores_gemma":[0.0003425171,0.00011434993,0.000014680411,0.0007077035,0.00031303716,0.00015303439,0.00004202901,0.00011091867,0.0000027437623],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005964424,0.00051986007,0.004020196,0.00036177252,0.00013161969,0.00015887058,0.002320555,0.1887382,0.5293103,0.07863211,0.0009105627,0.19483636],"study_design_scores_gemma":[0.0011144017,0.0002713338,0.000016021908,0.000028261838,0.00002081565,0.000066122186,0.00016349362,0.9068516,0.08229857,0.0057758177,0.0031210822,0.00027247137],"about_ca_topic_score_codex":0.000022337726,"about_ca_topic_score_gemma":0.000020580197,"teacher_disagreement_score":0.7181134,"about_ca_system_score_codex":0.00006317704,"about_ca_system_score_gemma":0.00006813486,"threshold_uncertainty_score":0.4663055},"labels":[],"label_agreement":null},{"id":"W2104880824","doi":"10.2118/91586-pa","title":"Reduction of Wellbore Effects on Gas Inflow Evaluation Under Underbalanced Conditions","year":2008,"lang":"en","type":"article","venue":"SPE Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"College of the North Atlantic","funders":"University of Oklahoma","keywords":"Underbalanced drilling; Petroleum engineering; Annulus (botany); Wellbore; Inflow; Outflow; Tripping; Drilling; Body orifice; Volumetric flow rate; Mechanics; Tight gas; Well control; Geology; Drilling fluid; Engineering; Materials science; Hydraulic fracturing; Mechanical engineering","score_opus":0.013855556635770854,"score_gpt":0.23502493431831048,"score_spread":0.22116937768253964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2104880824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9777968,0.0002447425,0.016699295,0.00008953059,0.001413138,0.00009241667,0.000002006156,0.00009757766,0.003564494],"genre_scores_gemma":[0.99877256,0.00031952577,0.00040179904,0.000009005082,0.0004140284,0.0000030979495,0.000007320364,0.000020404692,0.000052269243],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993678,0.000022886346,0.00017134185,0.000060831044,0.00024369008,0.00013345982],"domain_scores_gemma":[0.9997116,0.000032551212,0.00003982656,0.00009376758,0.00006309122,0.00005921002],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016090176,0.000089802474,0.00011228466,0.00012312901,0.00008073802,0.000010337886,0.000047509675,0.000052661308,0.000057357167],"category_scores_gemma":[0.000024682613,0.000087397726,0.000055684464,0.00012537336,0.000017578848,0.000094723124,0.0000029198804,0.00023169775,0.000027082586],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004178324,0.000010836803,0.00006231453,0.000027115015,0.000034091674,0.0000042475012,0.00015877432,0.97221017,0.023388874,0.00011474656,0.0015314132,0.0024532464],"study_design_scores_gemma":[0.0021425514,0.0002603855,0.023209587,0.0006005157,0.00011879298,0.0011006434,0.00012594913,0.8058321,0.15668532,0.008592672,0.0009044788,0.0004269995],"about_ca_topic_score_codex":0.0000013327318,"about_ca_topic_score_gemma":5.1301873e-7,"teacher_disagreement_score":0.16637807,"about_ca_system_score_codex":0.000120896264,"about_ca_system_score_gemma":0.000027551427,"threshold_uncertainty_score":0.3563976},"labels":[],"label_agreement":null},{"id":"W2105176987","doi":"10.3968/j.aped.1925543820120402.987","title":"Comparative Study of Using Oil-Based Mud Versus Water-Based Mud in HPHT Fields","year":2012,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":113,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Petroleum engineering; Drilling; Subsea; Geology; Rheology; Mud logging; High pressure; Geotechnical engineering; Engineering; Mechanical engineering; Materials science","score_opus":0.045429517161590126,"score_gpt":0.28330912371901207,"score_spread":0.23787960655742194,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2105176987","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85259455,0.00076338346,0.1456248,0.000008022631,0.00052752835,0.0000743589,6.980249e-7,0.000056949604,0.00034967408],"genre_scores_gemma":[0.9941482,0.00006230434,0.005685423,0.000006994458,0.000021195363,0.000045116023,0.000013622658,0.000012108762,0.0000050272056],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917984,0.000024851823,0.00031629117,0.00011819667,0.00013569657,0.00022515278],"domain_scores_gemma":[0.999768,0.000055175795,0.00002738755,0.00008562044,0.00001708895,0.00004668142],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016981181,0.00014232488,0.00021618289,0.00021191574,0.00003116752,0.000011591605,0.000048906495,0.000040519637,0.0000065713],"category_scores_gemma":[0.000006075293,0.00013077943,0.000011072561,0.00012437071,0.000012565834,0.00041736398,0.000012249206,0.00010461903,0.0000031380905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048831353,0.00012158063,0.0035629591,0.00006393796,0.000007930512,0.000001404815,0.0042901165,0.98926824,0.00027749973,0.000008112992,0.0000012047935,0.002348153],"study_design_scores_gemma":[0.0030881795,0.00009365852,0.0007355634,0.00011777327,0.0000059750428,2.6849833e-7,0.0030569509,0.94978416,0.040508073,0.000008374105,0.0023058637,0.00029516142],"about_ca_topic_score_codex":0.0000083258,"about_ca_topic_score_gemma":0.00016859756,"teacher_disagreement_score":0.14155363,"about_ca_system_score_codex":0.000095634896,"about_ca_system_score_gemma":0.000018322176,"threshold_uncertainty_score":0.533303},"labels":[],"label_agreement":null},{"id":"W2109565236","doi":"10.2118/2003-125","title":"A Comparison Between Foamed and Lightweight Cements","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Materials science; Computer science; Composite material","score_opus":0.020013970620844382,"score_gpt":0.23104450691609607,"score_spread":0.2110305362952517,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2109565236","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81228346,0.00027896735,0.017163074,0.00020981884,0.0011654915,0.000061265855,0.00006480177,0.00015275237,0.16862035],"genre_scores_gemma":[0.9988405,0.00003315661,0.0003347538,0.000029150468,0.000075962125,0.000008478675,0.000027113038,0.000017686889,0.0006332173],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.99935067,0.000008023173,0.0001570652,0.00013311731,0.000116424235,0.0002347205],"domain_scores_gemma":[0.9995438,0.000025379173,0.000014901082,0.00009360977,0.000039260678,0.0002830838],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000062944535,0.00011899955,0.0001282448,0.00018217321,0.000041427626,0.000084040395,0.00013926251,0.000053342068,0.0002153385],"category_scores_gemma":[0.00002046137,0.00013628436,0.000020345691,0.000050023784,0.000019822386,0.00008303568,0.0000068713434,0.00013626597,0.00005333905],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006417728,0.00003066615,0.60891205,0.0001465548,0.0010280557,0.00007644264,0.0013832755,0.22958237,0.0016123753,0.13453767,0.011877971,0.01080612],"study_design_scores_gemma":[0.00060160185,0.000028324434,0.03183719,0.000104818595,0.000031612497,0.000013115519,0.00009844981,0.3566505,0.002764934,0.0007531179,0.60656255,0.0005537818],"about_ca_topic_score_codex":0.0013496316,"about_ca_topic_score_gemma":0.0051103528,"teacher_disagreement_score":0.5946846,"about_ca_system_score_codex":0.000142227,"about_ca_system_score_gemma":0.00005844547,"threshold_uncertainty_score":0.5557515},"labels":[],"label_agreement":null},{"id":"W2112154962","doi":"10.4028/www.scientific.net/amm.467.317","title":"Deformation Analysis and Fracture Mechanism of Steel Casing in Oil Wells","year":2013,"lang":"en","type":"article","venue":"Applied Mechanics and Materials","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"La Cité Collégiale","funders":"","keywords":"Casing; Creep; Displacement (psychology); Finite element method; Deformation (meteorology); Coupling (piping); Materials science; Fracture (geology); Porous medium; Geotechnical engineering; Structural engineering; Porosity; Engineering; Petroleum engineering; Composite material","score_opus":0.003110903952861803,"score_gpt":0.1601741483787728,"score_spread":0.157063244425911,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2112154962","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7534479,0.00009559119,0.24582192,0.000012673021,0.00012519014,0.00009980539,0.000009756693,0.00006667503,0.00032052753],"genre_scores_gemma":[0.99593526,0.00045122774,0.0035190035,0.000020801714,0.000017292647,0.000020070755,0.000012673774,0.000016641587,0.0000070228834],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994667,0.0000053208073,0.00023088613,0.00009857619,0.000061646235,0.0001368826],"domain_scores_gemma":[0.9998035,0.000016305616,0.00003765298,0.00009289742,0.000011419826,0.000038229686],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016287914,0.00011211454,0.00025646534,0.00015986738,0.000017530929,0.000043962747,0.00003467808,0.0000902325,0.00003432488],"category_scores_gemma":[0.0000026676066,0.00010550222,0.000015119273,0.00013262771,0.0000028425673,0.000075704964,0.000020061798,0.00004393887,0.0000036695576],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004297558,0.00000814145,0.0000027257297,0.00043586968,0.00012496837,7.6921333e-7,0.00056864467,0.02570199,0.8802189,0.087008074,0.000011160452,0.0059144367],"study_design_scores_gemma":[0.0004661783,0.000016670992,0.00021594697,0.000066926346,0.00016514435,0.0000039407805,0.00027390217,0.23122068,0.7308327,0.036218096,0.00017494937,0.00034486374],"about_ca_topic_score_codex":0.000095120944,"about_ca_topic_score_gemma":0.0000067587102,"teacher_disagreement_score":0.2424874,"about_ca_system_score_codex":0.000011333593,"about_ca_system_score_gemma":0.0000021196875,"threshold_uncertainty_score":0.43022558},"labels":[],"label_agreement":null},{"id":"W2113807053","doi":"10.2118/02-06-05","title":"A Comparative Study of Hydraulic Models for Foam Drilling","year":2002,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"University of Tulsa","keywords":"Drilling fluid; Compressibility; Rheology; Flow (mathematics); Drilling; Mechanics; Pressure drop; Volumetric flow rate; Materials science; Mechanical engineering; Petroleum engineering; Geotechnical engineering; Engineering; Composite material; Physics","score_opus":0.024202870526498416,"score_gpt":0.2095597841035775,"score_spread":0.1853569135770791,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2113807053","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95089746,0.0024111778,0.04187228,0.00033255626,0.0004989672,0.00018194954,0.000012184505,0.0001166262,0.0036767963],"genre_scores_gemma":[0.99811983,0.000101332895,0.0016080043,0.00000964593,0.000072247254,0.00000887213,3.342133e-7,0.000028395507,0.000051353247],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901056,0.000007276883,0.00046020778,0.00008719296,0.00011761581,0.00031714086],"domain_scores_gemma":[0.9994056,0.00004116939,0.00011322907,0.0001664753,0.00011823038,0.00015530178],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012422647,0.00014124851,0.0004639543,0.0024698605,0.00004155572,0.000010923585,0.00026287726,0.00013190592,0.000011339335],"category_scores_gemma":[0.000020379743,0.00014436197,0.000084431485,0.0005416747,0.000028169525,0.00010658748,0.0000073307933,0.00030507,0.000002491121],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038035078,0.000034844383,0.000093085655,0.000023345396,0.00015871276,0.000020986796,0.0006365234,0.99536455,0.00059635,0.00045576136,0.0011986588,0.0014133881],"study_design_scores_gemma":[0.00094230653,0.0006042934,0.000024735551,0.000057662477,0.00005481302,0.00008780588,0.0011451733,0.98127496,0.0017898517,0.00081587967,0.013037657,0.00016486376],"about_ca_topic_score_codex":0.0005689434,"about_ca_topic_score_gemma":0.0067588887,"teacher_disagreement_score":0.047222354,"about_ca_system_score_codex":0.0001281688,"about_ca_system_score_gemma":0.00002880071,"threshold_uncertainty_score":0.588691},"labels":[],"label_agreement":null},{"id":"W2114419981","doi":"10.2118/162734-ms","title":"Well Construction Optimization in the Montney Formation in the Karr Kakwa Area of Central Western Alberta: A Case Study","year":2012,"lang":"en","type":"article","venue":"SPE Canadian Unconventional Resources Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Hydraulic fracturing; Petroleum engineering; Hydraulics; Directional drilling; Geology; Wellbore; Torque; Environmental science; Engineering; Mechanical engineering; Aerospace engineering","score_opus":0.017387963794814772,"score_gpt":0.20160963821844124,"score_spread":0.18422167442362647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2114419981","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9883967,0.000102380676,0.005253851,0.0001218951,0.00020420205,0.00034291414,0.000012754357,0.000013551787,0.005551728],"genre_scores_gemma":[0.9996993,0.000015324717,0.00009628527,0.000027665958,0.000055470115,0.00002561563,0.000027889573,0.000009382674,0.00004308307],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908555,0.00007775666,0.00027379778,0.00008656342,0.00017762702,0.0002986907],"domain_scores_gemma":[0.999578,0.00011252334,0.00004230729,0.00014766403,0.000031104693,0.0000884248],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031147778,0.00011636042,0.00011233304,0.00019697585,0.000050111314,0.000050420807,0.00016211708,0.000051675375,0.00005789037],"category_scores_gemma":[0.000035797595,0.000091697184,0.00003449055,0.0002581715,0.00003354397,0.00022572232,0.000006196301,0.00017108917,0.00000636136],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000044475155,0.000038589435,0.053749066,0.000034332454,0.000015023596,0.00008244044,0.01573113,0.9284399,0.0000054219718,0.0009608601,0.000042891177,0.0008959064],"study_design_scores_gemma":[0.0009948105,0.0000662405,0.04185437,0.00020624592,0.000043880165,0.0012657593,0.0343351,0.9160821,0.000043444095,0.00015383543,0.004595087,0.000359164],"about_ca_topic_score_codex":0.0484159,"about_ca_topic_score_gemma":0.38205057,"teacher_disagreement_score":0.33363467,"about_ca_system_score_codex":0.000121426456,"about_ca_system_score_gemma":0.00003855869,"threshold_uncertainty_score":0.9579208},"labels":[],"label_agreement":null},{"id":"W2115225864","doi":"10.1306/04280303004","title":"Geological, geophysical, and other technical and soft skills needed by geoscientists employed in the North American petroleum industry","year":2003,"lang":"en","type":"article","venue":"AAPG Bulletin","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Soft skills; Geology; Teamwork; Petroleum industry; Curriculum; Earth science; Geophysics; Engineering; Psychology; Management; Pedagogy","score_opus":0.0040487903604636685,"score_gpt":0.1881104207150006,"score_spread":0.18406163035453693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115225864","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9971025,0.00022740626,0.0011217014,0.0002823008,0.000054437573,0.000099028664,0.000009433964,0.00016435627,0.00093880715],"genre_scores_gemma":[0.99877095,0.000056099216,0.0004474828,0.00047375218,0.000032042146,0.000025392179,0.0000032106982,0.000028471795,0.00016258314],"study_design_codex":"observational","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990681,0.000044091645,0.00017288631,0.00023567429,0.00013276936,0.00034651195],"domain_scores_gemma":[0.99954194,0.00014921886,0.00002325707,0.00019173475,0.000007063312,0.00008679398],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018801763,0.00018359136,0.00021118118,0.000052559175,0.00006164348,0.00006464258,0.0001317341,0.00010345072,0.000026181126],"category_scores_gemma":[0.00007399603,0.00014082885,0.000026485006,0.00022643074,0.00019233103,0.000018735625,0.000027749666,0.0005167163,0.000021363603],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004894053,0.0012196085,0.6725536,0.00028552697,0.00019447453,0.00022535952,0.002140201,0.10976008,0.008496508,0.0024679878,0.18699569,0.015612036],"study_design_scores_gemma":[0.0011540774,0.00023321043,0.2115198,0.00006501481,0.000036239384,0.0001243634,0.00041092606,0.008694451,0.00036432713,0.000094348456,0.77636856,0.00093468744],"about_ca_topic_score_codex":0.00018508728,"about_ca_topic_score_gemma":0.000043052485,"teacher_disagreement_score":0.5893729,"about_ca_system_score_codex":0.000015528814,"about_ca_system_score_gemma":0.0000042816346,"threshold_uncertainty_score":0.5742834},"labels":[],"label_agreement":null},{"id":"W2115784693","doi":"10.1680/coma.2012.165.1.25","title":"Rheological properties of oil well cement slurries","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Construction Materials","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Rheology; Thixotropy; Materials science; Rheometer; Slurry; Cement; Composite material","score_opus":0.010626632683448826,"score_gpt":0.17294777428155225,"score_spread":0.16232114159810343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2115784693","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99085796,0.00045819653,0.0011906476,0.000020709784,0.0024458151,0.000105855346,0.000015274925,0.00015620943,0.0047493572],"genre_scores_gemma":[0.99830717,0.00017458564,0.0013172611,0.000002576876,0.00012444066,0.000015319578,0.0000013024377,0.000016999193,0.000040358398],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989037,0.0000050684357,0.00054952555,0.00009121143,0.00023095189,0.00021953923],"domain_scores_gemma":[0.999522,0.000009987295,0.00017637515,0.00009341464,0.00014950396,0.00004877341],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029890263,0.00017753373,0.00033699904,0.00013140941,0.000040662657,0.000012765475,0.00018005406,0.00010837863,0.00006954362],"category_scores_gemma":[0.000088300505,0.00013437407,0.00008180554,0.00019396142,0.00031258285,0.0003246535,0.000047154037,0.000081858176,0.0000029518778],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022233267,0.000024095945,0.00072803115,0.0015872132,0.0000757971,2.3687141e-8,0.00029821025,0.045420848,0.91812754,0.03333619,0.000086558815,0.0002932767],"study_design_scores_gemma":[0.00021301844,0.000018223187,0.00026681766,0.00041291516,0.00004694633,0.000018810137,0.00020507893,0.001038598,0.99640775,0.000071268405,0.0011562497,0.00014429844],"about_ca_topic_score_codex":0.00000827137,"about_ca_topic_score_gemma":3.2581383e-7,"teacher_disagreement_score":0.07828025,"about_ca_system_score_codex":0.000043592445,"about_ca_system_score_gemma":0.000015347556,"threshold_uncertainty_score":0.54796153},"labels":[],"label_agreement":null},{"id":"W2119210049","doi":"10.1002/cjce.20503","title":"The effect of off‐wall clearance of a side‐entering impeller on the mixing of pulp suspensions in a cylindrical stock chest","year":2011,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Industry Canada","keywords":"Impeller; Bandwidth throttling; Mechanics; Materials science; Computational fluid dynamics; Mixing (physics); Pulp (tooth); Composite material; Mechanical engineering; Engineering; Physics; Gas compressor; Medicine","score_opus":0.010383551520853846,"score_gpt":0.17700710504203368,"score_spread":0.16662355352117983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2119210049","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9977795,0.0009231294,0.00042658328,0.000085119544,0.00027293756,0.00013071224,0.0000025995203,0.000013396731,0.00036601236],"genre_scores_gemma":[0.999715,0.000030249945,0.000137643,0.000006029667,0.00005986671,0.0000037957846,2.497733e-7,0.000042973257,0.000004229444],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99865204,0.000032490818,0.0006394554,0.000083401086,0.00021635198,0.00037628075],"domain_scores_gemma":[0.9987108,0.0006330593,0.00013628152,0.00028654645,0.000059078317,0.00017424132],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007643035,0.00019987738,0.000405759,0.00016198344,0.00003908306,0.00001283668,0.00052958546,0.00009363448,0.000009844943],"category_scores_gemma":[0.00040664183,0.00011817676,0.00018729015,0.00030358552,0.000102449296,0.000052333075,0.00002317142,0.0006884599,0.000001080476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011807745,0.000014246431,0.0008321309,0.00027979104,0.00022022807,0.000031880823,0.0021095977,0.8045646,0.18754517,0.0006310762,0.000068652334,0.0035845682],"study_design_scores_gemma":[0.0006325631,0.00020401759,0.0022242323,0.0014330081,0.000059266124,0.000078642996,0.00005322767,0.33823135,0.65647227,0.00004833446,0.00032405186,0.00023906518],"about_ca_topic_score_codex":0.00046157307,"about_ca_topic_score_gemma":0.00020332486,"teacher_disagreement_score":0.4689271,"about_ca_system_score_codex":0.00011504416,"about_ca_system_score_gemma":0.000059282058,"threshold_uncertainty_score":0.48191082},"labels":[],"label_agreement":null},{"id":"W2119893840","doi":"10.2118/106903-ms","title":"eDrilling: A System for Real-Time Drilling Simulation, 3D Visualization, and Control","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Drilling; Visualization; Measurement while drilling; Process (computing); Computer science; Well control; Drilling engineering; Data visualization; Simulation; Engineering; Mechanical engineering; Artificial intelligence","score_opus":0.005589627655089366,"score_gpt":0.22356616956442477,"score_spread":0.2179765419093354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2119893840","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011942583,0.00019156857,0.98097545,0.0000037750538,0.00029943706,0.0002898063,0.0000056893605,0.0013943112,0.0048973993],"genre_scores_gemma":[0.99372756,0.000033768443,0.0056560524,0.000014787498,0.00027965067,0.000010766013,0.0000145261265,0.000068501395,0.00019439514],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990879,0.0000054522193,0.00033162668,0.00016812337,0.00010445405,0.0003023992],"domain_scores_gemma":[0.99929065,0.00034752846,0.000028085546,0.00012468925,0.00010243849,0.00010664007],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043333136,0.00016532172,0.000211148,0.00012676023,0.00008960903,0.000049149367,0.000050684397,0.00008286979,0.000008135586],"category_scores_gemma":[0.000040109862,0.000166914,0.00004043273,0.00014143971,0.000011203931,0.000100518766,0.0000054142456,0.000043800603,0.000011790815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008693093,0.0000032387347,0.00012451643,0.00024292595,0.000036565776,9.817743e-7,0.0001367912,0.99333364,0.0032279324,0.0018216319,0.00006065713,0.0010024008],"study_design_scores_gemma":[0.0005853674,0.000017057038,0.00008409255,0.00005898337,0.00002834873,0.0000033213437,0.00005668186,0.99365723,0.0023858845,0.00002591143,0.0028864737,0.00021066716],"about_ca_topic_score_codex":0.0000058558326,"about_ca_topic_score_gemma":0.0000020020786,"teacher_disagreement_score":0.98178494,"about_ca_system_score_codex":0.00005869532,"about_ca_system_score_gemma":0.000005445542,"threshold_uncertainty_score":0.6806556},"labels":[],"label_agreement":null},{"id":"W2120010009","doi":"10.2118/09-06-44-tb","title":"Method of Optimizing Motor and Bit Performance for Maximum ROP","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Rate of penetration; Drill string; Directional drilling; Drilling; Computer science; Positive displacement meter; Range (aeronautics); Mechanical engineering; Simulation; Engineering","score_opus":0.005535907374172046,"score_gpt":0.19597016620607677,"score_spread":0.19043425883190473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2120010009","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4864644,0.004218093,0.5039091,0.0023435373,0.0005829173,0.00013405456,0.000024327617,0.0001682154,0.0021553023],"genre_scores_gemma":[0.8754787,0.00042885743,0.123946816,0.00002521815,0.00006388739,0.0000015438396,3.6217563e-7,0.000018320636,0.00003630717],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992971,0.000004263569,0.00029694472,0.000066090666,0.00006541554,0.00027020002],"domain_scores_gemma":[0.99958646,0.000028324685,0.000075484,0.00010390003,0.00006763322,0.00013817697],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025021794,0.000106338084,0.0002776049,0.0019025971,0.00003051921,0.0000098149685,0.00015739341,0.00014767448,0.0000033207082],"category_scores_gemma":[0.000035058783,0.00010712712,0.000055718607,0.000289712,0.000021333006,0.00008411183,0.000004529564,0.00023819997,4.1162141e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027307819,0.000010644493,0.0004242636,0.00017692713,0.00013210984,0.000035044373,0.000086721084,0.64798987,0.048299037,0.001600092,0.0008608854,0.3003571],"study_design_scores_gemma":[0.0012745168,0.0011896194,0.0010082425,0.00028672256,0.000092066235,0.0010395037,0.00013736256,0.8292104,0.051139764,0.001689881,0.112524584,0.00040735232],"about_ca_topic_score_codex":0.000101728474,"about_ca_topic_score_gemma":0.00024717752,"teacher_disagreement_score":0.38901427,"about_ca_system_score_codex":0.000080791215,"about_ca_system_score_gemma":0.000053952066,"threshold_uncertainty_score":0.4368517},"labels":[],"label_agreement":null},{"id":"W2122033835","doi":"10.1109/tim.2007.904485","title":"Observability Analysis for INS Alignment in Horizontal Drilling","year":2007,"lang":"en","type":"article","venue":"IEEE Transactions on Instrumentation and Measurement","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Observability; Inertial measurement unit; Azimuth; Accelerometer; Gyroscope; Inertial navigation system; Directional drilling; Acceleration; Control theory (sociology); Computer science; Measurement while drilling; Engineering; Simulation; Aerospace engineering; Control engineering; Inertial frame of reference; Artificial intelligence; Drilling; Mechanical engineering; Physics; Mathematics; Optics","score_opus":0.034144391821656565,"score_gpt":0.23779419454081047,"score_spread":0.2036498027191539,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122033835","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31186506,0.000028169747,0.68727785,0.000014405327,0.00037971712,0.00020997413,0.00000840165,0.00008013656,0.00013628606],"genre_scores_gemma":[0.9976616,0.00006372989,0.00214367,0.00002159517,0.000019675783,0.00006191153,0.0000049829832,0.000015292942,0.0000075409303],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907106,0.00000903269,0.00029820603,0.00017132786,0.00024114769,0.00020922249],"domain_scores_gemma":[0.99973804,0.000029475481,0.000018717987,0.00009950059,0.000034233635,0.00008003187],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005787694,0.00013132312,0.00015138071,0.00028510904,0.000069310845,0.000023068653,0.000035612662,0.000050601604,0.0000099633035],"category_scores_gemma":[0.0000023285377,0.00014393206,0.00008446839,0.00031281935,0.000012224761,0.000089842295,2.7388438e-7,0.000090553905,0.0000014347894],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000377454,0.00007752979,0.0011804376,0.0000647069,0.00024222671,5.60964e-7,0.0005285984,0.9334979,0.010059659,0.00004252868,0.0000034289117,0.054264646],"study_design_scores_gemma":[0.0031465865,0.00027220094,0.022923026,0.00011678447,0.0004616262,0.0000022584115,0.0013575414,0.5592513,0.41045687,0.00010986359,0.0012526581,0.0006492529],"about_ca_topic_score_codex":0.000040253162,"about_ca_topic_score_gemma":0.0007811699,"teacher_disagreement_score":0.68579656,"about_ca_system_score_codex":0.0003736531,"about_ca_system_score_gemma":0.000008881367,"threshold_uncertainty_score":0.58693796},"labels":[],"label_agreement":null},{"id":"W2122647721","doi":"10.2118/09-06-26-tn","title":"Treatment of Oil-Based Drilling Waste Using Supercritical Carbon Dioxide","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling fluid; Drill cuttings; Petroleum engineering; Extraction (chemistry); Supercritical fluid; Drilling; Lubricity; Supercritical fluid extraction; Residual oil; Waste management; Drill; Environmental science; Materials science; Engineering; Chemistry; Chromatography; Metallurgy","score_opus":0.008019830392811844,"score_gpt":0.19652094433081052,"score_spread":0.18850111393799868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2122647721","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9925815,0.0020922062,0.0029065441,0.00074625167,0.00035708735,0.000018272262,0.000005895165,0.00008296882,0.001209313],"genre_scores_gemma":[0.9966413,0.0002612581,0.0028959604,0.000016424434,0.00014391118,6.421743e-7,6.7722937e-7,0.00002855555,0.0000112758335],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988925,0.000009024387,0.00044780938,0.00009168522,0.0001362792,0.0004227346],"domain_scores_gemma":[0.99942976,0.000026721338,0.000032238066,0.00018866932,0.0000783042,0.0002443082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007626174,0.00017713041,0.00042723003,0.002505934,0.000028421468,0.0000094410125,0.00016522298,0.00021164649,0.0000046429413],"category_scores_gemma":[0.00003342519,0.00017415098,0.00012627187,0.00050275685,0.000045359055,0.00004994465,0.00000236671,0.00023090409,6.3638106e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009606509,0.000027495318,0.0005897049,0.000030890937,0.000071859904,0.00034395186,0.00003478807,0.8766739,0.11299929,0.00042381216,0.000013328614,0.008781374],"study_design_scores_gemma":[0.0013494607,0.00096557365,0.00011413398,0.00027694873,0.00014133425,0.0006649448,0.00015293287,0.73926765,0.24536487,0.00020322902,0.011127015,0.00037193793],"about_ca_topic_score_codex":0.0013822084,"about_ca_topic_score_gemma":0.001857055,"teacher_disagreement_score":0.13740627,"about_ca_system_score_codex":0.0005261289,"about_ca_system_score_gemma":0.0001793131,"threshold_uncertainty_score":0.7101671},"labels":[],"label_agreement":null},{"id":"W2123011347","doi":"10.1002/cjce.5450850521","title":"Oil Sand Slurry Conditioning Tests in a 100 mm Pipeline Loop","year":2007,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Saskatchewan Research Council (Canada); Syncrude (Canada); University of Alberta","funders":"Syncrude","keywords":"Slurry; Turbulence; Oil sands; Conditioning; Airflow; Materials science; Asphalt; Petroleum engineering; Pipeline transport; Environmental science; Geotechnical engineering; Waste management; Environmental engineering; Composite material; Geology; Engineering; Mechanics; Mechanical engineering; Physics; Mathematics","score_opus":0.006254312433289198,"score_gpt":0.18868983667759176,"score_spread":0.18243552424430257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123011347","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9837646,0.0021687625,0.010666236,0.000152045,0.00086056127,0.000030289535,0.0000054839093,0.000094626994,0.0022573841],"genre_scores_gemma":[0.99868745,0.000011248731,0.0007043523,0.000038078837,0.0004446836,0.0000012836188,0.0000027844296,0.00005317244,0.00005694828],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99870116,0.000004949207,0.00049746525,0.00008459638,0.0001704384,0.0005414253],"domain_scores_gemma":[0.9991095,0.0001845031,0.00004549217,0.00014292353,0.00005941848,0.00045814383],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00062653015,0.00019111905,0.00025276607,0.00035609398,0.000043543932,0.00005543482,0.0002661996,0.00011869947,0.000030584953],"category_scores_gemma":[0.00022818138,0.00017241668,0.000084485735,0.00038703863,0.0000377394,0.00012416346,0.000008105455,0.0007383451,0.000007444828],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000042278702,0.0000038392136,0.00017130305,0.00006903035,0.000028261991,0.00020006389,0.0002984336,0.93987477,0.05520283,0.00014977956,0.00034922385,0.003648239],"study_design_scores_gemma":[0.0014807619,0.000034931316,0.0008225858,0.0012819772,0.000061688974,0.0010773316,0.00006355797,0.7777191,0.20485786,0.00013595661,0.011575855,0.00088843924],"about_ca_topic_score_codex":0.0003120227,"about_ca_topic_score_gemma":0.00038276063,"teacher_disagreement_score":0.16215572,"about_ca_system_score_codex":0.0003411943,"about_ca_system_score_gemma":0.00010996085,"threshold_uncertainty_score":0.70309484},"labels":[],"label_agreement":null},{"id":"W2123770775","doi":"10.1109/cimca.2005.1631295","title":"Knowledge Selection for Laser Drilling in the Oil and Gas Industry","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Colorado School of Mines; Atlantic Canada Opportunities Agency; U.S. Department of Defense","keywords":"Drilling; Petroleum engineering; Laser drilling; Rate of penetration; Profitability index; Fossil fuel; Petroleum industry; Drilling engineering; Penetration rate; Drilling fluid; Process engineering; Environmental science; Computer science; Mechanical engineering; Engineering; Waste management; Environmental engineering","score_opus":0.007879507746105399,"score_gpt":0.20086996681530353,"score_spread":0.19299045906919812,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2123770775","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8957704,0.0005223399,0.037886217,0.00012616444,0.00027943074,0.000064197164,0.0000015894309,0.00037620545,0.0649735],"genre_scores_gemma":[0.99797416,0.000029652985,0.00068581145,0.000010253217,0.00020975294,0.000020807662,0.0000027060403,0.000016421569,0.0010504348],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999673,0.000004382373,0.00008698495,0.00006813177,0.000029160085,0.00013830575],"domain_scores_gemma":[0.9998698,0.00006000111,0.000004112255,0.00004452674,0.000008697194,0.000012825093],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001232685,0.00006950808,0.000058386388,0.00005059163,0.000032839882,0.0000268554,0.00003453408,0.00008958462,0.0000038963913],"category_scores_gemma":[0.000005823068,0.00005428012,0.000014950351,0.00012476166,0.000005703477,0.000044184435,0.0000033094782,0.00015454576,0.0000030740746],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015594389,0.000013407678,0.0017470204,0.000095221265,0.000006125544,4.2059878e-7,0.00015233635,0.97468156,0.0010497598,0.0014363705,0.002129694,0.018686505],"study_design_scores_gemma":[0.00023491966,0.0000087512335,0.00075387413,0.000028992945,0.000005694942,0.000006061756,0.000057575693,0.9670604,0.0045459466,0.00030701564,0.026870647,0.00012014259],"about_ca_topic_score_codex":0.00003645375,"about_ca_topic_score_gemma":0.00013724738,"teacher_disagreement_score":0.10220381,"about_ca_system_score_codex":0.00001641753,"about_ca_system_score_gemma":0.0000029702906,"threshold_uncertainty_score":0.22134791},"labels":[],"label_agreement":null},{"id":"W2124366757","doi":"10.2118/173036-ms","title":"Overcoming Complex Geosteering Challenges in the Cardium Reservoir of the Foothills of Canada to Increase Production Using an Instrumented Mud Motor with Near Bit Azimuthal Gamma Ray and Inclination","year":2015,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Petroleum engineering; Azimuth; Foothills; Bedding; Directional drilling; Permeability (electromagnetism); Drilling; Petrology; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.048157539493476044,"score_gpt":0.2210927258140806,"score_spread":0.17293518632060456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2124366757","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9982129,0.00011766054,0.0006574747,0.00016020786,0.00013603945,0.0002882205,0.00000692669,0.000028676597,0.00039194812],"genre_scores_gemma":[0.9983169,0.000011009713,0.0015770567,0.000008526322,0.00004802546,0.000006809446,0.0000021332842,0.000020392545,0.000009149037],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991394,0.00005433753,0.00022134106,0.00013949334,0.00027697434,0.00016844187],"domain_scores_gemma":[0.9995164,0.000037361217,0.00004129965,0.00026303917,0.00007586105,0.000066034445],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00050399994,0.0001227597,0.00017747811,0.0000762044,0.000047025336,0.000016093314,0.00013308584,0.000035394434,8.3006637e-7],"category_scores_gemma":[0.00008880383,0.000082863575,0.000014628489,0.00022686496,0.000026214262,0.0001356286,0.000045291697,0.00011171407,4.090314e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002534669,0.000013134576,0.0020860129,0.0001401877,0.00001974874,0.0000012140451,0.0024410808,0.98656386,0.008098399,0.00003622776,0.000011381448,0.0005633863],"study_design_scores_gemma":[0.0007085743,0.00013790149,0.040865935,0.00033836547,0.00002530881,0.00002782744,0.0040829494,0.9385831,0.014036966,0.000020617777,0.0009055488,0.00026692162],"about_ca_topic_score_codex":0.082808994,"about_ca_topic_score_gemma":0.09959415,"teacher_disagreement_score":0.047980797,"about_ca_system_score_codex":0.00012774096,"about_ca_system_score_gemma":0.00008105725,"threshold_uncertainty_score":0.92329866},"labels":[],"label_agreement":null},{"id":"W2127023922","doi":"10.1002/cjce.22235","title":"Observations on the yielding behaviour of oil sand slurries under vane and slump tests","year":2015,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Slurry; Asphalt; Yield (engineering); Geotechnical engineering; Torque; Rheology; Slump; Extrapolation; Materials science; Stress (linguistics); Shear stress; Composite material; Geology; Cement; Mathematics; Thermodynamics","score_opus":0.03061847679198899,"score_gpt":0.1934220011814233,"score_spread":0.16280352438943432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2127023922","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9966223,0.00092553993,0.0010748523,0.00066658866,0.0003566079,0.000026427651,0.000005540534,0.000029503935,0.00029260092],"genre_scores_gemma":[0.9993747,0.000011810741,0.00037801542,0.000036573325,0.00014582637,0.0000017431048,7.9198276e-7,0.000029446064,0.000021080856],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931216,0.0000065921763,0.00025401573,0.00005387523,0.00015342016,0.00021991084],"domain_scores_gemma":[0.9992351,0.00020947173,0.00004216399,0.0001437195,0.00007576207,0.0002937934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029864482,0.0001302117,0.00017107763,0.00009591501,0.000042452706,0.00004541159,0.00020773905,0.00006494598,0.0000056823537],"category_scores_gemma":[0.0002643099,0.000090043446,0.000049787515,0.00016129785,0.00005174324,0.00007674864,0.000010067499,0.00038256877,8.729707e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022549777,0.0000026670803,0.0003881034,0.000035330573,0.000051597748,0.000008062364,0.00052271696,0.9732172,0.023339802,0.0016081476,0.0005060937,0.0003180246],"study_design_scores_gemma":[0.0015320798,0.00017802868,0.004709971,0.0019793601,0.0003167922,0.0006633389,0.0006030923,0.5869066,0.39462087,0.0016539462,0.005647114,0.0011888245],"about_ca_topic_score_codex":0.00021811028,"about_ca_topic_score_gemma":0.00006515067,"teacher_disagreement_score":0.3863106,"about_ca_system_score_codex":0.0001009097,"about_ca_system_score_gemma":0.00008921722,"threshold_uncertainty_score":0.36718652},"labels":[],"label_agreement":null},{"id":"W2129592778","doi":"10.2118/96151-ms","title":"A Laboratory Study of the Effect of Installation of Reticulated Expandable Liners on Sand Production in Weakly Consolidated Sandstone Formations","year":2005,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; University of Alberta","funders":"","keywords":"Compaction; Geotechnical engineering; Wellbore; Permeability (electromagnetism); Porosity; Grain size; Geology; Shear (geology); Petroleum engineering; Materials science; Composite material","score_opus":0.006703606476136577,"score_gpt":0.22525229764776072,"score_spread":0.21854869117162415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2129592778","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99883956,0.00003743674,0.0002804251,0.000031100113,0.00003750743,0.0003099136,0.00001595816,0.00005023391,0.0003978951],"genre_scores_gemma":[0.99987775,0.000034237113,0.000042644897,0.0000016289307,0.0000133589465,0.000010139816,0.000009688066,0.0000065347053,0.000004008599],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993957,0.000033188917,0.00029145373,0.00008682261,0.00011537339,0.00007742089],"domain_scores_gemma":[0.99969065,0.00003107486,0.000059272206,0.00012326293,0.00007890936,0.000016856946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019627942,0.00008235339,0.00017419684,0.00010613041,0.000018143308,0.000004243576,0.000039427716,0.000068951784,0.0000040708633],"category_scores_gemma":[0.00006016098,0.00006312917,0.000019323796,0.00030629002,0.000045047836,0.00013692262,0.000011665171,0.00012204803,4.2431572e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019694387,0.00021954795,0.0036372049,0.00037171136,0.000033326807,5.1588177e-7,0.0026940755,0.5073032,0.48051664,0.00020540468,0.00022171819,0.004599711],"study_design_scores_gemma":[0.0013543156,0.001064111,0.019309731,0.0007041882,0.000043912896,0.0000023698267,0.000689082,0.041571863,0.9349875,0.000056126722,0.000050864048,0.00016596472],"about_ca_topic_score_codex":0.000019670902,"about_ca_topic_score_gemma":0.00004011372,"teacher_disagreement_score":0.46573132,"about_ca_system_score_codex":0.000020897654,"about_ca_system_score_gemma":0.000010227603,"threshold_uncertainty_score":0.2574333},"labels":[],"label_agreement":null},{"id":"W2131039377","doi":"10.1144/sp400.33","title":"Enhanced Sealing Project (ESP): evolution of a full-sized bentonite and concrete shaft seal","year":2014,"lang":"en","type":"article","venue":"Geological Society London Special Publications","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nuclear Waste Management Organization; Atomic Energy (Canada)","funders":"","keywords":"Seal (emblem); Bentonite; Geology; Geotechnical engineering; Mining engineering; Archaeology","score_opus":0.009368691657447803,"score_gpt":0.21849731625616303,"score_spread":0.20912862459871523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131039377","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59107655,0.00038099132,0.39452067,0.0005844857,0.00030274867,0.00042603756,0.00003250936,0.0007859881,0.011890052],"genre_scores_gemma":[0.99263597,0.00021760937,0.0059946277,0.00003376277,0.000803292,0.00006221075,0.000052054744,0.000020065172,0.00018041841],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99882907,0.00003618037,0.0003357238,0.00026109346,0.00019008218,0.00034786982],"domain_scores_gemma":[0.99931896,0.00016290245,0.000065121596,0.00021928201,0.00012530333,0.00010846079],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003449403,0.00017618947,0.0002804848,0.00006285104,0.00013786988,0.000055775483,0.00016685543,0.00019989336,0.0000874825],"category_scores_gemma":[0.00015238326,0.00016829082,0.00015183573,0.00047425771,0.00013743732,0.00016110617,0.000064290085,0.00025174927,0.000011941048],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018825794,0.00016726354,0.0068341354,0.0010271578,0.00083127205,0.0000011486426,0.005493388,0.30450186,0.34286508,0.28093216,0.026714152,0.030444106],"study_design_scores_gemma":[0.0023880994,0.00031102347,0.02143283,0.000081042526,0.00011536108,0.000015449692,0.0003989865,0.87497824,0.006047785,0.0023188556,0.09096695,0.0009454016],"about_ca_topic_score_codex":0.000023240756,"about_ca_topic_score_gemma":0.0000147239625,"teacher_disagreement_score":0.57047635,"about_ca_system_score_codex":0.000091753296,"about_ca_system_score_gemma":0.000031527816,"threshold_uncertainty_score":0.68627006},"labels":[],"label_agreement":null},{"id":"W2131327528","doi":"10.2118/117109-ms","title":"Real-Time Drill Bit Wear Prediction by Combining Rock Energy and Drilling Strength Concepts","year":2008,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Exhibition and Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Rate of penetration; Drilling; Drill bit; Penetration rate; Petroleum engineering; Bit (key); Specific energy; Drill; Measurement while drilling; Drilling engineering; Offshore drilling; Drilling fluid; Penetration depth; Oil field; Computer science; Mechanical engineering; Geology; Engineering","score_opus":0.006171682594599704,"score_gpt":0.19032256165403605,"score_spread":0.18415087905943633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131327528","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9215216,0.00038015808,0.053311735,0.00013840954,0.0006516313,0.000061412225,0.00012646604,0.0007033653,0.023105204],"genre_scores_gemma":[0.99362963,0.0043056794,0.0002333502,0.0000393951,0.00015037484,0.00001627319,0.00020434403,0.000031185682,0.0013897676],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898213,0.000017891063,0.0002758584,0.00027097593,0.00023756878,0.00021558124],"domain_scores_gemma":[0.9995775,0.00006709685,0.000049171078,0.00010030998,0.00007373485,0.000132178],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006783392,0.00020875513,0.00018946889,0.0001239363,0.00012856185,0.00007792235,0.00009348763,0.000101547084,0.00014837823],"category_scores_gemma":[0.000014576904,0.0002337942,0.00003825059,0.00006242521,0.000056690304,0.00028391698,0.000033216216,0.0001406412,0.00001555771],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014490153,0.00026256734,0.01041222,0.0002234062,0.00071164116,0.00008870833,0.0037402322,0.39231217,0.5064501,0.032018144,0.038804222,0.0148316575],"study_design_scores_gemma":[0.0007662371,0.0000668445,0.00095954,0.00015143145,0.000012852688,0.000070989634,0.000104140316,0.9817341,0.0057289437,0.00022038959,0.009894439,0.00029009036],"about_ca_topic_score_codex":0.000049533828,"about_ca_topic_score_gemma":0.000004049509,"teacher_disagreement_score":0.5894219,"about_ca_system_score_codex":0.000051364987,"about_ca_system_score_gemma":0.0000144508485,"threshold_uncertainty_score":0.95338506},"labels":[],"label_agreement":null},{"id":"W2131673773","doi":"10.1177/0954406212455126","title":"Coupled transverse vibration modeling of drillstrings subjected to torque and spatially varying axial load","year":2012,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part C Journal of Mechanical Engineering Science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Vibration; Transverse plane; Structural engineering; Torque; Mechanics; Finite element method; Modal; Modal analysis; Galerkin method; Normal mode; Transmissibility (structural dynamics); Nonlinear system; Natural frequency; Hydrostatic equilibrium; Engineering; Vibration isolation; Physics; Materials science; Acoustics","score_opus":0.01083568201801168,"score_gpt":0.20396089722968816,"score_spread":0.19312521521167647,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2131673773","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6091374,0.00014444522,0.38917798,0.000039176022,0.0012249106,0.0001684732,0.0000044948333,0.000062404724,0.000040683462],"genre_scores_gemma":[0.9821099,0.000102142556,0.017573627,0.000007570119,0.00016874936,0.0000043794894,3.2146943e-7,0.000031508167,0.0000018113989],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971125,0.0000057205625,0.0011175758,0.0001964466,0.0010834393,0.00048432878],"domain_scores_gemma":[0.9984298,0.00009888276,0.00026467998,0.00015169925,0.000674602,0.00038034207],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0019200488,0.00028590614,0.0005855546,0.00039274406,0.00007145947,0.000028398012,0.0006276345,0.00016409525,0.000004819922],"category_scores_gemma":[0.0015913564,0.0002455073,0.00019080561,0.0010892454,0.00009862941,0.0008849051,0.000104290266,0.0004397683,4.9884295e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002636818,0.000023376047,0.0000046374685,0.00019354843,0.000026189722,2.0234108e-7,0.0001690037,0.5273015,0.4652482,0.006889366,0.0000021094245,0.000115531766],"study_design_scores_gemma":[0.00036256705,0.00010286815,0.000016314289,0.00059001066,0.000052192063,0.000029434917,0.000030092615,0.58227575,0.4163191,0.000041304043,0.000025366679,0.00015503212],"about_ca_topic_score_codex":0.000010218121,"about_ca_topic_score_gemma":5.371291e-7,"teacher_disagreement_score":0.37297246,"about_ca_system_score_codex":0.00021620071,"about_ca_system_score_gemma":0.00016181447,"threshold_uncertainty_score":0.9999997},"labels":[],"label_agreement":null},{"id":"W2132402392","doi":"10.2118/59751-ms","title":"Use of Silicate Mud to Control Borehole Stability and Overpressured Gas Formations in Northeastern British Columbia","year":2000,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Borehole; Drilling fluid; Drilling; Silicate; Geology; Lost circulation; Mud logging; Oil shale; Scientific drilling; Sodium silicate; Petroleum engineering; Mineralogy; Geotechnical engineering; Materials science; Composite material; Chemistry","score_opus":0.00805818523577945,"score_gpt":0.17103946186718602,"score_spread":0.16298127663140657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2132402392","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9923968,0.00006177232,0.005577523,0.000013532357,0.0000260311,0.00018806804,0.00006425964,0.00012733744,0.0015447005],"genre_scores_gemma":[0.99917364,0.000032461106,0.00048551484,0.000022349333,0.000008071738,0.000014716092,0.000004169654,0.000013420308,0.00024566782],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994678,0.000008308648,0.00021012385,0.00009359361,0.00006619411,0.00015398365],"domain_scores_gemma":[0.99972075,0.000043859196,0.000007171986,0.00014077449,0.000016777822,0.000070666385],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000071666334,0.000058134934,0.00014820282,0.000020275013,0.000027248017,0.00015057607,0.000044167344,0.0000344396,0.00017522408],"category_scores_gemma":[0.000014694939,0.00009004129,0.000021262731,0.0001019442,0.000012215584,0.00017756809,0.000007035804,0.000059689588,0.0000054076813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008039621,0.00003256354,0.04310207,0.00009902165,0.00002087116,0.0000021949734,0.00030457537,0.9235504,0.0013631759,0.000003937649,0.00046088547,0.031052263],"study_design_scores_gemma":[0.0005076349,0.000021639136,0.108496286,0.00006574553,0.00000900729,0.000004719066,0.000018931405,0.8849352,0.00055516866,0.0000300151,0.005188504,0.00016713428],"about_ca_topic_score_codex":0.013289522,"about_ca_topic_score_gemma":0.046298902,"teacher_disagreement_score":0.065394215,"about_ca_system_score_codex":0.000013603713,"about_ca_system_score_gemma":0.000003525149,"threshold_uncertainty_score":0.99328107},"labels":[],"label_agreement":null},{"id":"W2134943626","doi":"10.1016/s0301-5629(01)00480-x","title":"New data on histology and physico-mechanical properties of human tooth tissue obtained with acoustic microscopy","year":2002,"lang":"en","type":"article","venue":"Ultrasound in Medicine & Biology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Dentin; Materials science; Pulp (tooth); Acoustic impedance; Enamel paint; Microscopy; Biomedical engineering; Composite material; Dentistry; Acoustics; Optics; Ultrasonic sensor; Medicine","score_opus":0.02849556778771936,"score_gpt":0.25685969033005585,"score_spread":0.22836412254233648,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2134943626","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96609074,0.005044155,0.0256426,0.00024311844,0.00047646769,0.00025717297,0.000013494838,0.00021076397,0.002021493],"genre_scores_gemma":[0.9983496,0.00038682623,0.00082122826,0.000058362533,0.00018940489,0.000004482845,0.000035231275,0.000027171907,0.00012766433],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991498,0.000024148954,0.0002522486,0.00026077995,0.000060172297,0.00025285597],"domain_scores_gemma":[0.9993736,0.00015387527,0.000032309315,0.0003619234,0.000013025427,0.0000652409],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011093187,0.00018011966,0.00040665866,0.00011220173,0.000024568692,0.0000035041328,0.00021937494,0.000098349854,0.00006816149],"category_scores_gemma":[0.00012718134,0.00012927594,0.000007975273,0.00012056051,0.0001745371,0.000039877094,0.000024027782,0.0002343298,0.000005243069],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016253196,0.000024223584,0.0002147356,0.00010882855,0.000028502023,0.0000050930403,0.0004279087,0.0029647592,0.9886461,0.00037958755,0.0014977781,0.005686265],"study_design_scores_gemma":[0.02077508,0.02122313,0.004594936,0.0057564224,0.0007459182,0.00086318556,0.0014426358,0.22512457,0.58297527,0.0028929212,0.1293755,0.004230407],"about_ca_topic_score_codex":0.00016540769,"about_ca_topic_score_gemma":0.000081573446,"teacher_disagreement_score":0.40567076,"about_ca_system_score_codex":0.000029456622,"about_ca_system_score_gemma":0.000007308943,"threshold_uncertainty_score":0.527172},"labels":[],"label_agreement":null},{"id":"W2136402166","doi":"10.2118/72280-ms","title":"PDC Bits and Rotary Steerable Tools - Functional Challenges, Stabilization Requirements and the Establishment of Operational Compatibility","year":2001,"lang":"en","type":"article","venue":"SPE/IADC Middle East Drilling Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Computer science; Drill string; Compatibility (geochemistry); Torque; Drilling; Backward compatibility; Simulation; Reliability engineering; Mechanical engineering; Engineering","score_opus":0.06923750164246621,"score_gpt":0.2143751176082848,"score_spread":0.1451376159658186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136402166","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8525783,0.008769076,0.133792,0.0012274365,0.00046684622,0.00059483293,0.000028551483,0.00050736347,0.0020356264],"genre_scores_gemma":[0.99296844,0.0045785443,0.0022552924,0.000013205101,0.000051586976,0.000037684782,0.000029842227,0.000021092987,0.000044285127],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987636,0.000034157223,0.00039515994,0.00032619803,0.0002159944,0.00026487207],"domain_scores_gemma":[0.99928653,0.000099359415,0.00006457084,0.00032874764,0.00016528231,0.00005548494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042530798,0.00021618951,0.0003123457,0.00017217085,0.00013422123,0.000058633694,0.0001664068,0.00016196161,0.00004270475],"category_scores_gemma":[0.00011123503,0.00018564628,0.000028489443,0.00024938595,0.00032553976,0.00025877656,0.00009064385,0.00024697086,0.000003577254],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021757532,0.00019113533,0.032608934,0.0008013641,0.00038956615,0.0000100560965,0.0022673034,0.5850791,0.008150224,0.2727234,0.00006756487,0.09749377],"study_design_scores_gemma":[0.0021945604,0.00009978853,0.0060890927,0.00038586115,0.00005232751,0.00005272892,0.00093744526,0.97351354,0.003357588,0.010141691,0.0027267453,0.00044860397],"about_ca_topic_score_codex":0.000023023082,"about_ca_topic_score_gemma":0.000051255804,"teacher_disagreement_score":0.38843447,"about_ca_system_score_codex":0.000045267865,"about_ca_system_score_gemma":0.00003515541,"threshold_uncertainty_score":0.7570436},"labels":[],"label_agreement":null},{"id":"W2136523830","doi":"10.2118/114797-ms","title":"Advanced Drilling Simulation Proves Managed-Pressure Drilling (MPD) Economical in Gasfield Developments in Western Canada","year":2008,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Rate of penetration; Tripping; Petroleum engineering; Measurement while drilling; Metre; Drill; Underbalanced drilling; Hydrostatic pressure; Drilling fluid; Computer science; Engineering; Environmental science; Geology; Marine engineering; Mechanical engineering","score_opus":0.009945698293611943,"score_gpt":0.1911435802516326,"score_spread":0.18119788195802067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2136523830","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99041957,0.00042351108,0.0066482867,0.000023109142,0.00047787337,0.00018423898,0.0000034624848,0.00015177684,0.0016681503],"genre_scores_gemma":[0.9982827,0.00017157973,0.0012494224,0.000051364797,0.00005468442,0.000015585712,0.000016943675,0.000042382435,0.0001153561],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99893045,0.000011637237,0.00034761117,0.00022639734,0.00011092056,0.00037300293],"domain_scores_gemma":[0.99964374,0.00009600929,0.000025140527,0.00015590937,0.000010382412,0.00006882987],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000947502,0.0001865275,0.00022397278,0.00012358579,0.000033717024,0.000016914579,0.00013844563,0.00008821849,0.000006603577],"category_scores_gemma":[0.0000225556,0.00022062947,0.000023055025,0.00012177337,0.000008295062,0.00019480314,0.00002804649,0.0002476598,0.0000072398034],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000043878745,0.0000058441965,0.021020498,0.0000631037,0.000019606969,0.000038799437,0.00040233938,0.97668254,0.00020642305,0.0000111836125,0.000025805994,0.0015194764],"study_design_scores_gemma":[0.00049635157,0.0000058052096,0.023070805,0.00014718695,0.0000051145594,0.0000038066842,0.00004115446,0.9600222,0.0009903266,0.000018173236,0.014859611,0.0003394278],"about_ca_topic_score_codex":0.00723297,"about_ca_topic_score_gemma":0.09131117,"teacher_disagreement_score":0.08407821,"about_ca_system_score_codex":0.00015200271,"about_ca_system_score_gemma":0.000044896595,"threshold_uncertainty_score":0.99937797},"labels":[],"label_agreement":null},{"id":"W2137539305","doi":"10.2118/87180-pa","title":"Correlations and Analysis of Cuttings Transport With Aerated Fluids in Deviated Wells","year":2008,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Volumetric flow rate; Casing; Rotational speed; Mechanics; Flow (mathematics); Rotation (mathematics); Flow measurement; Petroleum engineering; Materials science; Geotechnical engineering; Engineering; Mechanical engineering; Physics; Mathematics; Geometry","score_opus":0.010240157098943116,"score_gpt":0.18157391238315754,"score_spread":0.17133375528421443,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2137539305","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81883425,0.0001449634,0.18031791,0.000011260161,0.000045938796,0.000073418574,0.000008983255,0.00015720658,0.00040610516],"genre_scores_gemma":[0.996958,0.00021549013,0.0025759384,0.000006292846,0.000017035482,0.000003489799,0.00017620836,0.000023874463,0.000023666036],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992395,0.000010464091,0.00030227256,0.0001518301,0.00012800918,0.00016793261],"domain_scores_gemma":[0.99970186,0.000052008265,0.000033279972,0.00011681236,0.00005095595,0.000045072873],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010317134,0.0001353067,0.00030710053,0.00043977075,0.000050271305,0.0000059017707,0.0000452207,0.000059924216,0.000020268515],"category_scores_gemma":[0.0000073042775,0.00013793368,0.00004654731,0.0012257582,0.00003917372,0.00007473904,0.0000030315339,0.00012850993,0.0000030981676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006760882,0.000010464131,0.1134037,0.000025785997,0.00012490636,0.0000058685464,0.00048639043,0.881413,0.004368734,0.00006551823,0.000007994508,0.00008087236],"study_design_scores_gemma":[0.00023230803,0.0000186059,0.2272618,0.00006561074,0.00012651426,0.0000057909083,0.000016919741,0.7708345,0.0010648877,0.000007493518,0.00023338242,0.00013218868],"about_ca_topic_score_codex":0.000121788944,"about_ca_topic_score_gemma":0.000065192624,"teacher_disagreement_score":0.17812379,"about_ca_system_score_codex":0.00003330459,"about_ca_system_score_gemma":0.000008499339,"threshold_uncertainty_score":0.56247723},"labels":[],"label_agreement":null},{"id":"W2138930859","doi":"10.2118/02-07-ge","title":"Embracing Today's Interpretation Technologies","year":2002,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Borehole; Petroleum engineering; Oil shale; Drilling fluid; Drilling; Geology; Pore water pressure; Petroleum industry; Anisotropy; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.005161099483309874,"score_gpt":0.1640742493926469,"score_spread":0.15891314990933703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2138930859","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62061864,0.047488682,0.0991706,0.02334549,0.009012733,0.00027430046,0.000027630489,0.0061642,0.19389771],"genre_scores_gemma":[0.99775946,0.00046454027,0.0015468542,0.000024287521,0.00006979572,0.000002355509,3.1720327e-7,0.000029233654,0.000103148916],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991509,0.0000047412423,0.00033052583,0.00007735573,0.00010188514,0.00033463418],"domain_scores_gemma":[0.9995773,0.00002022565,0.000069871465,0.00017537075,0.00005961777,0.00009762627],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010088876,0.00013157602,0.00022865055,0.0040356577,0.00004147439,0.000027136604,0.00030546822,0.00024104083,0.000035847464],"category_scores_gemma":[0.00010299979,0.00013376396,0.000067149325,0.0007828665,0.00004667657,0.00015196663,0.0000114397835,0.0005365612,0.00003645057],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008621987,0.000019844067,0.0006742316,0.000110501525,0.00027665135,0.0005391888,0.00037754397,0.6467096,0.0112702465,0.006937543,0.020356752,0.31271923],"study_design_scores_gemma":[0.0006664913,0.0002858837,0.00014926353,0.0003655576,0.00006229322,0.0017354274,0.001040093,0.62723994,0.019776175,0.0056177033,0.34246603,0.00059511146],"about_ca_topic_score_codex":0.00016846847,"about_ca_topic_score_gemma":0.0023775927,"teacher_disagreement_score":0.37714082,"about_ca_system_score_codex":0.00022042655,"about_ca_system_score_gemma":0.000021456235,"threshold_uncertainty_score":0.5454736},"labels":[],"label_agreement":null},{"id":"W2139372201","doi":"10.1017/s003224740300295x","title":"Peel-Caribou Staging Area, Yukon Territory: assessment and remediation of DDT and other contaminants along a riverbank","year":2003,"lang":"en","type":"article","venue":"Polar Record","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Aboriginal Affairs Northern Dev Canada; Royal Roads University","funders":"Royal Roads University; Shell Canada; U.S. Environmental Protection Agency","keywords":"Environmental remediation; Environmental science; Debris; Geology; Hydrology (agriculture); Contamination; Soil water; Test site; Drilling; Overburden; Mining engineering; Oceanography; Geotechnical engineering; Soil science; Ecology","score_opus":0.011223399379602097,"score_gpt":0.21998718442700668,"score_spread":0.2087637850474046,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139372201","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9749706,0.0008378306,0.0217549,0.000008420214,0.00042655403,0.000101388825,0.00001933585,0.00009229399,0.0017887009],"genre_scores_gemma":[0.9969686,0.0001595927,0.0027436411,0.000009207765,0.00004088993,0.000004872071,0.000004589825,0.000030114832,0.00003849129],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943167,0.00002025681,0.00016675692,0.0001271889,0.000093976814,0.00016015006],"domain_scores_gemma":[0.9997375,0.000043157677,0.00003433078,0.000109668385,0.000014811519,0.000060523762],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018802505,0.00012000031,0.00016773779,0.00007877274,0.000033170614,0.000023945753,0.000033571647,0.000053978023,0.000009900264],"category_scores_gemma":[0.000019497082,0.00012612334,0.000020462074,0.000052673215,0.00001828293,0.00009369378,0.000009935739,0.00011136022,8.8157077e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000073554115,0.00003131802,0.91578484,0.000414812,0.0001387077,0.000010934624,0.0012624245,0.00363409,0.0153306285,0.0008964719,0.00024397527,0.062244423],"study_design_scores_gemma":[0.0028301477,0.00026458155,0.42771932,0.0008948443,0.00019320266,0.000045952766,0.0006479554,0.43987012,0.02419135,0.00078650936,0.10119793,0.001358077],"about_ca_topic_score_codex":0.00028024078,"about_ca_topic_score_gemma":0.00008207037,"teacher_disagreement_score":0.4880655,"about_ca_system_score_codex":0.000046283243,"about_ca_system_score_gemma":0.000010053179,"threshold_uncertainty_score":0.5143161},"labels":[],"label_agreement":null},{"id":"W2139463812","doi":"10.1115/1.1879044","title":"Surfactant-Enhanced Treatment of Oil-Based Drill Cuttings","year":2004,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":70,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pulmonary surfactant; Drill cuttings; Chemistry; Contact angle; Alcohol; Pulp and paper industry; Chemical engineering; Organic chemistry; Materials science; Drilling fluid; Drilling; Engineering; Metallurgy; Biochemistry","score_opus":0.0037604220340182234,"score_gpt":0.17934589694804845,"score_spread":0.17558547491403023,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139463812","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9642694,0.0029908118,0.030662742,0.00021260187,0.00023192303,0.000012472019,0.0000017254661,0.00023786897,0.0013804468],"genre_scores_gemma":[0.99489844,0.00083373085,0.004058613,0.0000104182955,0.00008922641,0.0000022619292,7.673205e-7,0.00003817662,0.00006838779],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99902457,0.0000069252415,0.0004745795,0.0000962578,0.0001471367,0.00025054268],"domain_scores_gemma":[0.999429,0.00004124247,0.00018216038,0.00019969401,0.000084009574,0.00006387976],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000665371,0.00018114503,0.00041920075,0.0005593242,0.00002650748,0.00000845186,0.00021231743,0.00019972646,0.000007909468],"category_scores_gemma":[0.000025578964,0.00015355651,0.0001472299,0.0003715727,0.00006893462,0.0000476879,0.000009381909,0.00013644836,0.00000157278],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018779567,0.000059935403,0.00009326613,0.000026989745,0.00010349736,0.000034698976,0.000102716294,0.8949906,0.08327929,0.00028650567,0.000012808763,0.020990886],"study_design_scores_gemma":[0.0016426592,0.00076685834,0.000038010905,0.00022887465,0.000051027448,0.00009963694,0.00007705976,0.0072349114,0.92498785,0.0005251474,0.0641357,0.00021225009],"about_ca_topic_score_codex":0.00001609214,"about_ca_topic_score_gemma":0.000008373905,"teacher_disagreement_score":0.8877557,"about_ca_system_score_codex":0.0001462162,"about_ca_system_score_gemma":0.000026402195,"threshold_uncertainty_score":0.6261853},"labels":[],"label_agreement":null},{"id":"W2139559885","doi":"10.3968/6659","title":"Mechanistic Modeling of Upward Gas-Liquid Flow in Deviated Wells","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Underbalanced drilling; Petroleum engineering; Flow (mathematics); Wellbore; Drilling; Data flow model; Engineering; Mechanics; Drilling fluid; Mechanical engineering","score_opus":0.023174220530346668,"score_gpt":0.22480590921959015,"score_spread":0.20163168868924347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2139559885","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049573485,0.0024580644,0.9465829,0.000019304809,0.0003328549,0.00007090606,0.0000010732285,0.000102073325,0.0008593272],"genre_scores_gemma":[0.97865963,0.0015281702,0.019716354,0.000009283016,0.000013627451,0.00003161586,0.000016353706,0.00001725304,0.000007704072],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991966,0.000011935141,0.0003553285,0.00013101133,0.00013703248,0.00016809808],"domain_scores_gemma":[0.9997979,0.000016185706,0.000022618036,0.00007129242,0.000030333413,0.000061703424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002272465,0.00012350139,0.0001804139,0.00020019538,0.000012918267,0.000010447652,0.000052205694,0.000042018382,0.0000026480416],"category_scores_gemma":[0.00002537176,0.0001311136,0.0000090224285,0.00015772473,0.000007378854,0.00036179897,0.00001683666,0.00008607224,0.0000080311775],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001947077,0.000010814243,0.0000761584,0.000059856848,0.0000035433686,0.000002853615,0.0011255526,0.99359447,0.00014812266,0.00013432346,0.0000033987517,0.004821412],"study_design_scores_gemma":[0.00046576816,0.000026788937,0.0000051929087,0.00012457409,0.0000013486659,0.0000011212617,0.00044372882,0.99256,0.003792594,0.00056830695,0.0018606222,0.00014990417],"about_ca_topic_score_codex":0.0000039181305,"about_ca_topic_score_gemma":0.000060248694,"teacher_disagreement_score":0.92908615,"about_ca_system_score_codex":0.00009864428,"about_ca_system_score_gemma":0.000034217646,"threshold_uncertainty_score":0.53466576},"labels":[],"label_agreement":null},{"id":"W2140194902","doi":"10.1557/proc-985-0985-nn13-02","title":"The Effects of Dry Density and Porewater Salinity on the Physical and Microbiological Characteristics of Compacted 100% Bentonite","year":2006,"lang":"en","type":"article","venue":"MRS Proceedings","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ontario Power Generation; Atomic Energy (Canada)","funders":"","keywords":"Bentonite; Salinity; Materials science; Swelling; Geotechnical engineering; Composite material; Geology; Ecology; Biology","score_opus":0.004090798878127423,"score_gpt":0.1732286966608505,"score_spread":0.1691378977827231,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2140194902","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9994803,0.000069539376,0.00004360244,0.00003047815,0.00006342713,0.00009930551,0.00000412236,0.000053373977,0.00015586716],"genre_scores_gemma":[0.999817,0.000046680685,0.000035756468,0.00000920184,0.000059417922,0.000002582262,0.0000026028333,0.000011068068,0.000015694104],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9995868,0.000004475873,0.00013034693,0.000084632666,0.000059299655,0.00013444925],"domain_scores_gemma":[0.9996484,0.00020371021,0.000036923677,0.000050185852,0.000037279595,0.000023496164],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010907503,0.00010847908,0.00017221805,0.000019519885,0.00005735924,0.000024081732,0.000061659586,0.00004682752,3.7132332e-7],"category_scores_gemma":[0.000044032957,0.000060019986,0.000026917958,0.00005546056,0.00011308218,0.000023465294,0.000026865137,0.00013972404,5.937392e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033002245,0.000052962358,0.03215723,0.0005170964,0.000052461754,0.0000012550105,0.000631987,0.00011017634,0.9630812,0.0019133708,0.00021265977,0.0012366176],"study_design_scores_gemma":[0.00027119563,0.00013945438,0.39509302,0.00017168118,0.000042974916,0.00000399807,0.000031612053,0.01584533,0.5874388,0.00047338638,0.00032098178,0.00016750889],"about_ca_topic_score_codex":0.000012368794,"about_ca_topic_score_gemma":4.9903053e-7,"teacher_disagreement_score":0.37564233,"about_ca_system_score_codex":0.0000078524035,"about_ca_system_score_gemma":0.0000014903592,"threshold_uncertainty_score":0.2447544},"labels":[],"label_agreement":null},{"id":"W2141402903","doi":"10.1061/(asce)0733-9402(2010)136:2(50)","title":"Numerical Simulation Software for Oil Sand Slurry Flow in Flexible Pipelines","year":2010,"lang":"en","type":"article","venue":"Journal of Energy Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pipeline transport; Software; Engineering; Truck; Hydraulic machinery; Slurry; Petroleum engineering; Simulation; Marine engineering; Computer science; Mechanical engineering; Automotive engineering","score_opus":0.00653936342706734,"score_gpt":0.21093858742311486,"score_spread":0.2043992239960475,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2141402903","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06850556,0.0006091301,0.92787504,0.000018587216,0.002617543,0.00002109331,0.0000033923745,0.00021274046,0.00013689237],"genre_scores_gemma":[0.9463009,0.0000730802,0.052478045,0.000010144992,0.0009926293,0.0000066750777,0.0000045027205,0.00007688916,0.000057095476],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989488,0.00000394431,0.0004930485,0.00010010762,0.00015843648,0.00029567722],"domain_scores_gemma":[0.99934494,0.00023407167,0.000056783036,0.00012690644,0.00011499427,0.00012226996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021709739,0.00019748195,0.0003041603,0.0003345379,0.00002524342,0.00003641167,0.00014991975,0.00013900605,0.000011415667],"category_scores_gemma":[0.0002979634,0.00019839128,0.00011889426,0.00028518768,0.000006346456,0.00023225839,0.000009383441,0.00036622383,0.0000010528444],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011176778,0.000012788493,0.00010372995,0.0000983681,0.000025737556,0.000008941388,0.00004137614,0.96991956,0.007798161,0.00004914713,0.000088482455,0.021842502],"study_design_scores_gemma":[0.00049017835,0.000027119795,0.00013646441,0.000115945295,0.000012426819,0.000029184934,0.0000033527663,0.9710592,0.010972424,0.000041948588,0.016898397,0.00021336162],"about_ca_topic_score_codex":0.0000041980265,"about_ca_topic_score_gemma":0.0000031307575,"teacher_disagreement_score":0.8777954,"about_ca_system_score_codex":0.000048862017,"about_ca_system_score_gemma":0.000022955568,"threshold_uncertainty_score":0.80901617},"labels":[],"label_agreement":null},{"id":"W2142383323","doi":"10.2118/166123-ms","title":"The Development of a Geopolymer-Based Pill as an Engineered Solution to Lost Circulation","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"PQ Corporation (Canada)","funders":"","keywords":"Lost circulation; Geopolymer; Materials science; Drilling fluid; Inert; Viscosity; Petroleum engineering; Composite material; Drilling; Chemical engineering; Chemistry; Metallurgy; Compressive strength; Geology; Engineering; Organic chemistry","score_opus":0.014395464803876401,"score_gpt":0.22735753803219463,"score_spread":0.21296207322831823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142383323","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71395785,0.00006133892,0.28404635,0.00015543945,0.0000800426,0.00025359754,0.0000066189473,0.00024303891,0.0011957034],"genre_scores_gemma":[0.9970773,0.000014172287,0.0027592205,0.00001924709,0.000035198045,0.00003549082,0.000026580754,0.000014666849,0.000018133604],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992739,0.000009979297,0.00024437092,0.0001358905,0.00013860759,0.00019723231],"domain_scores_gemma":[0.9995987,0.000033403696,0.000020528307,0.00014400964,0.000100658195,0.00010271963],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013515931,0.00011848227,0.00011137103,0.00007042304,0.00008077561,0.000044979115,0.00007823456,0.00008617792,0.000032223368],"category_scores_gemma":[0.000027454038,0.00010012485,0.000023293649,0.0001299097,0.00003106516,0.00018296907,0.000016917173,0.00010227337,0.000060134684],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048419457,0.00012366073,0.00019694681,0.00025004474,0.000046859772,0.0000021437893,0.0017264643,0.107891,0.6654214,0.011806695,0.001085872,0.21140048],"study_design_scores_gemma":[0.0007396299,0.00044809823,0.022018015,0.00044321507,0.000032317017,0.00001203884,0.00069935515,0.7192352,0.24669826,0.0049439208,0.003812336,0.00091760955],"about_ca_topic_score_codex":0.000031759813,"about_ca_topic_score_gemma":0.000033414937,"teacher_disagreement_score":0.6113442,"about_ca_system_score_codex":0.000032732696,"about_ca_system_score_gemma":0.00002749305,"threshold_uncertainty_score":0.4082973},"labels":[],"label_agreement":null},{"id":"W2142770811","doi":"10.2118/107453-ms","title":"Using Neural Network System for Casing Collapse Occurrence and Its Depth Prediction in a Middle-Eastern Carbonate Field","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Casing; Workover; Artificial neural network; Geology; Petroleum engineering; Oil field; Carbonate; Completion (oil and gas wells); Geotechnical engineering; Compaction; Field (mathematics); Mining engineering; Engineering; Computer science; Artificial intelligence; Mathematics; Materials science","score_opus":0.03423595023475321,"score_gpt":0.23506410778170267,"score_spread":0.20082815754694947,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2142770811","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8308554,0.0007830067,0.16573523,0.0000039650704,0.0010771774,0.00022169125,0.000006441056,0.00029194332,0.0010250831],"genre_scores_gemma":[0.9985375,0.0000062102977,0.0012388275,0.000007795273,0.00016307259,0.000006113854,0.0000030664928,0.000018721024,0.000018692675],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923676,0.0000057022,0.00022270512,0.00013882175,0.00006756685,0.00032841295],"domain_scores_gemma":[0.9997225,0.000105427345,0.000017134518,0.00006864513,0.00001939276,0.00006693314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022670775,0.0001253662,0.00013982067,0.00008268853,0.00004010742,0.00003057525,0.0000423297,0.00007810258,7.6576106e-7],"category_scores_gemma":[0.000012470938,0.00013317273,0.000023722747,0.00016695909,0.00000373139,0.00009000881,0.000012960105,0.00010170453,4.367396e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012305861,0.0000019698589,0.005798953,0.0003253276,0.0000084726935,0.0000093871595,0.000113084374,0.99193513,0.0004332393,0.000104564904,0.000011127466,0.0012464046],"study_design_scores_gemma":[0.0002770916,0.000019650663,0.0004378025,0.00027154808,0.000011129974,0.000028761728,0.00009131252,0.9974555,0.0012138681,0.000003919044,0.0000620088,0.0001274261],"about_ca_topic_score_codex":0.000029312634,"about_ca_topic_score_gemma":0.000122040416,"teacher_disagreement_score":0.16768204,"about_ca_system_score_codex":0.00006987386,"about_ca_system_score_gemma":0.0000054840452,"threshold_uncertainty_score":0.5430626},"labels":[],"label_agreement":null},{"id":"W2143805281","doi":"10.2118/105405-ms","title":"Assuring Stability in Extended-Reach Wells—Analyses, Practices, and Mitigations","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Borehole; Wellbore; Geology; Pace; Petroleum engineering; Stability (learning theory); Engineering; Computer science; Geotechnical engineering; Geodesy","score_opus":0.042414796117038696,"score_gpt":0.30298725530160725,"score_spread":0.26057245918456856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2143805281","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80577856,0.001344856,0.1321315,0.000056677567,0.00021236633,0.00012991003,0.000002540467,0.00057003484,0.059773546],"genre_scores_gemma":[0.9936236,0.00010136279,0.006118224,0.000011273189,0.00004604585,0.0000033122385,0.0000043823784,0.000020507043,0.00007128698],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992345,0.000010948252,0.00023750753,0.00015824496,0.00010432219,0.00025450674],"domain_scores_gemma":[0.9995041,0.00019354145,0.000028458724,0.00016753539,0.000017006898,0.000089354406],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006119879,0.00011439358,0.0001282727,0.00013426926,0.000029475304,0.000034186683,0.00005673626,0.00006187693,0.00004992586],"category_scores_gemma":[0.00010793731,0.00011710643,0.000023820598,0.0002395023,0.000016126363,0.0001991539,0.000016079082,0.00020193133,0.000009793624],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017536438,0.00020915458,0.0773616,0.0007023026,0.00021286224,0.00009095561,0.0016693616,0.7991672,0.08227009,0.0034005088,0.0005201543,0.034378245],"study_design_scores_gemma":[0.000571741,0.000022001217,0.12947233,0.000082514576,0.00004744308,0.000027736936,0.00078511034,0.7903102,0.068887465,0.00042378588,0.008762364,0.0006073241],"about_ca_topic_score_codex":0.00024144263,"about_ca_topic_score_gemma":0.00049130793,"teacher_disagreement_score":0.18784504,"about_ca_system_score_codex":0.00006154765,"about_ca_system_score_gemma":0.0000072710345,"threshold_uncertainty_score":0.4775462},"labels":[],"label_agreement":null},{"id":"W2146153217","doi":"10.2118/130441-pa","title":"Protocols for Slotted Liner Design for Optimum SAGD Operation","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":82,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Infill; Pressure drop; Petroleum engineering; Geotechnical engineering; Geology; Engineering; Structural engineering; Mechanics","score_opus":0.01662360520445972,"score_gpt":0.234687623264326,"score_spread":0.21806401805986628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2146153217","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.003366361,0.00024257856,0.99000484,0.0032461975,0.00031737244,0.002336882,0.000015730016,0.00018057162,0.00028944152],"genre_scores_gemma":[0.841199,0.000043279186,0.15666154,0.00019157297,0.000512585,0.0010975387,0.0000061759597,0.000070263144,0.00021808984],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911183,0.0000051968473,0.00036021086,0.00008698818,0.00007070299,0.00036509315],"domain_scores_gemma":[0.99946505,0.00003561378,0.00006565092,0.00013299908,0.00014104732,0.00015966228],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026355393,0.00013588341,0.0002576552,0.0015926128,0.000058660644,0.00003613615,0.00021962766,0.00022653097,0.0000054283105],"category_scores_gemma":[0.00010081149,0.00013410114,0.000087097775,0.00027466763,0.00001333447,0.000106775784,0.000002083727,0.00021808893,0.0000021389733],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026429954,0.000008684096,0.000010788731,0.000028917879,0.000042046515,0.000009740939,0.000016539892,0.9616554,0.0130500095,0.0013536866,0.010778751,0.013019028],"study_design_scores_gemma":[0.0013958862,0.0010604365,0.00003626748,0.00010629271,0.00003196224,0.00012365186,0.000021641665,0.6449626,0.023535969,0.0016145877,0.32686704,0.00024364477],"about_ca_topic_score_codex":0.000038474227,"about_ca_topic_score_gemma":0.0005104449,"teacher_disagreement_score":0.8378326,"about_ca_system_score_codex":0.00019424318,"about_ca_system_score_gemma":0.00015521675,"threshold_uncertainty_score":0.54684854},"labels":[],"label_agreement":null},{"id":"W2147128792","doi":"10.3968/j.est.1923847920120301.178","title":"Rheological Characterization of Shale – Mud Interactions","year":2012,"lang":"en","type":"article","venue":"Energy science and technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Oil shale; Rheology; Niger delta; Drilling; Petroleum engineering; Geology; Oil field; Geotechnical engineering; Mining engineering; Delta; Engineering; Materials science; Mechanical engineering; Composite material; Paleontology","score_opus":0.0055697512262785406,"score_gpt":0.18924794932576045,"score_spread":0.1836781980994819,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147128792","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96571416,0.00012025556,0.031181332,0.00006278737,0.0003525927,0.000010908233,8.3321504e-7,0.0002422283,0.0023148807],"genre_scores_gemma":[0.99942297,0.000074019415,0.00038877482,0.0000074664886,0.000027500979,0.0000044908443,0.0000012118779,0.000003760786,0.00006981835],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99965435,0.0000013880159,0.00007012841,0.00006278877,0.000054761935,0.00015656553],"domain_scores_gemma":[0.99983865,0.0000073942238,0.000014731025,0.00007974918,0.000027729166,0.00003177122],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008158872,0.00004368891,0.000061002873,0.00023157861,0.00003868013,0.00000502211,0.00008226315,0.000043226384,0.000011086471],"category_scores_gemma":[0.000033482815,0.00003940574,0.0000059338436,0.000510708,0.00018170515,0.00018182557,0.000029352395,0.00005213794,0.0000024334024],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.4037228e-7,0.000011505307,0.0029066738,0.0000044432086,0.0000035148807,3.1686767e-7,0.000043569697,0.0005767393,0.8559471,0.11637648,0.000009762037,0.024119604],"study_design_scores_gemma":[0.000097560514,0.000037789887,0.00990422,0.000023486391,0.0000064553074,0.000055337536,0.000061981365,0.11561021,0.84105086,0.00069828075,0.032263454,0.00019036756],"about_ca_topic_score_codex":0.000002105304,"about_ca_topic_score_gemma":5.772573e-7,"teacher_disagreement_score":0.1156782,"about_ca_system_score_codex":0.00001201933,"about_ca_system_score_gemma":0.000005269824,"threshold_uncertainty_score":0.16069195},"labels":[],"label_agreement":null},{"id":"W2147935227","doi":"10.5539/mas.v4n12p3","title":"Development of an Intelligent System for the Analysis of both Static and Real-time Oil and Gas Well Drilling Data","year":2010,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Drilling; Computer science; Drilling engineering; Server; Software; Petroleum engineering; Web server; Drilling fluid; Real-time data; Systems engineering; Operating system; Engineering; Mechanical engineering; The Internet","score_opus":0.01709318533548539,"score_gpt":0.23096617911854456,"score_spread":0.21387299378305916,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2147935227","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5780325,0.000045788885,0.42138982,0.000002650487,0.000050488805,0.000058981062,0.000013052171,0.00004724514,0.00035944587],"genre_scores_gemma":[0.9487808,0.000056920842,0.051115632,0.0000010852182,0.0000088156385,0.000008826211,0.000007823032,0.0000111650925,0.000008961564],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991635,0.000002196249,0.00023917157,0.0002358799,0.00018634368,0.0001729284],"domain_scores_gemma":[0.999324,0.000099009245,0.000045462115,0.0004371778,0.000025217605,0.00006909819],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00092565495,0.00009446336,0.00019521169,0.00012417808,0.00010226425,0.000038506172,0.00036358216,0.00002468107,0.0000013543441],"category_scores_gemma":[0.000010031476,0.00007276095,0.0000121573175,0.00032775445,0.00013001636,0.00008141324,0.000087667104,0.000058004418,4.311638e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003314776,0.000005969784,0.000014403762,0.00018552077,0.0000670209,8.8309825e-8,0.0016454223,0.2964982,0.6289729,0.0003003734,8.564313e-7,0.07230593],"study_design_scores_gemma":[0.00005614252,0.0000031387071,0.00014501151,0.000017920536,0.00008947233,5.9628e-7,0.00017107424,0.9661201,0.033199728,0.000025423738,0.00008941991,0.00008197439],"about_ca_topic_score_codex":0.000017641343,"about_ca_topic_score_gemma":0.000040037034,"teacher_disagreement_score":0.6696219,"about_ca_system_score_codex":0.000015526539,"about_ca_system_score_gemma":0.000029857705,"threshold_uncertainty_score":0.29671055},"labels":[],"label_agreement":null},{"id":"W2148324673","doi":"10.2118/106817-pa","title":"Evaluation of the Potential for Gas and CO2 Leakage Along Wellbores","year":2009,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":349,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Casing; Wellbore; Petroleum engineering; Leakage (economics); Drilling; Petroleum; Fossil fuel; Engineering; Mining engineering; Environmental science; Geology; Geotechnical engineering; Waste management; Mechanical engineering","score_opus":0.016038496657353962,"score_gpt":0.22943254402852337,"score_spread":0.2133940473711694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2148324673","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81597877,0.0006087252,0.18171231,0.0001164798,0.0005406107,0.00029993764,0.000009265206,0.0001223449,0.000611565],"genre_scores_gemma":[0.9985695,0.00007195218,0.0011256902,0.000011744783,0.0001724367,0.0000057810057,0.00001813598,0.000016649941,0.000008115847],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924296,0.000023647892,0.00018777033,0.00011473462,0.00028309977,0.00014777962],"domain_scores_gemma":[0.9996437,0.00003800396,0.00003645254,0.00014409276,0.00011181248,0.000025974805],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00055358285,0.00010337488,0.00012648973,0.000051869894,0.00007818934,0.000023124001,0.00007390532,0.000047446574,0.0000066815683],"category_scores_gemma":[0.00005915423,0.00009050341,0.00006097956,0.000088516936,0.000020665213,0.000054840133,0.000007642181,0.000074450945,0.0000017255275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038728244,0.000006237679,0.00006944415,0.00003276193,0.000015379324,1.0329235e-7,0.00008767823,0.9526544,0.029834898,0.00057736645,0.000102900245,0.016614916],"study_design_scores_gemma":[0.0003567087,0.000027743385,0.011088185,0.00007217246,0.00008424493,0.0000035281605,0.000018328577,0.9711216,0.012928163,0.0035618774,0.0006321131,0.00010529683],"about_ca_topic_score_codex":0.000010434597,"about_ca_topic_score_gemma":0.000008034108,"teacher_disagreement_score":0.18259074,"about_ca_system_score_codex":0.000039677547,"about_ca_system_score_gemma":0.000009071089,"threshold_uncertainty_score":0.3690622},"labels":[],"label_agreement":null},{"id":"W2151646028","doi":"10.1007/s11012-014-9942-9","title":"Torsional vibration analysis of push-the-bit rotary steerable drilling system","year":2014,"lang":"en","type":"article","venue":"Meccanica","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Vibration; Torsional vibration; Drill bit; Drill; Drill string; Drilling; Rotational speed; Acoustics; Engineering; Structural engineering; Computer science; Mechanical engineering; Physics","score_opus":0.0029661423986842785,"score_gpt":0.15132338878755144,"score_spread":0.14835724638886716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2151646028","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28419682,0.00047758137,0.6968517,0.00010745574,0.0012027883,0.000182946,0.000018545066,0.00072726246,0.016234927],"genre_scores_gemma":[0.9985901,0.000010189271,0.0010737932,0.000013012853,0.00017532827,0.00000897952,0.000020128839,0.000023523875,0.00008493583],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920607,0.000025298563,0.00027686261,0.00012723221,0.00019026613,0.00017428664],"domain_scores_gemma":[0.9994762,0.00011148816,0.000037829926,0.00029121336,0.00003275884,0.000050497678],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031878485,0.00011478506,0.00024961273,0.00013361416,0.00006315374,0.000022137467,0.00015552236,0.00005777158,0.000043106134],"category_scores_gemma":[0.000019024457,0.000095413285,0.00012544534,0.00048775983,0.0000115936955,0.00006773377,0.000017429782,0.00010477848,0.000017975479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017933174,0.000003866311,0.00021426298,0.000088390756,0.0002634981,3.296241e-7,0.0000787623,0.99284816,0.0038354704,0.0018924932,0.00023444807,0.00053854275],"study_design_scores_gemma":[0.00007867036,0.000011565705,0.0010232662,0.000059922844,0.00022200424,8.341309e-7,0.00003062717,0.98795056,0.004683514,0.000017154245,0.0058115707,0.000110317305],"about_ca_topic_score_codex":0.000043675875,"about_ca_topic_score_gemma":0.000014397531,"teacher_disagreement_score":0.7143933,"about_ca_system_score_codex":0.000052885476,"about_ca_system_score_gemma":0.0000073604897,"threshold_uncertainty_score":0.3890841},"labels":[],"label_agreement":null},{"id":"W2153650501","doi":"10.2118/86927-ms","title":"Optimization of Hole Cleaning in Vertical Wells Using Foam","year":2004,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling; Petroleum engineering; Drilling fluid; Wellbore; Volumetric flow rate; Flow (mathematics); Cutting; Materials science; Geotechnical engineering; Mechanical engineering; Mechanics; Geology; Engineering","score_opus":0.008827072250507738,"score_gpt":0.19582849728529414,"score_spread":0.1870014250347864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2153650501","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29934257,0.000047558984,0.69755566,0.0000050384956,0.000092871276,0.000026970465,2.0376791e-7,0.0001083692,0.002820761],"genre_scores_gemma":[0.9569041,0.000014447421,0.043030776,0.00000582332,0.000019551195,5.5024486e-7,9.840109e-7,0.00001835872,0.000005418452],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996092,0.000002248471,0.00014415386,0.000059739195,0.000058033256,0.0001266283],"domain_scores_gemma":[0.9998825,0.000010184638,0.000004021965,0.00006838356,0.0000081159415,0.000026782898],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000050704275,0.00006087532,0.00008950782,0.000077104465,0.0000074836735,0.0000067268074,0.000038210135,0.00004105136,0.00001816194],"category_scores_gemma":[0.000009811809,0.0000654842,0.00001941399,0.00015009617,0.000007269499,0.000073089366,0.000007822738,0.00006407015,0.0000047256503],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.182665e-7,0.0000069811495,0.00012336318,0.000024513678,0.000003681776,0.0000015754459,0.00007207344,0.99429774,0.0048418203,0.0004548692,0.000002206205,0.00017024232],"study_design_scores_gemma":[0.00023101753,0.000006637299,0.00010896211,0.00006646717,0.0000031317609,0.0000012354759,0.00002431091,0.9707907,0.028636752,0.000040109982,0.000016665515,0.00007404025],"about_ca_topic_score_codex":0.000038774393,"about_ca_topic_score_gemma":0.000002934517,"teacher_disagreement_score":0.65756154,"about_ca_system_score_codex":0.000051657928,"about_ca_system_score_gemma":0.0000061163896,"threshold_uncertainty_score":0.26703683},"labels":[],"label_agreement":null},{"id":"W2155694532","doi":"10.1115/imece2013-62572","title":"Dynamic Analysis of Bottom Hole Assembly With External Vibrating Force Excitation","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland; Atlantic Canada Opportunities Agency","keywords":"Inertia; Computational fluid dynamics; Drilling; Vibration; Parametric statistics; Fluid dynamics; Dynamic pressure; Mechanical engineering; Flow (mathematics); Dynamic simulation; Drilling fluid; Mechanics; Computer science; Engineering; Simulation; Acoustics; Physics","score_opus":0.00319641883863037,"score_gpt":0.1841759934052899,"score_spread":0.18097957456665953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2155694532","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4926457,0.00003530475,0.505417,0.0000033713977,0.000023747842,0.000033464225,6.842124e-7,0.00012387626,0.0017168588],"genre_scores_gemma":[0.9655332,0.000007170348,0.034132853,0.000006128919,0.000008785045,0.000010436896,0.000007944893,0.000020772593,0.0002727283],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99948174,0.0000044683125,0.0001654093,0.00009091659,0.00011566628,0.00014179794],"domain_scores_gemma":[0.9997318,0.00003886136,0.000025354055,0.00012737013,0.00003632896,0.000040299274],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000052790434,0.00009540026,0.00015915514,0.00019409068,0.000016904633,0.000033674838,0.000063946,0.000033496093,0.00006678305],"category_scores_gemma":[0.000005410342,0.00008082962,0.000051945855,0.00043409472,0.0000075013013,0.00019868184,0.0000059422855,0.000070025315,0.000012965909],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.93071e-7,0.0000033190968,0.00095743,0.000026213222,0.00018126004,4.1546687e-7,0.000093627146,0.92349255,0.07368915,0.000094444746,0.000008118418,0.0014528868],"study_design_scores_gemma":[0.00008652642,0.000016442555,0.019979516,0.00002804378,0.000098872355,5.386592e-7,0.000073439325,0.97387075,0.005700408,0.000035248035,0.000003460013,0.000106720676],"about_ca_topic_score_codex":0.00008022473,"about_ca_topic_score_gemma":0.000029158198,"teacher_disagreement_score":0.4728875,"about_ca_system_score_codex":0.000020533897,"about_ca_system_score_gemma":0.0000035828407,"threshold_uncertainty_score":0.32961363},"labels":[],"label_agreement":null},{"id":"W2156527301","doi":"10.2172/793405","title":"3-D Cavern Enlargement Analyses","year":2002,"lang":"fr","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Geology; Geotechnical engineering; Finite element method; Mining engineering; Engineering; Structural engineering","score_opus":0.08874071664149683,"score_gpt":0.2868580625207258,"score_spread":0.198117345879229,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156527301","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00052357814,0.028998883,0.22703488,0.000059993574,0.010638423,0.00021825476,0.000045578814,0.0009576954,0.73152274],"genre_scores_gemma":[0.089504346,0.04203351,0.008840011,0.00003193253,0.003040084,0.00004395499,0.00016318631,0.0003813562,0.8559616],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99709845,0.000020089712,0.0007979079,0.0005159579,0.00073048397,0.0008371215],"domain_scores_gemma":[0.99872804,0.000079988895,0.00009936036,0.00067582505,0.00013132262,0.0002854618],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00027779237,0.0007504759,0.0008381596,0.00032818248,0.00008414597,0.00011430782,0.0002955506,0.00054237014,0.010201802],"category_scores_gemma":[0.000057675323,0.0007733693,0.00047637025,0.00035426312,0.00003296047,0.00010110457,0.00008459513,0.000698669,0.0031295456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.068724e-7,0.000047872683,0.000367021,0.0011994339,0.00094458583,0.00020187306,0.00011349399,0.9003657,0.00038012717,0.00016077215,0.04864768,0.04757093],"study_design_scores_gemma":[0.00013499171,0.000023432714,0.00014412633,0.00041607537,0.00035703834,0.00006912658,0.000027141426,0.26270264,0.002325144,0.000018642146,0.7330027,0.00077893515],"about_ca_topic_score_codex":0.0013164353,"about_ca_topic_score_gemma":0.00009796356,"teacher_disagreement_score":0.684355,"about_ca_system_score_codex":0.00075775204,"about_ca_system_score_gemma":0.00006576633,"threshold_uncertainty_score":0.9994717},"labels":[],"label_agreement":null},{"id":"W2156633999","doi":"10.2118/106829-pa","title":"Treatment of Hydrocarbon-Based Drilling Waste Using Supercritical Carbon Dioxide","year":2009,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Drilling fluid; Supercritical fluid; Supercritical fluid extraction; Extraction (chemistry); Waste management; Petroleum engineering; Supercritical carbon dioxide; Drilling; Process (computing); Carbon dioxide; Environmental science; Process engineering; Materials science; Chemistry; Engineering; Chromatography; Organic chemistry; Metallurgy","score_opus":0.01883890433597837,"score_gpt":0.2278137262864147,"score_spread":0.20897482195043632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156633999","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86287266,0.00058706745,0.13436522,0.000038996277,0.00046796104,0.00016038308,0.000007281799,0.00044489047,0.0010555155],"genre_scores_gemma":[0.99382234,0.00010656771,0.005565622,0.000012261571,0.00038413776,0.000004079864,0.00003732865,0.00006291612,0.000004744931],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99844474,0.000026838801,0.00048102098,0.00028753158,0.00027966686,0.0004801813],"domain_scores_gemma":[0.9993493,0.000110541325,0.000023492652,0.00032539212,0.000057822825,0.00013343767],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000103348124,0.00033547435,0.00047875228,0.00023351921,0.00007086816,0.000027233935,0.00011255089,0.00012825034,0.000007072151],"category_scores_gemma":[0.000024490364,0.00035506126,0.00017965722,0.00027233295,0.00003956759,0.0000675765,0.0000059007066,0.00013137376,0.000004216256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010489133,0.000042442527,0.00035539828,0.00004434812,0.000022618047,0.000009439006,0.00010229725,0.7582322,0.24002047,0.00018300356,8.388534e-7,0.00097650714],"study_design_scores_gemma":[0.00046489938,0.00016302786,0.00019836979,0.00015935871,0.000057702135,0.000009703868,0.000026801936,0.8114886,0.18680318,0.00014717974,0.00019478491,0.00028639365],"about_ca_topic_score_codex":0.0000987513,"about_ca_topic_score_gemma":0.0000061248147,"teacher_disagreement_score":0.13094966,"about_ca_system_score_codex":0.00029215464,"about_ca_system_score_gemma":0.000022554777,"threshold_uncertainty_score":0.99989015},"labels":[],"label_agreement":null},{"id":"W2156835112","doi":"10.1002/cjce.5450820413","title":"A Bench‐Scale Study of Conditioning Behaviour in Oil Sands Slurries","year":2004,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Syncrude (Canada); Devon Energy (Canada); Natural Resources Canada","funders":"China Electronics Technology Group Corporation; Syncrude","keywords":"Slurry; Conditioning; Asphalt; Mixing (physics); Oil sands; Materials science; Extraction (chemistry); Environmental science; Geotechnical engineering; Geology; Composite material; Chemistry; Chromatography; Mathematics","score_opus":0.004450399023371421,"score_gpt":0.17437265877822422,"score_spread":0.1699222597548528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2156835112","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9983813,0.0004319124,0.0006538883,0.00004833411,0.00028467702,0.000035729605,0.0000041528424,0.000028259052,0.00013171365],"genre_scores_gemma":[0.99953437,0.0000049227533,0.00031538226,0.000005503974,0.00009779792,0.000003615641,0.0000012906842,0.00003302101,0.0000041096155],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99904716,0.0000053796775,0.00042906828,0.000067380584,0.00016225407,0.0002887751],"domain_scores_gemma":[0.9995069,0.00004155897,0.000048424252,0.00013110261,0.00004909605,0.00022293799],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021376114,0.00014636127,0.00026524058,0.00025926615,0.000029977344,0.000031022137,0.00023941319,0.00006988097,0.000011291796],"category_scores_gemma":[0.00005489154,0.0001313534,0.000067033434,0.00028495933,0.000031978743,0.00010623669,0.00000831625,0.00046642913,9.993578e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019003429,0.000014259505,0.0009684203,0.000037265276,0.000030658033,0.000042727337,0.0019677216,0.98481286,0.01185913,0.000067066074,0.000012029806,0.00018596642],"study_design_scores_gemma":[0.012842032,0.00078724616,0.017090838,0.0043141614,0.000521336,0.0014655691,0.0037926973,0.28875035,0.66593647,0.0011095215,0.00071535155,0.0026744178],"about_ca_topic_score_codex":0.0012124453,"about_ca_topic_score_gemma":0.0012533444,"teacher_disagreement_score":0.6960625,"about_ca_system_score_codex":0.00022989065,"about_ca_system_score_gemma":0.000104354716,"threshold_uncertainty_score":0.5356436},"labels":[],"label_agreement":null},{"id":"W2157192194","doi":"10.1145/1878537.1878755","title":"The effect of weight on bit on the contact behavior of drillstring and wellbore","year":2010,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Vibration; Drill bit; Nonlinear system; Engineering; Drill; Bond graph; Structural engineering; Mechanics; Mechanical engineering; Acoustics; Mathematics; Physics","score_opus":0.0022022510886146843,"score_gpt":0.17315028981315045,"score_spread":0.17094803872453576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2157192194","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99050117,0.00006510805,0.00014763554,0.000032390817,0.00038014812,0.00014276161,0.000003117657,0.00007077087,0.008656893],"genre_scores_gemma":[0.9997807,0.000041413612,0.000027238742,0.0000037050652,0.00004335304,0.000011226848,5.9645225e-7,0.000019049874,0.00007272949],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99956745,0.000010542593,0.00012799821,0.00007012448,0.00010153311,0.00012232397],"domain_scores_gemma":[0.99910694,0.000605376,0.00001903998,0.00023094028,0.000009407106,0.000028271206],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021303218,0.00010799987,0.00012704081,0.000032948443,0.000044256834,0.000012682419,0.00010772621,0.000049418413,0.000018317598],"category_scores_gemma":[0.00003574101,0.0000521551,0.000044155262,0.000059475155,0.000028230856,0.00001738897,0.000012258215,0.0002193036,0.00000461783],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013015402,0.00006321637,0.033804648,0.00048714,0.00030245265,0.000011158661,0.00052389695,0.052864324,0.7645577,0.05791645,0.001858438,0.08748037],"study_design_scores_gemma":[0.00032004362,0.00027799976,0.008840486,0.00008905856,0.000032800202,0.0000026981234,0.000016976213,0.022052133,0.9651862,0.000018538001,0.003039044,0.00012401449],"about_ca_topic_score_codex":0.000015056979,"about_ca_topic_score_gemma":0.00001085117,"teacher_disagreement_score":0.20062846,"about_ca_system_score_codex":0.0000050565004,"about_ca_system_score_gemma":0.000001811887,"threshold_uncertainty_score":0.21268234},"labels":[],"label_agreement":null},{"id":"W2157389373","doi":"10.2118/147514-ms","title":"Assessment and Prediction of Erosion in Completion Systems under Hydraulic Fracturing Operations Using Computational Fluid Dynamics","year":2011,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Wellhead; Completion (oil and gas wells); Petroleum engineering; Hydraulic fracturing; Casing; Erosion; Computational fluid dynamics; Geology; Oil shale; Geotechnical engineering; Head (geology); Environmental science; Engineering","score_opus":0.03546957790897561,"score_gpt":0.2524167975408966,"score_spread":0.21694721963192096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2157389373","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51540804,0.000045857196,0.48389968,0.000007590112,0.000053830936,0.00009160666,0.00003141518,0.000074920776,0.00038703787],"genre_scores_gemma":[0.99606055,0.00010212892,0.0037054184,0.000005364692,0.000020962189,0.0000074627637,0.00008624455,0.000010604187,0.0000012876922],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939346,0.00001634021,0.00024823323,0.00013184521,0.000104567946,0.00010552536],"domain_scores_gemma":[0.9997992,0.000018864264,0.000019939143,0.000062787796,0.000060138264,0.000039061117],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013013004,0.000095994335,0.00014186255,0.000113332644,0.000045350534,0.000027070502,0.00002837169,0.00009229249,0.0000063546927],"category_scores_gemma":[0.000004519091,0.000100941594,0.000014487347,0.000087872126,0.000040167055,0.00025872682,0.000020237396,0.00013588503,4.580475e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047633093,0.000031550047,0.0017613769,0.00010795276,0.0000071346253,0.0000011115167,0.00017212023,0.9633831,0.020114094,0.013970065,0.000008112453,0.0004386156],"study_design_scores_gemma":[0.00017216368,0.000048942515,0.08654284,0.00020865859,0.00000907015,0.000012428594,0.0002101728,0.9113239,0.00037730785,0.0010080339,0.0000024838153,0.000084023406],"about_ca_topic_score_codex":0.00019106355,"about_ca_topic_score_gemma":0.000047129128,"teacher_disagreement_score":0.48065248,"about_ca_system_score_codex":0.00007935751,"about_ca_system_score_gemma":0.000012746357,"threshold_uncertainty_score":0.4116279},"labels":[],"label_agreement":null},{"id":"W2158477831","doi":"10.1109/tim.2002.808025","title":"Accuracy limitations of fog-based continuous measurement-while-drilling surveying instruments for horizontal wells","year":2002,"lang":"en","type":"article","venue":"IEEE Transactions on Instrumentation and Measurement","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":89,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Directional drilling; Accelerometer; Measurement while drilling; Instrumentation (computer programming); Drilling; Orientation (vector space); Accuracy and precision; Position (finance); Gyroscope; Term (time); Marine engineering; Horizontal position representation; Kalman filter; Calipers; Engineering; Simulation; Computer science; Geodesy; Geology; Mechanical engineering; Aerospace engineering; Artificial intelligence","score_opus":0.1064500653204873,"score_gpt":0.2281553864817612,"score_spread":0.1217053211612739,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2158477831","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11359542,0.00021185842,0.88287795,0.000068811314,0.0013819791,0.0007520952,0.00006287551,0.0002555646,0.0007934735],"genre_scores_gemma":[0.996132,0.00042172588,0.0031231907,0.00003604208,0.00003486211,0.00018083268,0.0000071325258,0.000053042004,0.000011155466],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981213,0.00003919949,0.00052117975,0.00025080703,0.000765821,0.00030164613],"domain_scores_gemma":[0.9991561,0.00011093927,0.00009608132,0.00017899237,0.00033086273,0.00012699905],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005750205,0.00026553968,0.00026648908,0.0002694667,0.00020363955,0.000056123707,0.00009031449,0.000084023726,0.000033476856],"category_scores_gemma":[0.0000390818,0.00029718623,0.00012947628,0.00020399509,0.00003609106,0.00022367918,6.9573537e-7,0.00015022513,0.000008357307],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057873076,0.00027266474,0.00021485957,0.0003191048,0.00031756973,4.1993505e-7,0.0006540933,0.44925147,0.07556679,0.00003847263,0.00014095448,0.47316572],"study_design_scores_gemma":[0.004945999,0.00048529208,0.00064304384,0.00050326635,0.00022644848,0.0000042915303,0.00059527927,0.5243457,0.4648479,0.000025132016,0.0027432805,0.0006343617],"about_ca_topic_score_codex":0.00003116993,"about_ca_topic_score_gemma":0.00006177195,"teacher_disagreement_score":0.8825366,"about_ca_system_score_codex":0.0003404042,"about_ca_system_score_gemma":0.000033261676,"threshold_uncertainty_score":0.999948},"labels":[],"label_agreement":null},{"id":"W2159235296","doi":"10.2118/78237-ms","title":"Geomechanical and Thermal Reservoir Simulation Demonstrates SAGD Enhancement Due to Shear Dilation","year":2002,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Oil sands; Permeability (electromagnetism); Asphalt; Geology; Geotechnical engineering; Shear stress; Petroleum engineering; Steam injection; Shear (geology); Enhanced oil recovery; Relative permeability; Steam-assisted gravity drainage; Materials science; Composite material; Porosity; Petrology; Chemistry","score_opus":0.015424714156863892,"score_gpt":0.2089889165794878,"score_spread":0.1935642024226239,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159235296","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6168143,0.00012155714,0.3784031,0.00006433749,0.00008109528,0.0000924421,5.67488e-7,0.00024343572,0.0041791443],"genre_scores_gemma":[0.9970157,0.000022086786,0.002613485,0.000023151568,0.00007119037,0.00000730205,0.0000022079662,0.000018127394,0.0002267402],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995016,0.000005590067,0.00013027171,0.00011149119,0.00008916349,0.00016189592],"domain_scores_gemma":[0.9997643,0.00004598447,0.0000056673107,0.00009547787,0.00001252912,0.00007600484],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007257839,0.0000922004,0.00008610056,0.00004967047,0.00003455844,0.00003212244,0.000036498186,0.000048717462,0.00022017711],"category_scores_gemma":[0.000013254926,0.00008852853,0.000015610633,0.00009020471,0.000004432799,0.0000955707,0.000013917103,0.00006561986,0.00008319297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014654936,0.00000580305,0.00003731496,0.000015181657,0.0000074754516,0.000001302733,0.000091687754,0.9800738,0.009718772,0.00014954351,0.00009032682,0.009807346],"study_design_scores_gemma":[0.00008996042,0.000027355607,0.0005726368,0.000018422026,0.0000038734306,0.0000012741813,0.000009272319,0.98647887,0.011716296,0.00003737676,0.00092965266,0.00011503752],"about_ca_topic_score_codex":0.000004729268,"about_ca_topic_score_gemma":0.0000025718157,"teacher_disagreement_score":0.3802014,"about_ca_system_score_codex":0.000022774053,"about_ca_system_score_gemma":7.935016e-7,"threshold_uncertainty_score":0.36100888},"labels":[],"label_agreement":null},{"id":"W2159820550","doi":"10.1115/fedsm2006-98563","title":"Enhancement of the Completion Efficiency of Perforation Tunnels in Petroleum Wells","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; University of Alberta","funders":"","keywords":"Perforation; Completion (oil and gas wells); Drilling fluid; Permeability (electromagnetism); Petroleum engineering; Drilling; Wellbore; Borehole; Materials science; Volumetric flow rate; Fluid dynamics; Porosity; Differential pressure; Geology; Geotechnical engineering; Composite material; Mechanics; Membrane; Metallurgy; Chemistry","score_opus":0.0035750739143068683,"score_gpt":0.16120630559580176,"score_spread":0.1576312316814949,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2159820550","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80614597,0.00006148994,0.18498981,0.000011475866,0.00013617572,0.000053891305,8.8686704e-7,0.000025095092,0.0085752],"genre_scores_gemma":[0.9995694,0.000008090846,0.00025700912,0.0000016212534,0.000016164788,0.0000023535436,0.0000020906105,0.0000056746735,0.00013756363],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99959433,0.000005151381,0.00018717913,0.00004396923,0.00009251161,0.00007686575],"domain_scores_gemma":[0.9998637,0.000012250883,0.000018906017,0.00008763665,0.000012071245,0.000005455707],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009003601,0.000048710073,0.00008022368,0.000044987384,0.000007968677,0.0000024277729,0.000054711578,0.00001922236,0.000028513257],"category_scores_gemma":[0.0000025041215,0.000037485777,0.000025246278,0.00011280664,0.000010377219,0.00002491002,0.0000065924546,0.0000388264,0.000002993019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.9631583e-7,0.000015689264,0.0010761189,0.00004207141,0.0000013259059,3.0706328e-8,0.000032010594,0.8978734,0.10019375,0.0006239037,0.00004385313,0.00009728073],"study_design_scores_gemma":[0.00009452999,0.000009736294,0.005923987,0.000031840922,0.0000017250388,1.4319122e-7,0.00001128127,0.6729999,0.3207086,0.000037199417,0.00014668833,0.00003433965],"about_ca_topic_score_codex":0.00008303256,"about_ca_topic_score_gemma":0.000014978795,"teacher_disagreement_score":0.22487345,"about_ca_system_score_codex":0.000022938566,"about_ca_system_score_gemma":0.0000031983714,"threshold_uncertainty_score":0.15286256},"labels":[],"label_agreement":null},{"id":"W2162391826","doi":"10.1109/tim.2007.903641","title":"Modeling of Observability During In-Drilling Alignment for Horizontal Directional Drilling","year":2007,"lang":"en","type":"article","venue":"IEEE Transactions on Instrumentation and Measurement","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Observability; Azimuth; Control theory (sociology); Inertial navigation system; Directional drilling; Process (computing); Observable; Computer science; Engineering; Control engineering; Drilling; Orientation (vector space); Artificial intelligence; Mathematics; Mechanical engineering; Physics; Geometry","score_opus":0.02881803203471123,"score_gpt":0.2256031529799786,"score_spread":0.19678512094526737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2162391826","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4679248,0.00004283142,0.53122884,0.000005346884,0.00048116027,0.00018370613,0.000005953103,0.000059584392,0.00006776481],"genre_scores_gemma":[0.99548143,0.0001074937,0.004286129,0.0000053414865,0.00003766099,0.000050615305,0.0000025504714,0.000024411882,0.0000043488135],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99882936,0.000009052204,0.00043800604,0.00018612194,0.00030864225,0.00022883722],"domain_scores_gemma":[0.99971825,0.000029496627,0.000026300111,0.000088605695,0.00006499984,0.00007235594],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005541255,0.00015203528,0.0001649452,0.00019789638,0.0000966266,0.000014425601,0.00003824083,0.00005939835,0.0000052999653],"category_scores_gemma":[0.0000039467973,0.00017323648,0.000070980495,0.00013158651,0.000014731916,0.0001224535,5.2789966e-7,0.000113458176,5.293301e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060187434,0.00005018254,0.0001380847,0.00016590557,0.000041029445,2.8181762e-7,0.0003691729,0.9229911,0.0650813,0.000022322614,3.0567048e-7,0.011080153],"study_design_scores_gemma":[0.0010511529,0.00005519389,0.0005307271,0.00015619122,0.00002253774,0.0000023504692,0.00038956103,0.62149286,0.37607282,0.000041004965,0.000020606722,0.00016499757],"about_ca_topic_score_codex":0.000041643994,"about_ca_topic_score_gemma":0.00016945905,"teacher_disagreement_score":0.52755666,"about_ca_system_score_codex":0.00036873372,"about_ca_system_score_gemma":0.000013460704,"threshold_uncertainty_score":0.7064378},"labels":[],"label_agreement":null},{"id":"W2163920398","doi":"10.1139/t02-017","title":"Coefficient of consolidation from the linear segment of the <i>t</i><sup>1/2</sup> curve: Discussion","year":2002,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Consolidation (business); Geotechnical engineering; Geology; Mathematics","score_opus":0.009831764501094816,"score_gpt":0.18679907924414432,"score_spread":0.1769673147430495,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2163920398","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6736701,0.005364327,0.3035643,0.011127894,0.0023659428,0.0009753347,0.00057571783,0.00028915462,0.0020671969],"genre_scores_gemma":[0.9993937,0.0001424734,0.00016982107,0.00007594967,0.00014652117,0.0000018404019,0.0000029777013,0.000018475708,0.000048218142],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990926,0.00003663525,0.0003392225,0.000078752215,0.00021909385,0.00023373046],"domain_scores_gemma":[0.9993557,0.00007432483,0.00005954121,0.000271413,0.000045767145,0.00019325147],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022631283,0.000107405634,0.00014741122,0.000056552282,0.00010769525,0.000019347679,0.00033714066,0.000094042196,0.00016106993],"category_scores_gemma":[0.000086471264,0.000055957127,0.00011090475,0.00020675555,0.000073439594,0.000037357997,0.000023502604,0.00045502486,0.0000084209],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.7041747e-7,0.000007940083,0.00013152463,0.0000069727776,0.00001945472,0.0000024044834,0.00019289105,0.9910891,0.00049397623,0.00003413161,0.003866909,0.0041538426],"study_design_scores_gemma":[0.00017040393,0.000015726127,0.0005605579,0.00017336987,0.000023190667,0.000022880602,0.00007274147,0.97110075,0.0019467929,0.00004277749,0.025781706,0.00008908538],"about_ca_topic_score_codex":0.0009777088,"about_ca_topic_score_gemma":0.00019868201,"teacher_disagreement_score":0.3257236,"about_ca_system_score_codex":0.00012013465,"about_ca_system_score_gemma":0.000045199624,"threshold_uncertainty_score":0.22818655},"labels":[],"label_agreement":null},{"id":"W2164459735","doi":"10.2118/07-12-tn3","title":"Effect of Sand Production on Casing Integrity","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BitCan (Canada)","funders":"","keywords":"Casing; Workover; Petroleum engineering; Oil field; Geotechnical engineering; Corrosion; Completion (oil and gas wells); Drilling; Geology; Engineering; Materials science; Metallurgy; Mechanical engineering","score_opus":0.0040549390161533465,"score_gpt":0.2018853344959941,"score_spread":0.19783039547984077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2164459735","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99151266,0.00048180274,0.003305827,0.0002599816,0.0011508114,0.00003445701,0.0000015573379,0.000070940354,0.0031819877],"genre_scores_gemma":[0.9993238,0.000058636386,0.00040888076,0.0000057117804,0.00016026187,4.2021873e-7,2.8563892e-7,0.000019856134,0.00002217068],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99925274,0.000009987657,0.0003017814,0.00006541331,0.000109321125,0.00026078854],"domain_scores_gemma":[0.9995608,0.000049934417,0.0000753969,0.00013286191,0.000056277728,0.0001247548],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074214715,0.00010787912,0.00024686378,0.002849091,0.000024979696,0.000005818169,0.00012962513,0.00017912866,0.0000049776936],"category_scores_gemma":[0.00020580682,0.00009752415,0.000060751117,0.0005308722,0.000036953992,0.000050023948,0.0000037438801,0.00063874014,0.000002980808],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017956363,0.00003117592,0.010935533,0.00047175022,0.0003320965,0.00062224886,0.00016625915,0.57081884,0.14612289,0.0012304045,0.0035621515,0.2655271],"study_design_scores_gemma":[0.00058613287,0.0012425499,0.00089836016,0.00039153546,0.000055762,0.0009931097,0.000054564636,0.0060322904,0.96462625,0.0001594467,0.024732474,0.00022752039],"about_ca_topic_score_codex":0.0006420127,"about_ca_topic_score_gemma":0.003986162,"teacher_disagreement_score":0.8185034,"about_ca_system_score_codex":0.00024115322,"about_ca_system_score_gemma":0.000043998753,"threshold_uncertainty_score":0.39769194},"labels":[],"label_agreement":null},{"id":"W2164820215","doi":"10.1115/omae2014-24083","title":"A Comparative Study of Hole Cleaning Performance — Water Versus Drag Reducing Fluid","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drag; Mechanics; Fluid dynamics; Materials science; Petroleum engineering; Geotechnical engineering; Geology; Physics","score_opus":0.01666870554428458,"score_gpt":0.21824020399087307,"score_spread":0.2015714984465885,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2164820215","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9699141,0.000017906345,0.0053757806,0.0000016715029,0.00043069114,0.00008362779,2.1188083e-7,0.00027220757,0.0239038],"genre_scores_gemma":[0.9993208,0.000003971907,0.00046465575,0.0000016715303,0.000071604605,0.0000060859084,0.000001835435,0.000021928361,0.000107449494],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993719,0.000011039463,0.00018486516,0.00011636351,0.00010917211,0.00020670168],"domain_scores_gemma":[0.9997106,0.00003785122,0.000010153462,0.00017971921,0.00002186315,0.000039813563],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014471568,0.000120177894,0.00020404991,0.00007121174,0.000042265598,0.000015320746,0.000094895906,0.000027690252,0.000024248007],"category_scores_gemma":[0.0000045744523,0.00009536481,0.000024480165,0.00008043592,0.000010389104,0.00009841818,0.000024530327,0.00010378725,0.00004880872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013564894,0.000023516912,0.00009603007,0.00003907241,0.000040844672,2.8817539e-7,0.004856538,0.97934365,0.0145531185,0.00002470441,0.00006378888,0.000944873],"study_design_scores_gemma":[0.0006801504,0.00023912617,0.00029554506,0.000030162633,0.0000129614245,4.647792e-7,0.000928209,0.8694299,0.12777528,9.713428e-7,0.00046944004,0.00013778039],"about_ca_topic_score_codex":0.00002160709,"about_ca_topic_score_gemma":0.0000046272094,"teacher_disagreement_score":0.11322217,"about_ca_system_score_codex":0.00002001649,"about_ca_system_score_gemma":0.0000016969784,"threshold_uncertainty_score":0.38888642},"labels":[],"label_agreement":null},{"id":"W2166236149","doi":"10.2118/92462-ms","title":"Development and Field Results of a Unique Drilling Fluid Designed for Heavy Oil Sands Drilling","year":2005,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Petroleum engineering; Drilling; Oil sands; Asphalt; Underbalanced drilling; Well drilling; Petroleum; Offshore drilling; Lost circulation; Geology; Waste management; Environmental science; Engineering; Materials science; Mechanical engineering","score_opus":0.011917827022958766,"score_gpt":0.20684553310995835,"score_spread":0.19492770608699958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2166236149","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18212959,0.0006268303,0.810417,0.00009659095,0.00015507356,0.00010241074,0.0000044246144,0.00040424967,0.006063813],"genre_scores_gemma":[0.7869651,0.00020628932,0.21221699,0.000035927933,0.00010777594,0.000018858733,0.000007755353,0.000034085566,0.00040727732],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990545,0.0000049111154,0.0004085554,0.00017106075,0.0000920094,0.00026897652],"domain_scores_gemma":[0.99949837,0.00021214731,0.000025984498,0.0001398004,0.000039699644,0.00008397968],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028806878,0.0001691398,0.00021993023,0.00010594303,0.000057025543,0.000022204384,0.00007772267,0.000103113074,0.0000054382112],"category_scores_gemma":[0.000053513988,0.00016571813,0.000043448326,0.00010013001,0.000009682767,0.00008446087,0.000016095299,0.000080448466,0.000002083071],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007480735,0.000015677555,0.000015826894,0.00034617324,0.0000715104,0.0000010718519,0.0014991815,0.8021642,0.055969622,0.0005459097,0.00052757014,0.13876848],"study_design_scores_gemma":[0.0005157776,0.00002657532,0.0000054740717,0.0001169837,0.000007952255,0.000002342016,0.000043042626,0.4134682,0.5516031,0.0000127151425,0.03401741,0.00018039829],"about_ca_topic_score_codex":0.000008076659,"about_ca_topic_score_gemma":0.0000231331,"teacher_disagreement_score":0.60483545,"about_ca_system_score_codex":0.00003722633,"about_ca_system_score_gemma":0.000019421404,"threshold_uncertainty_score":0.67577887},"labels":[],"label_agreement":null},{"id":"W2168455812","doi":"10.2118/106571-ms","title":"Methods of Using Logs To Quantify Drillability","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Lithology; Drilling; Geology; Well logging; Sonic logging; Geotechnical engineering; Mineralogy; Petroleum engineering; Petrology; Materials science","score_opus":0.032014936483747876,"score_gpt":0.3617534955156194,"score_spread":0.32973855903187155,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2168455812","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30312186,0.00006267873,0.6905674,0.000003507049,0.0003011048,0.0000418973,5.753833e-7,0.00019398374,0.005706992],"genre_scores_gemma":[0.6622779,0.0000018896211,0.337637,0.000007612423,0.000031138967,3.0094378e-7,2.59897e-7,0.000014961351,0.000028942812],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938315,0.0000087760145,0.00022699859,0.00009809874,0.000072690535,0.00021029834],"domain_scores_gemma":[0.99956864,0.0001151199,0.000009160521,0.00019383263,0.000029172697,0.00008405015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00079249684,0.000089757705,0.00015548064,0.00009879128,0.000012588795,0.000005680142,0.00007281331,0.000053875076,0.00003357895],"category_scores_gemma":[0.000058568352,0.00008743771,0.000044442568,0.00025492185,0.000010714775,0.00003347611,0.000017831871,0.000066224,0.000009338905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024254084,0.0000057371844,0.0011470201,0.00007168568,0.000015447993,8.280778e-7,0.00013179929,0.8080251,0.17197631,0.0006940939,0.000030125528,0.01789941],"study_design_scores_gemma":[0.00007823439,0.000013188377,0.0030180095,0.000025348796,0.00000916581,0.0000034122997,0.000060845832,0.51452494,0.47773585,0.00013353568,0.0042084865,0.00018900751],"about_ca_topic_score_codex":0.000044917022,"about_ca_topic_score_gemma":0.00000775743,"teacher_disagreement_score":0.359156,"about_ca_system_score_codex":0.00003786528,"about_ca_system_score_gemma":0.0000041600783,"threshold_uncertainty_score":0.35656062},"labels":[],"label_agreement":null},{"id":"W2169200877","doi":"10.2118/94980-ms","title":"Use of Quantitative Risk Analysis for Uncertainty Quantification on Drilling Operations-Review and Lessons Learned","year":2005,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Authorization; Computer science; Drilling; Monte Carlo method; Function (biology); Risk analysis (engineering); Oil drilling; Cumulative distribution function; Petroleum engineering; Petroleum industry; Reliability engineering; Operations research; Engineering; Probability density function; Mechanical engineering; Statistics; Computer security; Mathematics; Environmental engineering","score_opus":0.04760074998095002,"score_gpt":0.28159919111814335,"score_spread":0.23399844113719334,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169200877","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23116556,0.0021386738,0.76521516,0.00051604887,0.00007666665,0.00024589177,0.00028066296,0.0002681732,0.00009318149],"genre_scores_gemma":[0.96617687,0.0084044915,0.025181284,0.000029732497,0.000031105723,0.000034643188,0.00005961833,0.000035912493,0.00004637321],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99895144,0.000024000106,0.00035693654,0.00030176624,0.000120010445,0.00024583016],"domain_scores_gemma":[0.999186,0.00028685026,0.0000798094,0.0002521103,0.00009030382,0.000104943305],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019980926,0.00025004763,0.000550342,0.0002533976,0.000067269204,0.00006997778,0.00008600173,0.000043834913,0.0000077309],"category_scores_gemma":[0.00017758018,0.0002544491,0.000096642514,0.00042595036,0.0000793649,0.000121098026,0.000015713595,0.00019991689,0.0000016298162],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005723561,0.000010146718,0.00036984988,0.00021642027,0.0002660713,1.6331389e-7,0.00017268413,0.9792276,0.0017833958,0.004757281,0.000015288964,0.013175378],"study_design_scores_gemma":[0.00013871139,0.00008418469,0.0031733168,0.00017156308,0.00045449595,5.2539184e-7,0.00009846838,0.9931797,0.0006265194,0.000008808071,0.0017861081,0.00027760837],"about_ca_topic_score_codex":0.00018801086,"about_ca_topic_score_gemma":0.00013362631,"teacher_disagreement_score":0.74003386,"about_ca_system_score_codex":0.000038314352,"about_ca_system_score_gemma":0.000014979158,"threshold_uncertainty_score":0.99999076},"labels":[],"label_agreement":null},{"id":"W2169226254","doi":"10.2172/896509","title":"Enhanced Wellbore Stabilization and Reservoir Productivity with Aphron Drilling Fluid Technology","year":2004,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Cabin pressurization; Drilling fluid; Environmental science; Engineering; Computer science; Mechanical engineering","score_opus":0.0087137466239928,"score_gpt":0.20752261277821274,"score_spread":0.19880886615421994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169226254","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.186587,0.007966184,0.7323172,0.00014925985,0.0016732247,0.0011159453,0.000023317318,0.0051770057,0.064990826],"genre_scores_gemma":[0.9889046,0.004298962,0.0046022306,0.000001905698,0.00039122783,0.00006673411,0.000081016675,0.00021305951,0.0014402505],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982913,0.000007808231,0.00033133986,0.0005574687,0.00040338596,0.00040869773],"domain_scores_gemma":[0.99906,0.00002381383,0.0000635232,0.0005369425,0.00023678486,0.000078953286],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027479389,0.0004496537,0.00051015854,0.0004209675,0.00007413834,0.000047794612,0.00013704765,0.0005144533,0.000019665315],"category_scores_gemma":[0.00009651006,0.00039690698,0.000039751903,0.00053580216,0.00008119953,0.00013933361,0.000047832298,0.0005479547,0.000006309532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060168272,0.000013921059,0.00010130839,0.0015961699,0.00009905404,0.000009534074,0.00008244034,0.9897068,0.0047638104,0.00010616882,0.00022159795,0.0032931645],"study_design_scores_gemma":[0.0020067515,0.0006841337,0.00048763165,0.006996601,0.000515697,0.0005359606,0.0003966552,0.22578879,0.5614957,0.0013545697,0.19430885,0.005428651],"about_ca_topic_score_codex":0.00006123654,"about_ca_topic_score_gemma":0.00016494011,"teacher_disagreement_score":0.8023176,"about_ca_system_score_codex":0.00041131268,"about_ca_system_score_gemma":0.00021722983,"threshold_uncertainty_score":0.9998483},"labels":[],"label_agreement":null},{"id":"W2169274950","doi":"10.5539/mas.v5n5p10","title":"Improvement of Torque-and-Drag Modeling in Long-Reach Wells","year":2011,"lang":"en","type":"article","venue":"Modern Applied Science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Drag; Torque; Tripping; Buoyancy; Piston (optics); Drilling; Marine engineering; Computer science; Mechanical engineering; Mechanics; Engineering; Physics","score_opus":0.018190541514667338,"score_gpt":0.18595119781655048,"score_spread":0.16776065630188314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169274950","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.509794,0.0000851018,0.48235485,0.0000016096373,0.0000755097,0.000083225095,6.13426e-7,0.000076205455,0.0075288685],"genre_scores_gemma":[0.99700284,0.000028425004,0.0029065264,0.0000093827975,0.000011324464,0.000013004938,3.558052e-7,0.000015943027,0.000012222206],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909985,0.0000011486123,0.00020010197,0.0002156328,0.00019527352,0.0002880021],"domain_scores_gemma":[0.99968505,0.000007010632,0.000015208781,0.00020491425,0.000015589345,0.00007222242],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032909802,0.00011066469,0.00013539939,0.00015242978,0.000030980344,0.000015391524,0.0002165502,0.000036186128,0.0000055199716],"category_scores_gemma":[0.000003892217,0.00011151747,0.000015121459,0.00023519843,0.00007660777,0.00010297974,0.000055119177,0.0001056068,0.000004239936],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027017993,0.000013352996,0.00012965103,0.000048670277,0.000002618614,9.168067e-7,0.001487131,0.6538847,0.33049065,0.0005715058,0.0000010635948,0.013367052],"study_design_scores_gemma":[0.000118474694,0.000009070637,0.00029950918,0.000021224438,0.0000022959227,6.5248366e-7,0.000035645804,0.92351425,0.07493633,0.0009429941,0.0000029109049,0.00011663417],"about_ca_topic_score_codex":0.00006562005,"about_ca_topic_score_gemma":0.000009017229,"teacher_disagreement_score":0.4872088,"about_ca_system_score_codex":0.00004953633,"about_ca_system_score_gemma":0.000016854332,"threshold_uncertainty_score":0.45475504},"labels":[],"label_agreement":null},{"id":"W2169437383","doi":"10.1155/2014/935159","title":"An Experimental Study of Flow Behavior of Coiled Tubing Drilling System","year":2014,"lang":"en","type":"article","venue":"Advances in Mechanical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"PetroChina Innovation Foundation; National Natural Science Foundation of China","keywords":"Coiled tubing; Pressure drop; Tube (container); Drilling; Curvature; Drilling fluid; Petroleum engineering; Mechanical engineering; Drag; Flow (mathematics); Materials science; Mechanics; Engineering","score_opus":0.005080012782169627,"score_gpt":0.2284258579435861,"score_spread":0.22334584516141648,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2169437383","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74262226,0.00081163814,0.25521472,1.7028401e-7,0.00069186627,0.00021524746,0.0000023588752,0.0003548867,0.000086836655],"genre_scores_gemma":[0.9893215,0.000040411884,0.010402037,6.6569777e-7,0.00008243913,0.00007217843,0.000003133069,0.000077018754,6.7507045e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984733,0.000026279617,0.0006545321,0.00025469228,0.0002644575,0.0003267632],"domain_scores_gemma":[0.9993443,0.00010778073,0.000055605502,0.00036276632,0.000029081933,0.00010049592],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003359084,0.00025623993,0.00053349836,0.00021342508,0.000019836853,0.00001089775,0.00027229206,0.00009454926,0.0000046819823],"category_scores_gemma":[0.00003739246,0.0002826015,0.00006508655,0.00030065695,0.000013331646,0.0002999941,0.000033597786,0.00023219717,0.0000012688739],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005717285,0.00016475574,0.00014120943,0.00025853055,0.000011438719,0.0000048720076,0.0002838648,0.86827165,0.12756087,0.00080090744,9.3307214e-8,0.002496097],"study_design_scores_gemma":[0.0006166446,0.000313,0.0000491029,0.00028867254,0.0000186938,0.0000034568418,0.0006222545,0.8547392,0.14308389,0.0000043987097,0.000027934328,0.00023276068],"about_ca_topic_score_codex":0.000008161599,"about_ca_topic_score_gemma":0.0000048579454,"teacher_disagreement_score":0.24669917,"about_ca_system_score_codex":0.000078742494,"about_ca_system_score_gemma":0.000003673123,"threshold_uncertainty_score":0.9999626},"labels":[],"label_agreement":null},{"id":"W2170146169","doi":"10.24908/pceea.v0i0.3915","title":"SUCCESSFUL METHODS FOR DEVELOPING INTRODUCTORY DESIGN LABS AS PREPARATION FOR UPPER YEAR DISCIPLINE SELECTION AND MULTI-DISCIPLINARY DESIGN","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Discipline; Terminology; Selection (genetic algorithm); Computer science; Process (computing); Engineering design process; Mathematics education; Engineering management; Engineering ethics; Engineering; Psychology; Artificial intelligence; Sociology; Mechanical engineering","score_opus":0.0279744193978923,"score_gpt":0.28663327947203376,"score_spread":0.25865886007414146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170146169","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03663829,0.000269282,0.9587314,0.0003740203,0.0019107092,0.0015731348,0.000015483967,0.00029151895,0.00019614428],"genre_scores_gemma":[0.39714304,0.00002711159,0.60155773,0.000021703736,0.00024926555,0.00041256848,0.000011373731,0.00008083994,0.00049637805],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990176,0.000011325612,0.00030621677,0.00023039208,0.00010674231,0.00032771297],"domain_scores_gemma":[0.99906796,0.0001502645,0.00014383119,0.00007520178,0.00043786518,0.0001248734],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001019816,0.00019759961,0.00019668,0.00030305306,0.0001994935,0.00007286293,0.00016904606,0.00017287646,0.000004712237],"category_scores_gemma":[0.0008861601,0.00020587299,0.00006814692,0.00032292694,0.000010794115,0.00030305274,0.000017148777,0.00013677924,0.0000015438055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017663244,0.00021929044,0.021450674,0.005110862,0.0012865473,8.877544e-8,0.02828397,0.7530992,0.116608866,0.02843826,0.027672313,0.017653272],"study_design_scores_gemma":[0.00044546495,0.00007654136,0.00872725,0.0002062003,0.00012442085,0.0000042434535,0.0003429289,0.88369614,0.10034939,0.0013810924,0.004129697,0.00051661395],"about_ca_topic_score_codex":0.0002465744,"about_ca_topic_score_gemma":0.00025643222,"teacher_disagreement_score":0.36050475,"about_ca_system_score_codex":0.0011460073,"about_ca_system_score_gemma":0.00030109755,"threshold_uncertainty_score":0.8395257},"labels":[],"label_agreement":null},{"id":"W2170963530","doi":"10.2118/73921-ms","title":"Bioremediation Study of Olefins, Mineral Oils, Iso-Paraffin Fluids and Diesel Oils Used for Land-based Drilling","year":2002,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Bioremediation; Biodegradation; Drilling fluid; Diesel fuel; Environmental science; Mineral oil; Waste management; Environmental chemistry; Contamination; Pulp and paper industry; Chemistry; Drilling; Materials science; Engineering; Ecology; Biology; Organic chemistry","score_opus":0.021122781522865768,"score_gpt":0.21381525451844624,"score_spread":0.19269247299558048,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2170963530","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97544706,0.00070730975,0.022929087,0.000025417345,0.00028547566,0.00024770308,0.000020042235,0.00022821796,0.00010968929],"genre_scores_gemma":[0.9973329,0.00009939314,0.0022799345,0.000016013493,0.00012994677,0.000038920956,0.00003138059,0.000043695734,0.00002786996],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918467,0.000010474923,0.0002613692,0.00017014846,0.00013194088,0.0002414232],"domain_scores_gemma":[0.99957615,0.00012109155,0.000029747136,0.00017471895,0.00003012206,0.00006817888],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012961312,0.00016879429,0.00023186948,0.00011943151,0.0000369877,0.000025183013,0.000083902596,0.0000693122,0.000006280727],"category_scores_gemma":[0.000036921127,0.00016969793,0.00004341207,0.00011286248,0.000012383682,0.00007912614,0.0000111995005,0.00007942359,0.0000047075364],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012755339,0.0001867317,0.006632528,0.0003216056,0.0001352421,0.0000041096364,0.0020616692,0.90796083,0.078692004,0.000040232324,0.0012740546,0.0026782202],"study_design_scores_gemma":[0.001671189,0.00017492317,0.00069632585,0.000041346862,0.000052915973,6.556233e-7,0.000056801004,0.9816423,0.014195569,0.000009004012,0.0012322468,0.00022670822],"about_ca_topic_score_codex":0.000033511315,"about_ca_topic_score_gemma":0.00006376211,"teacher_disagreement_score":0.07368147,"about_ca_system_score_codex":0.000021594808,"about_ca_system_score_gemma":0.0000030888432,"threshold_uncertainty_score":0.6920081},"labels":[],"label_agreement":null},{"id":"W2172454996","doi":"10.2118/137137-ms","title":"Drilling a Better Pair: New Technologies in SAGD Directional Drilling","year":2010,"lang":"en","type":"article","venue":"Canadian Unconventional Resources and International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Measurement while drilling; Directional drilling; Petroleum engineering; Logging while drilling; Wellbore; Drill; Injector; Borehole; Completion (oil and gas wells); Geology; Engineering; Mechanical engineering; Geotechnical engineering","score_opus":0.009409617926798603,"score_gpt":0.19381690012041164,"score_spread":0.18440728219361305,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2172454996","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97796184,0.00044930447,0.0041183936,0.0019544947,0.0015721435,0.00006302246,0.00004125007,0.00030545294,0.013534124],"genre_scores_gemma":[0.99681616,0.00011175551,0.0012369908,0.000057277655,0.00029936252,0.000013679209,0.00003597356,0.000024324081,0.0014045041],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99895996,0.000006664893,0.000258236,0.0002550676,0.00019483396,0.00032523987],"domain_scores_gemma":[0.9995181,0.0000636738,0.000029726052,0.00011527054,0.00006049261,0.00021271159],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014557142,0.00018589944,0.00015281062,0.00052806037,0.00007754033,0.00015951536,0.0002467763,0.00014720524,0.00035636587],"category_scores_gemma":[0.00007435522,0.000204303,0.00006443321,0.00012691334,0.00006988158,0.0001777905,0.000028856184,0.00049392023,0.00002552673],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050226074,0.00006241278,0.32824498,0.0001749004,0.0005201388,0.00017572097,0.0010383481,0.42446354,0.017167173,0.071964756,0.0076661524,0.14847164],"study_design_scores_gemma":[0.0005476161,0.000019264115,0.0153524475,0.00018483921,0.000009519563,0.00006516456,0.00021471932,0.5287306,0.00051375746,0.0074761896,0.4464147,0.00047120132],"about_ca_topic_score_codex":0.004413635,"about_ca_topic_score_gemma":0.046005826,"teacher_disagreement_score":0.43874857,"about_ca_system_score_codex":0.00013066051,"about_ca_system_score_gemma":0.00011837326,"threshold_uncertainty_score":0.9714021},"labels":[],"label_agreement":null},{"id":"W2175581048","doi":"10.2118/106817-ms","title":"Evaluation of the Potential for Gas and CO2 Leakage Along Wellbores","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":77,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Casing; Wellbore; Petroleum engineering; Leakage (economics); Petroleum; Environmental science; Fossil fuel; Drilling; Mining engineering; Geology; Engineering; Geotechnical engineering; Waste management; Mechanical engineering","score_opus":0.010198522931434336,"score_gpt":0.22349013975891077,"score_spread":0.21329161682747644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2175581048","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7292654,0.0003193149,0.26591718,0.000016665297,0.00030570413,0.00014873772,0.0000017262744,0.000065470056,0.003959802],"genre_scores_gemma":[0.9990642,0.000012879429,0.0007935706,0.0000044065982,0.000058281537,0.0000030916121,0.0000011676715,0.000011279606,0.000051114046],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996043,0.000004604209,0.000097713164,0.00004778663,0.00015028653,0.000095345036],"domain_scores_gemma":[0.99981916,0.00003147796,0.000009065197,0.0000760656,0.0000468688,0.000017356822],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00072788884,0.00004797824,0.000051170977,0.000024985293,0.000022347498,0.000006713233,0.000038162714,0.000028230375,0.0000095628075],"category_scores_gemma":[0.000030341134,0.000035500318,0.00002635976,0.00004306637,0.000011328289,0.000028057955,0.000007311301,0.00003175739,7.133768e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022677154,0.0000035397247,0.00015946814,0.000046011468,0.000024977191,1.2141973e-7,0.00007771973,0.9534892,0.01550999,0.0005344907,0.00024390074,0.02990832],"study_design_scores_gemma":[0.00025376942,0.0000068037434,0.0051288106,0.000013420602,0.00004645105,0.0000017542372,0.000040641313,0.92691207,0.06673236,0.00038746008,0.00042281774,0.000053611806],"about_ca_topic_score_codex":0.000012438162,"about_ca_topic_score_gemma":0.000031522708,"teacher_disagreement_score":0.26979882,"about_ca_system_score_codex":0.00001338921,"about_ca_system_score_gemma":0.0000047858452,"threshold_uncertainty_score":0.14476609},"labels":[],"label_agreement":null},{"id":"W2176422511","doi":"10.1115/omae2015-41425","title":"Real-Time Downhole Weight on Bit (DWOB) Automation in Directional Drilling","year":2015,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Rocscience (Canada)","funders":"","keywords":"Drilling; Directional drilling; Drill; Torque; Drill bit; Automation; Software; Bit (key); Measurement while drilling; Drill pipe; Computer science; Mean squared error; Simulation; Marine engineering; Engineering; Mechanical engineering; Statistics; Mathematics","score_opus":0.005639128739961744,"score_gpt":0.18877825171832252,"score_spread":0.18313912297836077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2176422511","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9279584,0.00030644608,0.012347251,0.00057663146,0.0013074566,0.00015356438,0.000015112014,0.0075559374,0.04977915],"genre_scores_gemma":[0.9925343,0.00010174277,0.0041485396,0.000008953559,0.0001973701,0.000060627193,0.00003298296,0.00008389243,0.0028315843],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986772,0.000016583923,0.00033166405,0.0003027204,0.00021517681,0.00045667423],"domain_scores_gemma":[0.99944574,0.000032177628,0.000040478506,0.00034162434,0.000045463243,0.000094542054],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00023328672,0.00024637594,0.00030079,0.0010828906,0.000045257497,0.000027634853,0.00022061024,0.0003566639,0.00010717118],"category_scores_gemma":[0.00007090195,0.00027375892,0.000046742007,0.0006915552,0.000047110323,0.00012542543,0.00003922848,0.00038044623,0.0014931302],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015365662,0.000050594987,0.0018431972,0.00003102164,0.000038322403,0.000027625905,0.00007946268,0.96919024,0.01553264,0.00087247137,0.0063029756,0.006016077],"study_design_scores_gemma":[0.0006091718,0.00012384755,0.0006813048,0.000078106896,0.000009478002,0.000025393032,0.0000342354,0.9417508,0.005505057,0.0007731879,0.050061107,0.00034827224],"about_ca_topic_score_codex":0.000041496438,"about_ca_topic_score_gemma":0.000012999357,"teacher_disagreement_score":0.06457586,"about_ca_system_score_codex":0.00035943676,"about_ca_system_score_gemma":0.000027994054,"threshold_uncertainty_score":0.99997145},"labels":[],"label_agreement":null},{"id":"W2176949916","doi":"10.2118/151453-pa","title":"Colorado Drill-Cuttings-Injection Pilot Results","year":2012,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Drill cuttings; Drilling; Cutting; Drill; Casing; Drilling fluid; Geology; Engineering; Petroleum engineering; Environmental science; Mechanical engineering","score_opus":0.02204630157964648,"score_gpt":0.21540040580301004,"score_spread":0.19335410422336355,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2176949916","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6400241,0.0010604773,0.31703213,0.00019176658,0.0073826434,0.00045261378,0.000035377816,0.0040919525,0.029728921],"genre_scores_gemma":[0.99481535,0.0001208036,0.0031839788,0.000037676986,0.0014554892,0.0000134344,0.0001162802,0.00008476736,0.00017220205],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984607,0.000028533943,0.00041370344,0.00022699282,0.00025752594,0.0006125126],"domain_scores_gemma":[0.99930984,0.00011064053,0.00006349227,0.0002876123,0.0000573638,0.00017106239],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004891097,0.00026592624,0.00024953872,0.00018697446,0.00016546754,0.00006443882,0.00012527582,0.00009925336,0.00003110362],"category_scores_gemma":[0.00007886041,0.00029626137,0.0000816417,0.0003324937,0.000027967337,0.00027912002,0.00002313203,0.00028361243,0.00037271576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004689647,0.000058491787,0.0011764813,0.00010213194,0.000054169723,0.0000020876312,0.0006043222,0.96776253,0.022076279,0.0013344727,0.003747023,0.0030351118],"study_design_scores_gemma":[0.0011087973,0.00024834208,0.009433198,0.00022127948,0.000061357074,0.00006999638,0.00010476985,0.8061875,0.014591099,0.00031267415,0.16673893,0.0009220532],"about_ca_topic_score_codex":0.000048500548,"about_ca_topic_score_gemma":0.0000072214166,"teacher_disagreement_score":0.35479125,"about_ca_system_score_codex":0.00018292008,"about_ca_system_score_gemma":0.000006724954,"threshold_uncertainty_score":0.999949},"labels":[],"label_agreement":null},{"id":"W2178071640","doi":"10.3139/113.110397","title":"Oil Extraction from Oil-Contaminated Drill Cuttings Using a Recyclable Single-Phase O/W Microemulsion","year":2015,"lang":"en","type":"article","venue":"Tenside Surfactants Detergents","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"China University of Petroleum, Beijing; National Natural Science Foundation of China; University of Alberta","keywords":"Microemulsion; Chemistry; Pulmonary surfactant; Extraction (chemistry); Drilling fluid; Chromatography; Drill cuttings; Petroleum engineering; Pulp and paper industry; Chemical engineering; Drilling; Materials science; Geology","score_opus":0.05213951809609873,"score_gpt":0.266058572789801,"score_spread":0.21391905469370226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2178071640","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99159557,0.00063725974,0.0029353276,0.000013049984,0.0026905125,0.000039867486,0.000044057826,0.0010271134,0.001017242],"genre_scores_gemma":[0.99188244,0.0001338658,0.006882485,0.000049124938,0.00019606872,0.0000038388985,0.0000707751,0.00016557406,0.00061585143],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978692,0.000047225,0.0005825212,0.00044532793,0.0003734766,0.00068228086],"domain_scores_gemma":[0.9988307,0.000072620496,0.00011421511,0.00042738355,0.00017765684,0.00037745127],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023094445,0.00044148313,0.00044902484,0.00019445752,0.00009814562,0.000100862344,0.00018098796,0.00024025545,0.00007059487],"category_scores_gemma":[0.00013951538,0.00047917254,0.00011071447,0.0003199779,0.000025595018,0.00049739325,0.00005055469,0.00032445055,0.0001907452],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006236845,0.000087526365,0.00065309246,0.0000474931,0.000097873555,0.00011841241,0.0005157414,0.082297936,0.8780847,2.6379584e-7,0.00046702925,0.03756756],"study_design_scores_gemma":[0.0024381885,0.000076175136,0.00022477792,0.00041393624,0.00010836657,0.0000707647,0.0002122186,0.73963755,0.24581847,0.000030346015,0.010160839,0.0008083836],"about_ca_topic_score_codex":0.00054347917,"about_ca_topic_score_gemma":0.000039006067,"teacher_disagreement_score":0.65733963,"about_ca_system_score_codex":0.00042984882,"about_ca_system_score_gemma":0.000027590087,"threshold_uncertainty_score":0.999766},"labels":[],"label_agreement":null},{"id":"W2180326441","doi":"10.2118/166142-ms","title":"Environmental Risk Arising From Well Construction Failure: Difference Between Barrier and Well Failure, and Estimates of Failure Frequency Across Common Well Types, Locations and Well Age","year":2013,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":57,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Leak; Environmental science; Containment (computer programming); Lead (geology); Geology; Geotechnical engineering; Petroleum engineering; Computer science; Environmental engineering","score_opus":0.006038356686101754,"score_gpt":0.20321875180157334,"score_spread":0.19718039511547159,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2180326441","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9803552,0.00059153134,0.017861564,0.00011447898,0.00004444613,0.00026600002,0.00024648628,0.00018329812,0.0003369643],"genre_scores_gemma":[0.9919568,0.0010882483,0.006654024,0.000012385567,0.00006599681,0.00001534426,0.00016404614,0.000030168203,0.000013041524],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9987585,0.00002771639,0.00037645485,0.00038763395,0.00014709625,0.00030260466],"domain_scores_gemma":[0.99934584,0.00013994923,0.00008785396,0.00020832196,0.000029431281,0.00018859212],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011066722,0.00030396003,0.00038572375,0.00007724292,0.00017264762,0.00015533475,0.00008801313,0.00029517373,0.000100108424],"category_scores_gemma":[0.00001805184,0.00030043337,0.00003412114,0.000086824744,0.00045234626,0.00041919638,0.000094604795,0.0004310426,0.000022620105],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004393743,0.0001571952,0.6450641,0.0009816027,0.0003611966,0.00002982452,0.0034518137,0.0018592253,0.27891144,0.0037307073,0.0017461096,0.06366281],"study_design_scores_gemma":[0.0028178818,0.00065173855,0.7903595,0.0014414889,0.0005926929,0.00014858982,0.006648465,0.04520775,0.07369561,0.07214247,0.003715492,0.0025783554],"about_ca_topic_score_codex":0.000559419,"about_ca_topic_score_gemma":0.000215721,"teacher_disagreement_score":0.20521584,"about_ca_system_score_codex":0.000026765174,"about_ca_system_score_gemma":0.0000072544462,"threshold_uncertainty_score":0.9999448},"labels":[],"label_agreement":null},{"id":"W2180991503","doi":"10.1115/etce2002/cae-29066","title":"Oxidation Characteristics of Light Hydrocarbons for Underbalanced Drilling Applications","year":2002,"lang":"en","type":"article","venue":"Engineering Technology Conference on Energy, Parts A and B","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oxidizing agent; Hydrocarbon; Inert gas; Inert; Oxygen; Chemistry; Drilling fluid; Chemical engineering; Environmental chemistry; Petroleum engineering; Drilling; Materials science; Organic chemistry; Geology; Metallurgy","score_opus":0.011002270710143206,"score_gpt":0.18452302340949378,"score_spread":0.17352075269935058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2180991503","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03154389,0.00053578545,0.9652701,0.00024099367,0.00021779843,0.00015707799,0.000011673016,0.001021584,0.001001078],"genre_scores_gemma":[0.9961273,0.00060010736,0.002894155,0.000007323902,0.00006430849,0.00018637496,0.000013849697,0.00003732938,0.00006922223],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992826,0.000002156818,0.00023029583,0.00018441318,0.00006282339,0.00023771085],"domain_scores_gemma":[0.99961674,0.00004060262,0.0000382343,0.00022451219,0.000028180368,0.000051723946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000041395724,0.00018339657,0.00024058305,0.00025895768,0.000043522046,0.000017353275,0.00011870964,0.00017426941,0.000005365549],"category_scores_gemma":[0.000019676972,0.00019761939,0.000034790988,0.00020469938,0.00003200761,0.00004348451,0.000014675019,0.00012389061,0.0000022039794],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062775957,0.00008192205,0.00020259812,0.0003611326,0.00016300668,0.0000025661343,0.00015984749,0.11100142,0.1918217,0.6324185,0.00019518737,0.063585825],"study_design_scores_gemma":[0.00024422814,0.000066785586,0.000051866078,0.00013564019,0.000024022247,0.0000057747257,0.000014324081,0.93401664,0.0437071,0.0016266827,0.019809159,0.00029779784],"about_ca_topic_score_codex":8.461286e-7,"about_ca_topic_score_gemma":8.6269813e-7,"teacher_disagreement_score":0.96458346,"about_ca_system_score_codex":0.000020249807,"about_ca_system_score_gemma":0.0000036093359,"threshold_uncertainty_score":0.8058685},"labels":[],"label_agreement":null},{"id":"W2181474382","doi":"10.1071/aj07004","title":"Drilling success as a result of probabilistic lithology and fluid prediction—a case study in the Carnarvon Basin, WA","year":2008,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Lithology; Geology; Probabilistic logic; Petrophysics; Well control; Seismic inversion; Bayesian probability; Drill; Data mining; Computer science; Drilling; Geotechnical engineering; Petrology; Artificial intelligence; Mathematics; Engineering; Geometry","score_opus":0.016037002331210463,"score_gpt":0.22534308512385598,"score_spread":0.2093060827926455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2181474382","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99647444,0.000925173,0.0015915001,0.000082736566,0.00021348226,0.00020314421,0.0000027998221,0.000044356446,0.0004623379],"genre_scores_gemma":[0.9994016,0.00028952202,0.00006476398,0.000012213109,0.00018562909,0.000008609433,4.4201283e-7,0.000019512512,0.000017704919],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904853,0.00012776017,0.0003500315,0.000095893614,0.00017188855,0.00020591856],"domain_scores_gemma":[0.9994846,0.00017718173,0.000046001307,0.00020465499,0.000042090942,0.000045456454],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009921909,0.0001219182,0.00017937178,0.000079083824,0.00019907419,0.000031288982,0.00018271469,0.00004346783,0.000005045029],"category_scores_gemma":[0.000092770824,0.00007406258,0.00003625964,0.0002035468,0.00007248107,0.00008074821,0.00002345594,0.00044752215,0.0000017872217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003068823,0.000083898354,0.015316319,0.00006542204,0.00008586305,0.0031351822,0.027864434,0.9518061,0.00052364555,0.000042504016,0.00014853996,0.00089737726],"study_design_scores_gemma":[0.0038865206,0.0008780005,0.053865984,0.00042007474,0.00030401265,0.32719862,0.020727586,0.5888017,0.0006474144,0.0010479081,0.0015957787,0.00062642084],"about_ca_topic_score_codex":0.00014813429,"about_ca_topic_score_gemma":0.000029838528,"teacher_disagreement_score":0.36300445,"about_ca_system_score_codex":0.00002969379,"about_ca_system_score_gemma":0.000018801722,"threshold_uncertainty_score":0.3020184},"labels":[],"label_agreement":null},{"id":"W2182923164","doi":"10.24200/tjer.vol10iss1pp41-49","title":"Expansion of Tubular with Elastomers in Multilateral Wells","year":2013,"lang":"en","type":"article","venue":"The Journal of Engineering Research [TJER]","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Mandrel; Elastomer; Materials science; Expansion ratio; Stress (linguistics); Drilling; Process (computing); Composite material; Structural engineering; Engineering; Computer science","score_opus":0.012695910550202718,"score_gpt":0.23802579266875482,"score_spread":0.2253298821185521,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2182923164","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9902823,0.00089278916,0.008136876,0.000064702755,0.0002010862,0.00017345986,0.0000010248033,0.000044847937,0.00020290705],"genre_scores_gemma":[0.99778277,0.0004104794,0.0015913408,0.0000024940266,0.00010162475,0.000005764658,4.3339375e-7,0.000057524987,0.000047551675],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99831784,0.00005094026,0.00045186142,0.00007860668,0.0006042408,0.00049652415],"domain_scores_gemma":[0.9990015,0.00034362637,0.000047515165,0.00024966622,0.00021821521,0.00013947522],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014475995,0.00017010873,0.0002957211,0.00062558055,0.000028456503,0.000030105297,0.0003896718,0.00007188737,0.000039379735],"category_scores_gemma":[0.00010189693,0.0001134997,0.000060676226,0.0005904985,0.000055783923,0.00026322895,0.000039436673,0.00089878513,0.000020513677],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021388747,0.000012226548,0.00020903557,0.0001198539,0.000044286455,0.000016288493,0.0004906484,0.8699072,0.12824403,0.000014210212,0.00022933124,0.0006915198],"study_design_scores_gemma":[0.0010034255,0.00037132247,0.007931639,0.0011286123,0.000018025425,0.00013225325,0.000286239,0.9044541,0.083084576,0.000041228497,0.0012672778,0.00028126847],"about_ca_topic_score_codex":0.000062006126,"about_ca_topic_score_gemma":0.0000024555043,"teacher_disagreement_score":0.04515945,"about_ca_system_score_codex":0.00010125952,"about_ca_system_score_gemma":0.000032057767,"threshold_uncertainty_score":0.46283835},"labels":[],"label_agreement":null},{"id":"W2183215930","doi":"","title":"Towards a Road Map for Mitigating the Rates and Occurrences of Long-Term Wellbore Leakage","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Wellbore; Leakage (economics); Petroleum engineering; Environmental science; Engineering; Mining engineering; Forensic engineering; Risk analysis (engineering)","score_opus":0.010063929388644996,"score_gpt":0.228696478164905,"score_spread":0.21863254877625998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2183215930","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77725047,0.001219334,0.21699339,0.00011551745,0.00042668023,0.00019124328,0.000009069166,0.0002407676,0.0035534985],"genre_scores_gemma":[0.9981922,0.00003951334,0.001544887,0.000012352462,0.0000921942,0.000013287757,0.00000427373,0.000014930814,0.00008636692],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99956036,0.0000064060323,0.00013904355,0.00008656242,0.000059220423,0.00014842166],"domain_scores_gemma":[0.9997262,0.000101310296,0.000017497485,0.00010472259,0.000018493518,0.00003182953],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017886951,0.000098019955,0.00012439884,0.000025460367,0.000040004114,0.000028974655,0.00009252342,0.00003376344,0.000010332712],"category_scores_gemma":[0.00003176496,0.00006650348,0.00003662508,0.00004618421,0.000033450335,0.00004874408,0.000015063476,0.000060611535,0.000002229891],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012706729,0.000030496718,0.0231909,0.0042626313,0.00024538313,0.0000020358148,0.0029244444,0.26134017,0.020232933,0.0067457506,0.0024615333,0.678551],"study_design_scores_gemma":[0.00027659623,0.000047692203,0.009356603,0.0001813611,0.000023919805,0.000003180053,0.00011665521,0.91536915,0.07304205,0.00026860056,0.0011029085,0.00021129067],"about_ca_topic_score_codex":0.000014495401,"about_ca_topic_score_gemma":0.000009151281,"teacher_disagreement_score":0.6783397,"about_ca_system_score_codex":0.000004129891,"about_ca_system_score_gemma":0.0000035740395,"threshold_uncertainty_score":0.27119333},"labels":[],"label_agreement":null},{"id":"W2185139174","doi":"","title":"Monitoring of gas emission in the Marmara Sea by the combined study of the Acoustic Bubble Detector and Ocean Bottom Seismometers","year":2012,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Seismometer; Seismology; Geology; Hydrophone; Geophone; Seafloor spreading; Detector; Underwater; Bubble; Acoustic emission; Clathrate hydrate; Acoustics; Geophysics; Oceanography; Physics; Optics","score_opus":0.009932163660096263,"score_gpt":0.20375383831292404,"score_spread":0.1938216746528278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2185139174","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99145246,0.0013562393,0.005502986,0.00033284907,0.0003268311,0.0005052783,0.000017908282,0.000071060145,0.00043436466],"genre_scores_gemma":[0.99893504,0.00032616855,0.0005156525,0.0000044829517,0.000013426707,0.000023645784,0.00000909117,0.000035029734,0.00013743712],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99759454,0.0012593304,0.0003889781,0.00020956983,0.0003214423,0.0002261416],"domain_scores_gemma":[0.9972341,0.0011400571,0.0001748656,0.0012100539,0.0001870267,0.00005391868],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0029543773,0.00021840903,0.00025909048,0.00007974503,0.00012604898,0.00007681329,0.0009540365,0.00011746421,0.0000035098967],"category_scores_gemma":[0.00030261715,0.00014246843,0.00007762922,0.00030710484,0.00008538606,0.000049608352,0.0004547222,0.0006736702,4.846072e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058493923,0.0022694396,0.44525778,0.0031833055,0.0006592156,0.0000040753366,0.17185688,0.2564355,0.077428006,0.00025447918,0.0019178545,0.04067496],"study_design_scores_gemma":[0.0019938503,0.000003836811,0.11774815,0.005638742,0.00033195998,0.000012081437,0.0053335996,0.6131324,0.2540206,0.00033758694,0.0005731491,0.0008740125],"about_ca_topic_score_codex":0.0007012485,"about_ca_topic_score_gemma":0.000052208274,"teacher_disagreement_score":0.3566969,"about_ca_system_score_codex":0.0000515607,"about_ca_system_score_gemma":0.000024185618,"threshold_uncertainty_score":0.5809694},"labels":[],"label_agreement":null},{"id":"W2186589230","doi":"","title":"Successful Application of Point the Bit Rotary Steerable System to Sidetrack from Formation with High Compressive Strength","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Engineering; Point (geometry); Drilling; Bit (key); Petroleum engineering; Mechanical engineering; Computer science; Mathematics","score_opus":0.0027266698947000264,"score_gpt":0.16718045632210332,"score_spread":0.1644537864274033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2186589230","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4024245,0.000044105986,0.59481055,0.00002463963,0.000070167465,0.00020529257,0.00001093806,0.00022899955,0.0021807684],"genre_scores_gemma":[0.9951503,0.000003043371,0.0046532606,0.000012979272,0.000089445035,0.000020294367,0.000029680888,0.000021737786,0.00001922557],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933034,0.0000062749828,0.00024515652,0.00009835643,0.0001583276,0.00016152328],"domain_scores_gemma":[0.999505,0.00010558172,0.000039780203,0.00024457223,0.000051331048,0.000053760257],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013694854,0.000113155955,0.00013722488,0.00006475213,0.00003663632,0.00002140476,0.00013049104,0.00004211249,0.0000085886],"category_scores_gemma":[0.000003203751,0.00007687744,0.000020655469,0.00018777771,0.0000079801885,0.00015241271,0.000013498546,0.000090895664,0.000020408328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011951052,0.0000072684625,0.00020988211,0.00010847301,0.000030721887,0.0000010030695,0.0002853716,0.99027956,0.0044156923,0.0008188304,0.00015238782,0.0036788834],"study_design_scores_gemma":[0.0002590538,0.0000355758,0.0034252629,0.00014805568,0.000022696242,0.0000036511224,0.0011649077,0.79334605,0.2007275,0.000023267976,0.00067508157,0.00016892725],"about_ca_topic_score_codex":0.00083127024,"about_ca_topic_score_gemma":0.00016540074,"teacher_disagreement_score":0.5927258,"about_ca_system_score_codex":0.000060417016,"about_ca_system_score_gemma":0.0000033785254,"threshold_uncertainty_score":0.3134971},"labels":[],"label_agreement":null},{"id":"W2192723799","doi":"10.1139/cjce-2015-0030","title":"Predicting the plan annular pressure using the power law flow model in horizontal directional drilling","year":2015,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Nebraska-Lincoln","keywords":"Directional drilling; Annulus (botany); Drilling; Power-law fluid; Shear (geology); Rate of penetration; Volumetric flow rate; Drilling fluid; Pressure drop; Pressure gradient; Geology; Shear rate; Petroleum engineering; Mechanics; Geotechnical engineering; Rheology; Engineering; Mechanical engineering; Materials science; Non-Newtonian fluid; Composite material","score_opus":0.012696469042066725,"score_gpt":0.17511732996685753,"score_spread":0.1624208609247908,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2192723799","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33308467,0.020621356,0.6284232,0.0002727056,0.008513987,0.00042280403,0.00008283807,0.00030866926,0.008269764],"genre_scores_gemma":[0.9983254,0.000012170994,0.0010728433,0.000022354532,0.00047770006,0.000003158597,0.0000015595014,0.00007123394,0.000013567322],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867487,0.000019751646,0.000415913,0.00011053211,0.00027941423,0.0004995124],"domain_scores_gemma":[0.9991578,0.00007600723,0.000056100882,0.0001927031,0.00009770383,0.00041971065],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000707151,0.00022873613,0.00024238447,0.00024062644,0.00012325062,0.00012007124,0.00034526276,0.00010690481,0.000009735413],"category_scores_gemma":[0.00010456276,0.00017452979,0.00010203363,0.0002854451,0.000037668666,0.00030823098,0.000014420488,0.000755237,0.0000010781789],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002515208,0.000001924492,0.0007154229,0.000021474843,0.00006840656,0.00004184806,0.001575836,0.99678904,0.0003143217,0.0002139183,0.00021832179,0.000036973615],"study_design_scores_gemma":[0.00023199832,0.000017370005,0.000102418984,0.00020861598,0.00003374109,0.0002527655,0.00022551253,0.9925904,0.00021765582,0.00007613016,0.0058485614,0.00019477798],"about_ca_topic_score_codex":0.001013762,"about_ca_topic_score_gemma":0.02390879,"teacher_disagreement_score":0.6652407,"about_ca_system_score_codex":0.0002664931,"about_ca_system_score_gemma":0.0002597948,"threshold_uncertainty_score":0.9939023},"labels":[],"label_agreement":null},{"id":"W2195987625","doi":"10.1109/tim.2015.2479096","title":"Continuous Real-Time Measurement of Drilling Trajectory With New State-Space Models of Kalman Filter","year":2015,"lang":"en","type":"article","venue":"IEEE Transactions on Instrumentation and Measurement","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Fundamental Research Funds for the Central Universities","keywords":"Kalman filter; Trajectory; Azimuth; Measurement while drilling; Accelerometer; Drilling; Control theory (sociology); Engineering; Directional drilling; State-space representation; Computer science; Mechanical engineering; Physics; Artificial intelligence; Algorithm; Control (management)","score_opus":0.03724069576091979,"score_gpt":0.20793803936366098,"score_spread":0.1706973436027412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2195987625","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19197167,0.000111734356,0.806054,0.000018855026,0.00026798472,0.00026035486,0.000011686649,0.00012819009,0.0011755412],"genre_scores_gemma":[0.9963465,0.00016355708,0.0033462206,0.000005625216,0.000014207264,0.000017489574,0.000001708182,0.000034069286,0.0000706365],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985854,0.000020983432,0.0003356129,0.00015661777,0.0007285323,0.0001728266],"domain_scores_gemma":[0.99939185,0.000010215304,0.00006652369,0.0001493073,0.00021629603,0.0001658144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035079208,0.00018555835,0.00024890798,0.00016272523,0.00003155738,0.000014292236,0.00005416254,0.000043402437,0.000013074215],"category_scores_gemma":[0.0000019573445,0.00017591137,0.00004759481,0.00013101747,0.000029377157,0.00015659515,5.002492e-7,0.000097935335,0.0000025760846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000822663,0.000052100244,0.0000172259,0.00009469907,0.00014571869,4.207211e-7,0.0012917034,0.9141511,0.074406415,0.0000108941185,0.000096677584,0.0096507855],"study_design_scores_gemma":[0.0029955986,0.00051843433,0.00012331663,0.0004917012,0.00014199359,0.0000052683886,0.0006215335,0.16322926,0.831293,0.00006310808,0.00016808881,0.0003487193],"about_ca_topic_score_codex":0.00018154862,"about_ca_topic_score_gemma":0.000083104685,"teacher_disagreement_score":0.8043748,"about_ca_system_score_codex":0.00019752556,"about_ca_system_score_gemma":0.00008464046,"threshold_uncertainty_score":0.7173457},"labels":[],"label_agreement":null},{"id":"W2196397028","doi":"10.1016/j.jlp.2015.11.025","title":"Monitoring of down-hole parameters for early kick detection","year":2015,"lang":"en","type":"article","venue":"Journal of Loss Prevention in the Process Industries","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":79,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Flow (mathematics); Environmental science; Mechanics; Marine engineering; Meteorology; Simulation; Computer science; Engineering; Physics","score_opus":0.04081388746829973,"score_gpt":0.28299498575112647,"score_spread":0.24218109828282675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2196397028","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9429942,0.00045152495,0.055756703,0.000026942125,0.0005898689,0.00010437723,0.0000013105371,0.0000190024,0.000056082645],"genre_scores_gemma":[0.9991135,0.00003759471,0.00062965887,9.777752e-7,0.00016698998,0.00001339237,2.673435e-7,0.000013051986,0.00002458323],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99922585,0.000022283097,0.00038575803,0.000045468205,0.00020187507,0.00011873655],"domain_scores_gemma":[0.9995101,0.00006921575,0.0001568807,0.00006969223,0.00015824875,0.000035824683],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074048346,0.00008164194,0.00015358803,0.00014179168,0.000021866104,0.00003222737,0.0001649041,0.00008406846,5.490264e-7],"category_scores_gemma":[0.00016829793,0.0000642364,0.00005938275,0.00025047496,0.000022510467,0.0002961213,0.000005292258,0.000266991,4.254625e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064902306,0.000038783008,0.012116191,0.00020972024,0.00006209391,0.0000026748364,0.003006434,0.95727324,0.00052241975,0.000014314196,0.000044337965,0.026644878],"study_design_scores_gemma":[0.004924031,0.0016143412,0.014460381,0.0033144346,0.00026822297,0.00018692511,0.013863717,0.035449162,0.90649694,0.01731414,0.0014360419,0.00067166984],"about_ca_topic_score_codex":0.0000033988326,"about_ca_topic_score_gemma":7.769077e-7,"teacher_disagreement_score":0.9218241,"about_ca_system_score_codex":0.000046920748,"about_ca_system_score_gemma":0.000034844194,"threshold_uncertainty_score":0.26194847},"labels":[],"label_agreement":null},{"id":"W2199116372","doi":"10.3968/8079","title":"Drilling Engineering Design of Well WT-1","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Oil shale; Drilling fluid; Petroleum engineering; Completion (oil and gas wells); Drilling; Slurry; Drilling engineering; Engineering; Geology; Mining engineering; Mechanical engineering; Waste management","score_opus":0.023735260497449184,"score_gpt":0.2170041614860108,"score_spread":0.19326890098856161,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2199116372","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031334057,0.0038103128,0.9916429,0.000009551429,0.00038390132,0.00006116956,3.529454e-7,0.00015206402,0.0008063262],"genre_scores_gemma":[0.93096226,0.0014722721,0.06743874,0.0000063128073,0.000031551866,0.000032196276,0.000006409176,0.000023591178,0.000026682374],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928904,0.000007886483,0.00028507534,0.000117261516,0.00013576463,0.00016499124],"domain_scores_gemma":[0.99976486,0.000035133675,0.0000246018,0.000074808035,0.000025756179,0.00007486234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022050522,0.00012899272,0.00015795192,0.00016969554,0.000014457954,0.000014172477,0.00005389182,0.00003847925,0.00000252382],"category_scores_gemma":[0.00002163573,0.00013676075,0.000009258706,0.00012777925,0.000009642808,0.00045847628,0.000014186862,0.00008030607,0.000010697544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005395309,0.0000062166037,0.00018509253,0.00006252411,0.0000049297228,0.0000018086894,0.0007990623,0.9917732,0.00025557465,0.00014463799,0.0000144660435,0.006747078],"study_design_scores_gemma":[0.00037879444,0.000019295501,0.000032615702,0.00007701728,0.0000017999164,0.000002061842,0.00026526483,0.9598518,0.01171006,0.00012994987,0.027347082,0.0001842853],"about_ca_topic_score_codex":6.9130647e-7,"about_ca_topic_score_gemma":0.000002537207,"teacher_disagreement_score":0.92782885,"about_ca_system_score_codex":0.00006391331,"about_ca_system_score_gemma":0.000023753062,"threshold_uncertainty_score":0.55769414},"labels":[],"label_agreement":null},{"id":"W2199257337","doi":"10.3968/7576","title":"Study on Adaptability of Suizhong 36-1 Oilfield Acidizing Fluid System","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Adaptability; Penetration (warfare); Geology; Microanalysis; Environmental science; Chemistry; Engineering; Organic chemistry","score_opus":0.036584567891510614,"score_gpt":0.24841276896377054,"score_spread":0.21182820107225991,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2199257337","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7188151,0.002321237,0.27138272,0.000023883505,0.0010943243,0.00025933486,0.000001626399,0.0003715116,0.005730276],"genre_scores_gemma":[0.9977069,0.00011744072,0.0020675529,0.000003767218,0.000023509636,0.00005176994,0.000003812674,0.00001321506,0.00001206519],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915373,0.000020111203,0.0003412158,0.00015274793,0.00019292724,0.00013927568],"domain_scores_gemma":[0.99971074,0.000038543007,0.000030146957,0.000123964,0.00003117041,0.0000654185],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033297777,0.00012723106,0.0001891502,0.000120001736,0.00002513505,0.00001526102,0.000058704194,0.000032806893,8.8396706e-7],"category_scores_gemma":[0.000027914482,0.00012357863,0.000010948582,0.00011142727,0.000009771097,0.00034947725,0.000019137657,0.0000852855,0.000006546184],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024183184,0.000045439898,0.003810443,0.00010475985,0.000010268816,0.0000046551545,0.0038124025,0.9813678,0.000112388014,0.00019952816,0.000009416643,0.01049869],"study_design_scores_gemma":[0.005047924,0.000773188,0.008897039,0.0010341308,0.000021781825,0.000011298539,0.10622631,0.7834444,0.07044616,0.00024573188,0.022454247,0.0013977974],"about_ca_topic_score_codex":0.0000026464902,"about_ca_topic_score_gemma":0.000031098938,"teacher_disagreement_score":0.2788918,"about_ca_system_score_codex":0.00011402743,"about_ca_system_score_gemma":0.000023616267,"threshold_uncertainty_score":0.50393903},"labels":[],"label_agreement":null},{"id":"W2200490162","doi":"10.3968/7581","title":"Research on Low Density Cementing Technology of Coalbed Methane Well","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Rheology; Slurry; Cement; Coalbed methane; Lost circulation; Sedimentation; Materials science; Petroleum engineering; Oil well; Thickening; Compressive strength; Drilling fluid; Coal; Waste management; Composite material; Drilling; Engineering; Geology; Coal mining; Metallurgy","score_opus":0.04459173141355944,"score_gpt":0.30197088644886616,"score_spread":0.25737915503530673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2200490162","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4522218,0.0037796404,0.5294272,0.00018578894,0.0008117041,0.00022702101,0.0000011259594,0.00036377524,0.012981967],"genre_scores_gemma":[0.9912855,0.00070183084,0.007874989,0.000007012441,0.000016914291,0.000031359734,0.0000068069544,0.000012736203,0.00006282456],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991723,0.000020759542,0.00023971355,0.00014150835,0.00022206164,0.00020366666],"domain_scores_gemma":[0.9997039,0.000049087448,0.000023729777,0.000101115395,0.00006923647,0.000052929518],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005542745,0.00009347277,0.00014604593,0.00043933382,0.000028043754,0.000009906826,0.00006642434,0.000053760617,0.000002753594],"category_scores_gemma":[0.00004269158,0.0000954297,0.000006982004,0.00030521132,0.0000333754,0.00021495232,0.000033055167,0.0001690643,0.00002236369],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001889495,0.000025775236,0.0010130971,0.000082973056,0.000008346063,0.000004100314,0.00069734745,0.97406197,0.00068790617,0.0009671441,0.000039283528,0.022393186],"study_design_scores_gemma":[0.0022302005,0.00022888274,0.00028210517,0.00054378464,0.00000443998,0.0000055833702,0.0084729465,0.37797913,0.4891035,0.0029061143,0.11767533,0.00056800497],"about_ca_topic_score_codex":0.0000018042457,"about_ca_topic_score_gemma":0.000024520627,"teacher_disagreement_score":0.5960828,"about_ca_system_score_codex":0.00008751597,"about_ca_system_score_gemma":0.000029961378,"threshold_uncertainty_score":0.38915104},"labels":[],"label_agreement":null},{"id":"W2200812263","doi":"10.1115/omae2015-42245","title":"Failure Analysis of the Tripping Operation and its Impact on Well Control","year":2015,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Tripping; Well control; Fault tree analysis; Lost circulation; Drilling; Casing; Reliability engineering; Underbalanced drilling; Petroleum engineering; Hydrostatic pressure; Fault (geology); Drill pipe; Engineering; Geology; Drilling fluid; Mechanical engineering","score_opus":0.0068393886262212355,"score_gpt":0.21033851984074606,"score_spread":0.20349913121452481,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2200812263","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96046406,0.00027477124,0.033906404,0.000082857376,0.00013056777,0.00010422746,0.00000740074,0.000117804615,0.0049119294],"genre_scores_gemma":[0.99981475,0.000007640781,0.000043484826,0.000015657395,0.000021667773,0.0000014966122,0.0000017055468,0.000007662555,0.00008593628],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996869,0.000008739694,0.00009454251,0.00005472052,0.00007725351,0.00007782039],"domain_scores_gemma":[0.99981,0.00002619034,0.000009846783,0.00009306908,0.000017956223,0.00004293501],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010802216,0.000068897454,0.00013307376,0.00008703591,0.000013170424,0.000015659807,0.000044148725,0.000030755356,0.000022740187],"category_scores_gemma":[0.000014737537,0.00004138926,0.00005897007,0.00019795157,0.0000034986172,0.00004718364,0.000004662203,0.00005413491,0.0000055779906],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022844895,0.0000021538403,0.00065605674,0.000005381273,0.00020428587,1.0850961e-7,0.000083639155,0.9963746,0.0022335637,0.00013005766,0.00017395156,0.00013393165],"study_design_scores_gemma":[0.00024350213,0.000014605488,0.0026174574,0.0000075648713,0.00011979531,3.7228932e-7,0.000025154559,0.99225426,0.004421487,0.0000033880726,0.00023892306,0.000053509502],"about_ca_topic_score_codex":0.000013418163,"about_ca_topic_score_gemma":0.00001093078,"teacher_disagreement_score":0.03935071,"about_ca_system_score_codex":0.000022837428,"about_ca_system_score_gemma":0.0000051216457,"threshold_uncertainty_score":0.1687805},"labels":[],"label_agreement":null},{"id":"W2201031835","doi":"10.3968/7741","title":"The Experimental Research of the Relationship Between Rock Surface Roughness and PDC Bit Wear","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Abrasive; Grinding; Surface roughness; Materials science; Diamond; Surface finish; Scanning electron microscope; Abrasion (mechanical); Profilometer; Diamond grinding; Composite material; Root mean square; Metallurgy; Engineering; Grinding wheel","score_opus":0.0965085366697048,"score_gpt":0.3254867608663202,"score_spread":0.22897822419661543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2201031835","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9357868,0.016589908,0.04537346,0.00028179522,0.000484172,0.00019537985,0.0000017879822,0.00007930599,0.0012074299],"genre_scores_gemma":[0.9985449,0.00045160958,0.0008365479,0.0000024359263,0.00002311756,0.000021859563,0.000002696878,0.000010758,0.000106099724],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928063,0.00004520166,0.00020320159,0.00009970876,0.00022549325,0.00014573775],"domain_scores_gemma":[0.99956733,0.00023402701,0.000021149668,0.000101901314,0.000029443341,0.0000461455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005211231,0.000077638215,0.00008516215,0.0000459501,0.00014195833,0.00003403173,0.00008235656,0.00003206713,4.5585213e-7],"category_scores_gemma":[0.00006994032,0.000053993328,0.0000070254055,0.00016910127,0.000039521085,0.0003091919,0.000049778828,0.0001471558,0.0000037375653],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009759861,0.000008596558,0.07472955,0.000036148962,0.0000070245947,3.493334e-7,0.004918513,0.91623586,0.00015163708,0.001294947,0.000058618025,0.0025489766],"study_design_scores_gemma":[0.0036158315,0.00019498928,0.111258194,0.00076823385,0.000012595663,0.000008268913,0.043628756,0.48522848,0.11337368,0.008628051,0.23213963,0.0011433006],"about_ca_topic_score_codex":0.0000027628807,"about_ca_topic_score_gemma":0.000020084652,"teacher_disagreement_score":0.43100742,"about_ca_system_score_codex":0.00006753577,"about_ca_system_score_gemma":0.000029719871,"threshold_uncertainty_score":0.22017841},"labels":[],"label_agreement":null},{"id":"W2205332070","doi":"10.1115/omae2015-42385","title":"Dynamic Model of a Mobile Offshore Drilling Unit in Deep Water Environments for Drilling Simulation","year":2015,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Vibration; Submarine pipeline; Coupling (piping); Offshore drilling; Drilling fluid; Torsional vibration; Marine engineering; Offshore geotechnical engineering; Geology; Engineering; Acoustics; Geotechnical engineering; Mechanical engineering; Physics","score_opus":0.011520301970545859,"score_gpt":0.21592475703254135,"score_spread":0.2044044550619955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2205332070","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51190287,0.00031823906,0.48713136,0.000014327218,0.00010948985,0.0001427192,0.000008363542,0.00029122716,0.000081409715],"genre_scores_gemma":[0.9909632,0.00004663729,0.008284325,0.0000030584001,0.00001963185,0.00012679906,0.000047980862,0.000087912544,0.00042044645],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986275,0.000007917694,0.00045143344,0.00026936186,0.00014576661,0.0004980579],"domain_scores_gemma":[0.9994901,0.000028306527,0.000044715674,0.00033845849,0.000032372915,0.000066062734],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021564773,0.00023674786,0.00037428262,0.00065597426,0.000030816303,0.000010321697,0.00023314678,0.00034002122,0.000011405714],"category_scores_gemma":[0.000031188625,0.00024068462,0.000069132286,0.00020346571,0.00005588679,0.00011440815,0.0000576305,0.00023542417,0.000033159864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001332677,0.000023753559,0.000986038,0.00007137663,0.000025553521,0.0000014053325,0.0002297355,0.9821299,0.014473214,0.000030625226,0.000005096013,0.0020099906],"study_design_scores_gemma":[0.00071088405,0.000092762086,0.000016089129,0.000046837784,0.000019969917,0.0000018191997,0.00018576004,0.987479,0.007640607,0.00071284256,0.0028409625,0.00025248676],"about_ca_topic_score_codex":0.0000044368835,"about_ca_topic_score_gemma":0.000018234061,"teacher_disagreement_score":0.47906032,"about_ca_system_score_codex":0.0001508686,"about_ca_system_score_gemma":0.000011142805,"threshold_uncertainty_score":0.9814834},"labels":[],"label_agreement":null},{"id":"W2206192865","doi":"10.3968/7925","title":"Research on the Bottom Hole Flow Field of PDC Bit","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Gambit; Nozzle; Bit (key); Fluent; Flow (mathematics); Engineering; Inlet; Mechanics; Perpendicular; Mechanical engineering; Computational fluid dynamics; Geometry; Physics; Computer science; Mathematics","score_opus":0.05790341366286158,"score_gpt":0.30752616233282704,"score_spread":0.24962274866996545,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2206192865","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13046363,0.010173978,0.8019668,0.0019106854,0.00190047,0.00040860573,0.000004096717,0.00037202498,0.05279974],"genre_scores_gemma":[0.99498415,0.00093739224,0.0038607433,0.000035025838,0.00003139398,0.00004590848,0.000003852049,0.000010019209,0.00009148588],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936116,0.00002180256,0.00016575909,0.00009257238,0.00021819425,0.00014053925],"domain_scores_gemma":[0.99968004,0.00012861467,0.0000119424085,0.000099968835,0.000036889152,0.000042521642],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004811911,0.00007159558,0.00008493071,0.00013262001,0.00003486739,0.000017301449,0.00007028372,0.00003146905,0.000005655199],"category_scores_gemma":[0.000047410194,0.000055006174,0.000007295127,0.00016314904,0.000017961975,0.00019470254,0.000018344725,0.00016939905,0.000017496865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009755407,0.0000098635,0.00015027431,0.000022603612,0.0000038005644,0.0000011688437,0.0010710936,0.9741724,0.000039860104,0.0011169894,0.00048625623,0.022915939],"study_design_scores_gemma":[0.0004939336,0.00011154317,0.00013362589,0.00018101305,0.0000011618565,8.9075024e-7,0.0029252071,0.7527298,0.031081637,0.00145449,0.21068478,0.00020196926],"about_ca_topic_score_codex":0.0000019197496,"about_ca_topic_score_gemma":0.000018223694,"teacher_disagreement_score":0.86452055,"about_ca_system_score_codex":0.00004307857,"about_ca_system_score_gemma":0.000025739344,"threshold_uncertainty_score":0.22430867},"labels":[],"label_agreement":null},{"id":"W2206274883","doi":"10.2118/0915-280-jcpt","title":"Caprock Analysis—A Practical Approach","year":2015,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Caprock; Petroleum engineering; Asphalt; Geology; Forcing (mathematics); Environmental science; Cartography","score_opus":0.016599909129188257,"score_gpt":0.21201766229241928,"score_spread":0.195417753163231,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2206274883","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34699088,0.005472901,0.532454,0.0065472396,0.0024353478,0.00014050664,0.000021133144,0.00087310135,0.1050649],"genre_scores_gemma":[0.98691344,0.000050518927,0.012727342,0.000027906803,0.00013568383,0.0000018635158,0.0000016371768,0.000024403196,0.00011720899],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990611,0.000009540992,0.0003208949,0.00008418863,0.00017549387,0.00034877285],"domain_scores_gemma":[0.9991076,0.000014558987,0.00006775629,0.00018965478,0.0001252884,0.00049512245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027155937,0.0001226735,0.00033080223,0.004818104,0.000021922653,0.000024733641,0.00021504726,0.00021468503,0.000009713085],"category_scores_gemma":[0.00013129272,0.00011884024,0.00010628114,0.0018514855,0.000032095493,0.000110915986,0.000009532059,0.00055820507,0.000016717442],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000046485734,0.000013358061,0.0017175815,0.000014069195,0.0006559138,0.00023132608,0.00006544905,0.98017794,0.00016524969,0.002305211,0.013351382,0.0012978599],"study_design_scores_gemma":[0.0006723966,0.00017173511,0.00033405962,0.000017523887,0.0005315051,0.0016449214,0.00056796096,0.48713487,0.0007692037,0.0007211069,0.50706834,0.0003663528],"about_ca_topic_score_codex":0.00095743616,"about_ca_topic_score_gemma":0.005324473,"teacher_disagreement_score":0.63992256,"about_ca_system_score_codex":0.0002801734,"about_ca_system_score_gemma":0.00026750544,"threshold_uncertainty_score":0.48461643},"labels":[],"label_agreement":null},{"id":"W2213549407","doi":"10.3968/7922","title":"Research on Sealing Technology of Waste Well Cement Slurry","year":2015,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Scrap; Slurry; Cement; Seal (emblem); Petroleum engineering; Oil well; Engineering; Geotechnical engineering; Oil field; Injection well; Waste management; Environmental science; Materials science; Environmental engineering; Metallurgy; Mechanical engineering","score_opus":0.053502652711294583,"score_gpt":0.3069170018334433,"score_spread":0.2534143491221487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2213549407","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2504149,0.013907866,0.69432455,0.0005126046,0.0016909003,0.00039683448,0.0000029806467,0.0005956122,0.03815374],"genre_scores_gemma":[0.9919533,0.0014476,0.006423729,0.000007558502,0.000026466934,0.000051872415,0.000006583934,0.000014679456,0.00006822524],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916136,0.000015162356,0.0002469413,0.00013856424,0.0002373941,0.0002005914],"domain_scores_gemma":[0.9997351,0.000031567582,0.000019201667,0.0001031961,0.000054394743,0.000056537465],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042682406,0.00009425147,0.00012665302,0.00046525092,0.000035098616,0.000010928809,0.00006917881,0.000049763923,0.0000027102371],"category_scores_gemma":[0.000017647739,0.00009425883,0.00000650356,0.0002852345,0.000029156712,0.00020845394,0.000029920788,0.00016259024,0.000020465299],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011369273,0.000015739217,0.00023724078,0.000055127995,0.0000048058882,0.0000023647617,0.00064208324,0.9736765,0.00012946269,0.0014863887,0.000054451168,0.023684472],"study_design_scores_gemma":[0.0015665452,0.0002596527,0.000036710797,0.0005130271,0.0000027053072,0.0000032327687,0.018019019,0.56466144,0.09533563,0.0026194307,0.3165201,0.0004625076],"about_ca_topic_score_codex":8.123022e-7,"about_ca_topic_score_gemma":0.00001205226,"teacher_disagreement_score":0.7415384,"about_ca_system_score_codex":0.00010810598,"about_ca_system_score_gemma":0.00003173965,"threshold_uncertainty_score":0.38437635},"labels":[],"label_agreement":null},{"id":"W2220978358","doi":"10.1115/omae2015-41226","title":"Investigation on Effect of Downhole Vibration Force on Drilling Performance With a Dynamic BHA Model","year":2015,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland; Atlantic Canada Opportunities Agency; Research and Development Corporation of Newfoundland and Labrador","keywords":"Vibration; Finite element method; Drilling; Parametric statistics; Amplitude; Structural engineering; Force dynamics; Mechanics; Engineering; Acoustics; Mechanical engineering; Physics; Mathematics; Optics","score_opus":0.006933346413394146,"score_gpt":0.17594099919221595,"score_spread":0.1690076527788218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2220978358","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90962946,0.00006646607,0.08783185,0.00008289862,0.000117641335,0.00011842204,0.000004091186,0.0009689262,0.0011802624],"genre_scores_gemma":[0.9976091,0.000017881666,0.001748075,0.000010537327,0.000023103057,0.000053610842,0.000020883093,0.00006082064,0.0004560375],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903953,0.00001266986,0.00022431108,0.00023169888,0.00020328742,0.00028852856],"domain_scores_gemma":[0.9994465,0.000026895239,0.00006003312,0.00035365,0.00004403025,0.00006889545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018597527,0.00023780696,0.0002808921,0.0005155406,0.000041333173,0.000013819876,0.00017133327,0.00022574158,0.0000030109732],"category_scores_gemma":[0.000040181607,0.00021206014,0.00003017925,0.00037029726,0.000068852314,0.00013063606,0.000019110144,0.00031357753,0.000063458065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056142155,0.0000058010023,0.00071797887,0.00009545061,0.000021312288,0.0000012988004,0.000052588948,0.98462135,0.011541306,0.00014779768,0.00007064901,0.0026683363],"study_design_scores_gemma":[0.0006111563,0.0014158727,0.000053018568,0.00016389643,0.000018972374,0.00000661743,0.000014379253,0.92055315,0.076715164,0.00011055932,0.00014081455,0.00019639308],"about_ca_topic_score_codex":0.000003215145,"about_ca_topic_score_gemma":0.000003904424,"teacher_disagreement_score":0.08797961,"about_ca_system_score_codex":0.00015493264,"about_ca_system_score_gemma":0.000022556644,"threshold_uncertainty_score":0.8647561},"labels":[],"label_agreement":null},{"id":"W2222126545","doi":"10.1007/s11071-015-2461-y","title":"The chaotic dynamics of drilling","year":2015,"lang":"en","type":"article","venue":"Nonlinear Dynamics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Chaotic; CHAOS (operating system); Simple (philosophy); Computer science; Chaos theory; Field (mathematics); Dynamics (music); Statistical physics; Control theory (sociology); Geology; Engineering; Mechanical engineering; Mathematics; Artificial intelligence; Physics; Acoustics","score_opus":0.008987047992811819,"score_gpt":0.19893096890254208,"score_spread":0.18994392090973025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2222126545","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3166324,0.0016512744,0.65727514,0.00029714,0.0041950406,0.00027964707,0.00008890281,0.0011091891,0.018471269],"genre_scores_gemma":[0.9902068,0.0002615685,0.008742092,0.000008176763,0.00022513195,0.0000043431037,0.000071165414,0.00008315533,0.00039756024],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916506,0.000009440359,0.00026346152,0.00010069967,0.00019367144,0.00026767317],"domain_scores_gemma":[0.99939924,0.000085408414,0.00003334861,0.00029815012,0.00008245873,0.000101413876],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026218465,0.0001452256,0.00016538179,0.000053341537,0.00004851242,0.000029189554,0.00022715477,0.000084443775,0.000001319098],"category_scores_gemma":[0.000065515786,0.00011949367,0.00006240482,0.00020177187,0.0000484873,0.000053690044,0.00003164093,0.00020675611,0.000020316731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003391736,0.00000826735,0.00034460393,0.000039937084,0.000030966465,0.0000021684057,0.0000929236,0.98493016,0.000020959538,0.0035340185,0.000056884706,0.010935735],"study_design_scores_gemma":[0.00015421365,0.00001903218,0.00003059376,0.000027771663,0.000012808408,0.0000061416267,0.00016049927,0.99662673,0.00012576443,0.0004105728,0.0022897935,0.00013606186],"about_ca_topic_score_codex":0.000013696786,"about_ca_topic_score_gemma":0.0001681185,"teacher_disagreement_score":0.6735744,"about_ca_system_score_codex":0.0001735677,"about_ca_system_score_gemma":0.000027727161,"threshold_uncertainty_score":0.48728105},"labels":[],"label_agreement":null},{"id":"W2226234717","doi":"10.1306/13371601st643568","title":"Potential Role of Microbial Biofilms in Oil Sands Tailings Management","year":2013,"lang":"en","type":"book-chapter","venue":"American Association of Petroleum Geologists eBooks","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Oil sands; Tailings; Asphalt; Geology; Steam-assisted gravity drainage; Resource (disambiguation); Mining engineering; Earth science; Unconventional oil; Mineral resource classification; Geochemistry; Petroleum engineering; Oil shale; Archaeology; Geography; Paleontology","score_opus":0.0023310409162780907,"score_gpt":0.16142197567817265,"score_spread":0.15909093476189456,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2226234717","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.040227193,0.0003922514,0.00051646907,0.00003642037,0.00054937304,0.00014684041,0.0000773405,0.00029067235,0.95776343],"genre_scores_gemma":[0.7451968,0.0004991754,0.0010423934,0.000016994114,0.00011176553,0.000019022704,0.0000576898,0.00009142913,0.25296474],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99822366,0.000017864462,0.00074668357,0.00028494585,0.0003361497,0.0003907109],"domain_scores_gemma":[0.9988521,0.000056243127,0.00066081935,0.00028450522,0.00008581398,0.000060529626],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023513456,0.00037579768,0.0008034782,0.0004668444,0.000019743378,0.000015230601,0.0002669302,0.0002972561,0.00008640476],"category_scores_gemma":[0.000015154828,0.0004344266,0.00023788537,0.000041876836,0.00015334037,0.00003081096,0.00007514572,0.0003974503,0.000044473865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011515976,0.00012983957,0.0033139416,0.0019113347,0.003441478,0.00006783717,0.0010702052,0.60441947,0.06520042,0.02766878,0.004358708,0.2883028],"study_design_scores_gemma":[0.0121512795,0.0019535269,0.0093076555,0.004742561,0.0026263278,0.000039405786,0.0016686863,0.26010767,0.042426825,0.010625344,0.6436779,0.010672822],"about_ca_topic_score_codex":0.00032573825,"about_ca_topic_score_gemma":0.000035905898,"teacher_disagreement_score":0.7049696,"about_ca_system_score_codex":0.00034175135,"about_ca_system_score_gemma":0.000022737266,"threshold_uncertainty_score":0.99981076},"labels":[],"label_agreement":null},{"id":"W2228911915","doi":"10.2118/07-07-tn","title":"Numerical Modelling of Cuttings Transport in Horizontal Wells Using Conventional Drilling Fluids","year":2007,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling fluid; Drilling; Drill cuttings; Petroleum engineering; Drag; Rate of penetration; Rheology; Drilling engineering; Geotechnical engineering; Mechanics; Directional drilling; Underbalanced drilling; Volumetric flow rate; Geology; Mechanical engineering; Engineering; Materials science","score_opus":0.010066790225519016,"score_gpt":0.19206315981044184,"score_spread":0.18199636958492282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2228911915","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6059001,0.0006534109,0.3924368,0.000079008234,0.0003422718,0.000026411306,0.0000032796538,0.000039300823,0.0005193749],"genre_scores_gemma":[0.98490316,0.00009973261,0.014813813,0.000011004563,0.00011932178,4.31538e-7,0.0000014082951,0.00004038746,0.000010765854],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99832284,0.0000061856654,0.00084055384,0.00011067562,0.00020909787,0.00051062315],"domain_scores_gemma":[0.9994273,0.000032781965,0.00012303221,0.00011411251,0.00008735996,0.00021541327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005605655,0.00016761849,0.0004190546,0.003822726,0.000031324944,0.000006351653,0.0002312358,0.00027153912,0.0000221199],"category_scores_gemma":[0.000015433327,0.00019208252,0.00013693265,0.00093159004,0.000054898894,0.00012119861,0.000004376537,0.0006232235,0.0000015851798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010852663,0.000010941875,0.0060702497,0.00003924951,0.00004625525,0.00021658113,0.000056547575,0.985519,0.0066595394,0.0005776192,0.000015285654,0.00077788776],"study_design_scores_gemma":[0.00072576676,0.00012023546,0.0004405304,0.00032170565,0.00003628422,0.00057137,0.00020069523,0.9704089,0.018175382,0.00032791705,0.008389675,0.00028149312],"about_ca_topic_score_codex":0.0031469192,"about_ca_topic_score_gemma":0.0023437748,"teacher_disagreement_score":0.37900302,"about_ca_system_score_codex":0.000367094,"about_ca_system_score_gemma":0.00015814349,"threshold_uncertainty_score":0.7832898},"labels":[],"label_agreement":null},{"id":"W2230670913","doi":"10.2118/174403-ms","title":"Practical Approach to Caprock Analysis","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Caprock; Drill; Geomechanics; Petroleum engineering; Geology; Construction engineering; Risk analysis (engineering); Computer science; Engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.04235965847207506,"score_gpt":0.24851560867749223,"score_spread":0.20615595020541716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2230670913","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007083467,0.00013877942,0.828446,0.0011536386,0.00041806445,0.000115453135,0.0000303356,0.0010212352,0.16159306],"genre_scores_gemma":[0.97112674,0.000013343147,0.028134253,0.00014384119,0.000074071235,0.000029573846,0.00001610369,0.000029040102,0.000433014],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985861,0.000015850785,0.00025848026,0.0002904341,0.00042077273,0.00042832678],"domain_scores_gemma":[0.9987446,0.000050647664,0.000016621436,0.0003992964,0.00011493129,0.0006739206],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018445117,0.00020313286,0.00033168698,0.00012282578,0.000032309807,0.000051723608,0.00024594693,0.00010978337,0.000020256088],"category_scores_gemma":[0.00021550548,0.0002043148,0.000057312576,0.00084097584,0.000022955493,0.00006577942,0.000050456165,0.00036182313,0.000019976398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018600917,0.000046063906,0.00015852442,0.000105137275,0.00022880992,0.000052155618,0.000069239526,0.9016573,0.00059333805,0.007783309,0.08275117,0.0065363436],"study_design_scores_gemma":[0.0003018467,0.000060994364,0.000453723,0.000041727246,0.00026001295,0.000046312845,0.00014176736,0.8143309,0.0022558132,0.00019904324,0.18095443,0.0009534386],"about_ca_topic_score_codex":0.054811884,"about_ca_topic_score_gemma":0.16941977,"teacher_disagreement_score":0.9640433,"about_ca_system_score_codex":0.00035866644,"about_ca_system_score_gemma":0.0005455651,"threshold_uncertainty_score":0.9514822},"labels":[],"label_agreement":null},{"id":"W2230896057","doi":"10.2118/113776-ms","title":"Improved And Robust Drilling Simulators Using Past Real-Time Measurements And Artificial Intelligence","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"Norges Forskningsråd; ConocoPhillips","keywords":"Drilling; Computer science; ALARM; Series (stratigraphy); Time series; Constant false alarm rate; Real-time computing; Artificial intelligence; False alarm; Petroleum engineering; Industrial engineering; Machine learning; Geology; Engineering; Mechanical engineering; Aerospace engineering","score_opus":0.05531443655398213,"score_gpt":0.2220900959998463,"score_spread":0.16677565944586417,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2230896057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71377534,0.00014253198,0.2848675,0.000003834205,0.00015547598,0.00008349983,0.0000010101952,0.00034168398,0.00062910235],"genre_scores_gemma":[0.9866116,0.00017958324,0.012994437,0.000004839577,0.00012676846,0.0000015773069,0.0000014499051,0.00004311063,0.00003662073],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991741,0.0000073494243,0.00023511509,0.00019766016,0.000117168056,0.0002686073],"domain_scores_gemma":[0.9996755,0.00003680779,0.000017445433,0.00012101607,0.000029327819,0.000119907054],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001324973,0.00018203621,0.0001809544,0.000090524074,0.00012047134,0.00003953151,0.000050175,0.00007378033,0.000014295941],"category_scores_gemma":[0.00001574571,0.00018429884,0.000024712303,0.0001247752,0.000041993113,0.00012855414,0.000025848847,0.00010199722,0.000005818703],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027069643,0.000004865453,0.0006507836,0.000030384275,0.000023671919,0.0000029350185,0.00017893159,0.9171804,0.07978839,0.00001721262,0.0000056573535,0.0021140669],"study_design_scores_gemma":[0.000050230454,0.000012669058,0.00012607533,0.00003294056,0.000012982197,0.000018640936,0.00003734436,0.98119843,0.018240305,0.000034607114,0.000015136,0.00022062122],"about_ca_topic_score_codex":0.000045059838,"about_ca_topic_score_gemma":0.0000033561098,"teacher_disagreement_score":0.27283624,"about_ca_system_score_codex":0.000036121077,"about_ca_system_score_gemma":0.0000067312626,"threshold_uncertainty_score":0.7515489},"labels":[],"label_agreement":null},{"id":"W2231085720","doi":"10.2118/175450-ms","title":"Spectral Noise Logging Integrated with High-Precision Temperature Logging for a Multi-Well Leak Detection Survey in South Alberta","year":2015,"lang":"en","type":"article","venue":"SPE Offshore Europe Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Annulus (botany); Petroleum engineering; Casing; Coal; Coal mining; Natural gas; Environmental science; Aquifer; Logging; Geology; Mining engineering; Methane; Natural gas field; Engineering; Waste management; Geotechnical engineering; Groundwater","score_opus":0.030343125818713592,"score_gpt":0.22070141732080686,"score_spread":0.19035829150209327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2231085720","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8607599,0.000118779324,0.13779612,0.000026827747,0.00033313304,0.00029424333,0.000023806506,0.00020304746,0.00044410588],"genre_scores_gemma":[0.9980577,0.00006541832,0.0013118847,0.000016155287,0.00009922277,0.000014827014,0.00019461168,0.00006160837,0.00017853723],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989478,0.000051043986,0.00023183491,0.000325169,0.00012066121,0.0003234657],"domain_scores_gemma":[0.9994905,0.000056209243,0.000035869463,0.00015435484,0.00013812706,0.00012492799],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032744097,0.00026215607,0.0002515358,0.00019343784,0.000053041702,0.00012749573,0.00008115542,0.00011671923,0.0000071814543],"category_scores_gemma":[0.00009218799,0.00022656741,0.000025446285,0.00026354977,0.00003208717,0.00022993059,0.000019062389,0.0003100645,0.000018917595],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011306175,0.00014044277,0.017780077,0.00058116036,0.0001063466,0.00007786078,0.0065639634,0.851664,0.105269335,0.0003789724,0.0007256944,0.015581542],"study_design_scores_gemma":[0.0028698698,0.00036819262,0.017319813,0.00078953017,0.00003619263,0.000028522494,0.0006049993,0.9398587,0.036013514,0.00008952366,0.001216382,0.0008047966],"about_ca_topic_score_codex":0.00042793187,"about_ca_topic_score_gemma":0.005962818,"teacher_disagreement_score":0.1372978,"about_ca_system_score_codex":0.000064796004,"about_ca_system_score_gemma":0.00003310336,"threshold_uncertainty_score":0.9239151},"labels":[],"label_agreement":null},{"id":"W2231962062","doi":"10.1680/jadcr.15.00078","title":"The effect of drilling fluid and temperature on the cement/rock interaction in wells","year":2016,"lang":"en","type":"article","venue":"Advances in Cement Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Victoria University of Wellington; University of Victoria; Callaghan Innovation","keywords":"Cement; Geothermal gradient; Durability; Geology; Portland cement; Drilling fluid; Brine; Geotechnical engineering; Drilling; Curing (chemistry); Petroleum engineering; Materials science; Composite material; Metallurgy","score_opus":0.013249091026754064,"score_gpt":0.31031917487391986,"score_spread":0.29707008384716577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2231962062","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.989003,0.0055997563,0.00058383786,0.0005356303,0.00047873904,0.0005191952,0.0000022643374,0.000036636866,0.0032409336],"genre_scores_gemma":[0.9893071,0.010442623,0.000012810762,0.000003730152,0.000047419944,0.00006331106,6.1933974e-7,0.000013615939,0.00010877505],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990041,0.0001092275,0.00018126072,0.00013455331,0.00027555172,0.00029526278],"domain_scores_gemma":[0.99798363,0.0017731723,0.00001283154,0.00018752823,0.000019573512,0.000023248467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013071875,0.000097008975,0.00010267064,0.00013256581,0.00007238008,0.000026884021,0.00015026833,0.000034615055,0.000013124138],"category_scores_gemma":[0.00014140189,0.00004538586,0.000017770644,0.00023830777,0.00003743533,0.00013441719,0.000042755462,0.0002974666,0.000009742359],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024542134,0.000028748145,0.009292932,0.00038744553,0.000040976152,0.000008298944,0.00047828347,0.7146613,0.13449912,0.0021704084,0.0005110051,0.13767609],"study_design_scores_gemma":[0.002359965,0.0012585403,0.0022759382,0.0036650489,0.000007335702,0.0000034285379,0.00071305706,0.13833603,0.6620192,0.0009484125,0.18796709,0.00044599705],"about_ca_topic_score_codex":0.000008811794,"about_ca_topic_score_gemma":0.00003478813,"teacher_disagreement_score":0.57632524,"about_ca_system_score_codex":0.00010546162,"about_ca_system_score_gemma":0.000004167928,"threshold_uncertainty_score":0.18507817},"labels":[],"label_agreement":null},{"id":"W2233736670","doi":"10.1115/ipc2010-31678","title":"Designing CO2 Transmission Pipelines Without Crack Arrestors","year":2010,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Pipeline transport; Pipeline (software); Petroleum engineering; Fossil fuel; Engineering; Marine engineering; Mechanical engineering; Waste management","score_opus":0.00672979237195474,"score_gpt":0.20006261024619784,"score_spread":0.1933328178742431,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2233736670","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18063906,0.00010951846,0.80304325,0.000030582774,0.0011208352,0.000068211695,5.633525e-7,0.0013808116,0.013607173],"genre_scores_gemma":[0.9554154,0.000032365235,0.04347728,0.000015056692,0.00023950233,0.000005128325,0.0000026487687,0.000052315347,0.0007602829],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993988,0.000003953278,0.00015102484,0.000120479104,0.00010094913,0.0002247529],"domain_scores_gemma":[0.9996679,0.000033651075,0.000008048505,0.00015406584,0.000017928538,0.000118417185],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010972093,0.0001466482,0.00012462008,0.00006761265,0.00004495492,0.00003179974,0.00010176686,0.00009272991,0.00014565767],"category_scores_gemma":[0.000014136563,0.00012874677,0.00004463543,0.00009639504,0.000013897726,0.00009601568,0.0000051624183,0.00027641462,0.00008027596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029104408,0.000009034072,0.00091971696,0.0000652172,0.000015174977,0.0000042797287,0.00019153817,0.47085175,0.5054783,0.00014388497,0.0016020783,0.020716095],"study_design_scores_gemma":[0.00020198732,0.000009148351,0.00024514087,0.000041448588,0.000011209186,0.00000962299,0.00002102742,0.7429667,0.20278403,0.00007172417,0.053350788,0.00028715128],"about_ca_topic_score_codex":0.00000956539,"about_ca_topic_score_gemma":0.000007479746,"teacher_disagreement_score":0.77477634,"about_ca_system_score_codex":0.000007807935,"about_ca_system_score_gemma":0.0000067518818,"threshold_uncertainty_score":0.5250141},"labels":[],"label_agreement":null},{"id":"W2238178787","doi":"10.1016/j.jnnfm.2015.09.003","title":"Residual drilling mud during conditioning of uneven boreholes in primary cementing. Part 2: Steady laminar inertial flows","year":2015,"lang":"en","type":"article","venue":"Journal of Non-Newtonian Fluid Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Schlumberger Foundation","keywords":"Borehole; Laminar flow; Geology; Lost circulation; Drilling fluid; Petroleum engineering; Residual; Drilling; Geotechnical engineering; Residual oil; Petrology; Mechanics; Engineering; Mechanical engineering","score_opus":0.01129924583503226,"score_gpt":0.20316019816048295,"score_spread":0.1918609523254507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2238178787","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96042496,0.00085989665,0.036516514,0.000046194004,0.0015076451,0.0001314668,0.000015235723,0.00007352048,0.0004245864],"genre_scores_gemma":[0.9883397,0.0002644506,0.010531103,0.000014847859,0.00069207826,0.0000039135853,0.000012155876,0.00008646391,0.00005524303],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976256,0.00004498944,0.001157715,0.00017140435,0.00054577476,0.00045449988],"domain_scores_gemma":[0.99903804,0.000063488274,0.00027264145,0.0002163545,0.00019232252,0.00021718029],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010382972,0.00027939497,0.0005899811,0.00049029663,0.00005179071,0.00004617366,0.0002896185,0.00016282655,0.0000098066075],"category_scores_gemma":[0.00011527592,0.00029568255,0.00013528277,0.00034619722,0.000015022667,0.00038327894,0.00006642563,0.0005140169,0.0000055244873],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005633906,0.00004683573,0.00020524742,0.00024539974,0.00009043826,0.0001194241,0.00084246526,0.7562254,0.24116941,0.000055125256,0.0003604228,0.0005834828],"study_design_scores_gemma":[0.0032986875,0.00030503,0.00072852406,0.0019418462,0.00010391074,0.00017842544,0.0006335382,0.83345956,0.15692382,0.00020903123,0.0016681186,0.00054951996],"about_ca_topic_score_codex":0.000009799646,"about_ca_topic_score_gemma":0.000010480402,"teacher_disagreement_score":0.08424559,"about_ca_system_score_codex":0.00031053953,"about_ca_system_score_gemma":0.00013775608,"threshold_uncertainty_score":0.9999495},"labels":[],"label_agreement":null},{"id":"W2243934430","doi":"10.2118/174575-ms","title":"Technical Challenges in the Conversion of CO2-EOR Projects to CO2 Storage Projects","year":2015,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Innovates","funders":"","keywords":"Enhanced oil recovery; Carbon capture and storage (timeline); Process (computing); Petroleum industry; Heat transfer fluid; Process engineering; Oil storage; Environmental economics; Computer science; Business; Environmental science; Risk analysis (engineering); Waste management; Operations management; Petroleum engineering; Engineering; Environmental engineering","score_opus":0.05745210602620749,"score_gpt":0.2399813623085539,"score_spread":0.18252925628234642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2243934430","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8737816,0.0026400995,0.029849693,0.0010112714,0.0009609009,0.0018373213,0.0000075257003,0.00135939,0.08855219],"genre_scores_gemma":[0.9986072,0.00009814525,0.0011118919,0.000026250369,0.000045268982,0.00003107345,0.0000012996743,0.000020892016,0.000057961894],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993046,0.000020470361,0.00015474702,0.00012764239,0.00019534398,0.00019719843],"domain_scores_gemma":[0.99960387,0.000060841496,0.000011658577,0.00022828772,0.000030597148,0.000064736785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004291603,0.00011518804,0.00015879457,0.00012234495,0.000009564224,0.000009667035,0.0001878091,0.00007585553,0.0000040151017],"category_scores_gemma":[0.00006524165,0.00008269758,0.000026779291,0.00022875125,0.000014561621,0.000056582936,0.000031531905,0.0001478575,0.000025129842],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059734677,0.00020043162,0.00041373493,0.0011350507,0.000035160927,0.000063350206,0.0139839845,0.9450526,0.012118218,0.0049649593,0.017352657,0.0046201204],"study_design_scores_gemma":[0.0034851972,0.0013393126,0.0029655236,0.00090088166,0.000055235007,0.00010563979,0.015203932,0.743433,0.10085117,0.00019347265,0.12987748,0.0015891647],"about_ca_topic_score_codex":0.000022284417,"about_ca_topic_score_gemma":0.000023141252,"teacher_disagreement_score":0.20161961,"about_ca_system_score_codex":0.000052956046,"about_ca_system_score_gemma":0.000021644297,"threshold_uncertainty_score":0.33723095},"labels":[],"label_agreement":null},{"id":"W2244492078","doi":"10.2118/01-11-02","title":"Fault Block Modelling-An Alternative Simulation Tool for Strongly Compartmentalized Gas Reservoirs","year":2001,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"CERN; Universitetet i Bergen; University of Calgary","keywords":"Dissipation; Conservation of mass; Well control; Computer simulation; Reservoir simulation; Petroleum engineering; Compressibility; Mechanics; Control volume; Flow (mathematics); Geology; Engineering; Simulation; Mechanical engineering; Physics","score_opus":0.01903600361551352,"score_gpt":0.2401405724010624,"score_spread":0.22110456878554888,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2244492078","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7733214,0.00029729842,0.22476974,0.00042456636,0.00046005173,0.00011022825,0.00003363276,0.00013798184,0.00044510435],"genre_scores_gemma":[0.9946431,0.00014728156,0.0048407433,0.00001733717,0.00021356974,0.000008402125,0.000008453258,0.000047767633,0.00007335415],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988495,0.000010962074,0.00043652143,0.00012088266,0.0001519423,0.00043020098],"domain_scores_gemma":[0.999282,0.00004617607,0.000106186,0.00019285642,0.0001533328,0.00021946155],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001841484,0.00017352174,0.00031210287,0.0017912639,0.00007315422,0.0000351286,0.00029583194,0.0001738703,0.000013033841],"category_scores_gemma":[0.000031463293,0.00018421731,0.000096934884,0.0003636402,0.000031704476,0.00019974913,0.0000075292464,0.00032369237,0.0000034719155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027779774,0.000011097925,0.0002522616,0.000010820566,0.00008907367,0.00004256732,0.000045929533,0.9974425,0.00029521572,0.00050801056,0.00032956552,0.00094518467],"study_design_scores_gemma":[0.0008512956,0.00020304871,0.0000142033205,0.00003559735,0.000030709038,0.00009838755,0.00008158756,0.91954345,0.0007130699,0.0008196762,0.07744455,0.00016442622],"about_ca_topic_score_codex":0.000775003,"about_ca_topic_score_gemma":0.0055194106,"teacher_disagreement_score":0.22132169,"about_ca_system_score_codex":0.00035640787,"about_ca_system_score_gemma":0.00006991089,"threshold_uncertainty_score":0.75121635},"labels":[],"label_agreement":null},{"id":"W2248503406","doi":"","title":"Study on wave propagation characteristics of rock bolt grouted structure","year":2007,"lang":"en","type":"article","venue":"Rock and Soil Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Curing (chemistry); Geotechnical engineering; Stress wave; Materials science; Wave propagation; Geology; Anchoring; Structural engineering; Composite material; Engineering; Physics; Optics","score_opus":0.008917791775413969,"score_gpt":0.1943513279764864,"score_spread":0.18543353620107245,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2248503406","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75250477,0.00004027262,0.24671851,0.000002065449,0.0003679304,0.00012870709,0.000011231153,0.00013271451,0.0000938256],"genre_scores_gemma":[0.99969816,0.000028416584,0.00009037844,0.000007126824,0.00010276077,0.0000018675453,0.000013531762,0.000031608637,0.000026125645],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993237,0.0000066921602,0.0002250829,0.00012335287,0.0001455658,0.00017558967],"domain_scores_gemma":[0.9996959,0.00003139503,0.000035944966,0.00013991375,0.000037093523,0.000059738344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011317919,0.00014289461,0.0001899051,0.00008168326,0.000045461133,0.000012995821,0.00004768158,0.00009071962,0.000002897114],"category_scores_gemma":[0.000025663297,0.00013608788,0.00002328772,0.000108740394,9.665368e-7,0.0000402915,0.000018043494,0.00015986037,0.00000239374],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008955818,0.0002931185,0.001333381,0.00077540684,0.0003225392,0.00008567775,0.0076875817,0.87965524,0.071491554,0.006581589,0.0000839341,0.031600427],"study_design_scores_gemma":[0.00048051815,0.00024244082,0.0039991727,0.00007233016,0.000044531316,0.00000977239,0.0004832364,0.95876247,0.035186112,0.00029138714,0.00015461032,0.00027343523],"about_ca_topic_score_codex":0.0000022115807,"about_ca_topic_score_gemma":0.000004875517,"teacher_disagreement_score":0.24719344,"about_ca_system_score_codex":0.000024857167,"about_ca_system_score_gemma":0.000004821355,"threshold_uncertainty_score":0.55495024},"labels":[],"label_agreement":null},{"id":"W2249172627","doi":"","title":"Title: Comparative Study Using Rock Energy And Drilling Strength Models","year":2010,"lang":"en","type":"article","venue":"44th U.S. Rock Mechanics Symposium and 5th U.S.-Canada Rock Mechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Geology; Mining engineering; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.011629727009260724,"score_gpt":0.2062962282462058,"score_spread":0.19466650123694507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2249172627","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02135315,0.0019848822,0.9597421,0.000094775154,0.0066722427,0.0008372598,0.00016757373,0.0008400245,0.008307991],"genre_scores_gemma":[0.9974295,0.0008300258,0.0004555894,0.00008254741,0.00038187933,0.00003906191,0.000034756522,0.00019073123,0.00055592944],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969429,0.00005558384,0.0006637967,0.0008027023,0.0006315818,0.00090346055],"domain_scores_gemma":[0.99841875,0.00010280343,0.00014175795,0.0006127063,0.0001686025,0.00055537664],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024238043,0.00079529727,0.0008154349,0.00026559076,0.00050075754,0.00018118625,0.0003971684,0.00035154866,0.00008416612],"category_scores_gemma":[0.000010394453,0.00085044897,0.00009512008,0.00037408387,0.0000037008056,0.000320752,0.0002619162,0.0006988358,0.000011638297],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017121765,0.0000851518,0.000006860682,0.00013937746,0.00024008258,0.000033896948,0.000597687,0.9417991,0.04535837,0.0099513335,0.0016607252,0.00011027161],"study_design_scores_gemma":[0.0006289405,0.0001261014,4.505101e-7,0.000074935866,0.00018256613,0.000084898566,0.00045097037,0.97900206,0.009318934,0.0013686965,0.007820836,0.00094063254],"about_ca_topic_score_codex":0.0056459373,"about_ca_topic_score_gemma":0.02470877,"teacher_disagreement_score":0.9760763,"about_ca_system_score_codex":0.00020823447,"about_ca_system_score_gemma":0.0002673827,"threshold_uncertainty_score":0.99939466},"labels":[],"label_agreement":null},{"id":"W2252901019","doi":"10.2118/178457-ms","title":"Slotted Liner Design Optimization for Sand Control in SAGD Wells","year":2015,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Serviceability (structure); Engineering; Petroleum engineering; Steam-assisted gravity drainage; Finite element method; Torque; Civil engineering; Structural engineering; Oil sands; Asphalt; Materials science","score_opus":0.028321739113134646,"score_gpt":0.2199054701705445,"score_spread":0.19158373105740983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2252901019","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023873686,0.0006134232,0.992756,0.00020764046,0.00043234296,0.00065114297,0.00000935218,0.0002785849,0.0026641255],"genre_scores_gemma":[0.95559263,0.00020507614,0.04339154,0.00014271076,0.00025247192,0.00006991549,0.000014297526,0.00007874229,0.00025264232],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888545,0.00009411123,0.00030503218,0.00022886336,0.00012371854,0.00036282625],"domain_scores_gemma":[0.9993159,0.00025234369,0.00003167164,0.0001624861,0.000072028044,0.00016553202],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008282254,0.00025813206,0.00030814516,0.00013592938,0.00003969051,0.00007514242,0.00012815854,0.00021783341,0.000028567689],"category_scores_gemma":[0.000041722225,0.00024010621,0.000051162682,0.00014678555,0.000037478425,0.00018563887,0.0000120334125,0.00032952355,0.000025605408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021914073,0.000027103784,0.000060171944,0.00004904587,0.000031139934,0.00000453076,0.00029121072,0.9810679,0.016416129,0.00009109062,0.0013255754,0.0004169543],"study_design_scores_gemma":[0.001776545,0.00014868472,0.000025085094,0.00006694306,0.000030799405,0.000006157201,0.00003750826,0.97790956,0.018489122,0.00029160836,0.000916222,0.0003017674],"about_ca_topic_score_codex":0.000047998892,"about_ca_topic_score_gemma":0.0000023191178,"teacher_disagreement_score":0.9532052,"about_ca_system_score_codex":0.00008048384,"about_ca_system_score_gemma":0.00003994363,"threshold_uncertainty_score":0.97912467},"labels":[],"label_agreement":null},{"id":"W2253221144","doi":"","title":"A New Drilling Rate Model For Tricone Bits And Its Application to Predict Rock Compressive Strength","year":2010,"lang":"en","type":"article","venue":"44th U.S. Rock Mechanics Symposium and 5th U.S.-Canada Rock Mechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada); University of Calgary","funders":"","keywords":"Compressive strength; Drilling; Geology; Materials science; Composite material; Metallurgy","score_opus":0.0062449080098074036,"score_gpt":0.19305065301660035,"score_spread":0.18680574500679295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2253221144","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005393766,0.0009842352,0.98727125,0.0005190687,0.0024209851,0.0020540704,0.00044053627,0.00069284235,0.00022325982],"genre_scores_gemma":[0.99354696,0.0012657976,0.0023124018,0.00032458088,0.0006564211,0.00042725864,0.00015510882,0.00034809468,0.00096335326],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9955453,0.00004157836,0.0010225365,0.0013029411,0.00067130977,0.0014162828],"domain_scores_gemma":[0.9968994,0.00025517985,0.0002461076,0.00078291184,0.00036139047,0.0014549616],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043058998,0.0010974358,0.0010108944,0.0004164089,0.00066126994,0.00022490209,0.0006663423,0.0005915157,0.000015053663],"category_scores_gemma":[0.00008053525,0.0012160225,0.00015814611,0.0005737173,0.0000020362993,0.00040878766,0.00032317013,0.00086247607,0.000013849743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057153247,0.000029112234,0.0000022862373,0.0003469928,0.00012125876,0.0000039291563,0.00029858033,0.7415443,0.24925713,0.0064216317,0.001620464,0.0002971259],"study_design_scores_gemma":[0.0015523771,0.00018732189,8.393437e-7,0.00015172573,0.00023816922,0.00004052257,0.00005778629,0.9213723,0.064337894,0.0014835238,0.009340542,0.0012370001],"about_ca_topic_score_codex":0.002107151,"about_ca_topic_score_gemma":0.014854416,"teacher_disagreement_score":0.9881532,"about_ca_system_score_codex":0.00026777288,"about_ca_system_score_gemma":0.0005525204,"threshold_uncertainty_score":0.999029},"labels":[],"label_agreement":null},{"id":"W2254763210","doi":"10.2139/ssrn.2697394","title":"Subsurface Trespass in the Oil and Gas Industry in Alberta","year":2012,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Trespass; Petroleum industry; Fossil fuel; Petroleum engineering; Environmental science; Business; Natural resource economics; Waste management; Engineering; Law; Economics; Environmental engineering; Political science","score_opus":0.004832923587590572,"score_gpt":0.19205201105310934,"score_spread":0.18721908746551877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2254763210","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98860973,0.007147492,0.00038229054,0.0005286138,0.00016321616,0.000016443262,2.1784741e-7,0.000020915848,0.0031310907],"genre_scores_gemma":[0.9948368,0.0045088627,0.000019626128,0.000021094538,0.00016101531,0.0000018422328,4.3901042e-7,0.000021316435,0.00042897134],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982349,0.000034398192,0.0001551418,0.000059773556,0.00009809206,0.0014176467],"domain_scores_gemma":[0.99976546,0.00007644965,0.0000150655915,0.00008709841,0.0000042387833,0.00005167742],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0011052251,0.000111296096,0.000107062035,0.00009435298,0.000029928035,0.00002896651,0.00012963072,0.00015751953,0.0000048427087],"category_scores_gemma":[0.000025790527,0.000087248096,0.000022683194,0.0001886806,0.0000101415135,0.00015625419,0.000008635502,0.0035113443,0.0000065904333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003366415,0.00014989413,0.13907926,0.00009278078,0.00016634125,0.000022508926,0.007760675,0.5854431,0.0011770469,0.037449513,0.00029737884,0.22832787],"study_design_scores_gemma":[0.013922696,0.00068244,0.13780034,0.0014890657,0.0002448878,0.012202484,0.028326927,0.5948526,0.0028964954,0.07626187,0.12601449,0.00530571],"about_ca_topic_score_codex":0.00017676847,"about_ca_topic_score_gemma":0.002129438,"teacher_disagreement_score":0.22302216,"about_ca_system_score_codex":0.00023628102,"about_ca_system_score_gemma":0.000064283726,"threshold_uncertainty_score":0.9987876},"labels":[],"label_agreement":null},{"id":"W2257550773","doi":"","title":"Dynamic Single PDC Cutter Rock Drilling Modeling And Simulations Focusing On Rate of Penetration Using Distinct Element Method","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Geology; Penetration rate; Rate of penetration; Drilling; Penetration (warfare); Finite element method; Petroleum engineering; Mechanical engineering; Engineering; Structural engineering; Operations research","score_opus":0.023275627842178296,"score_gpt":0.23127970362279177,"score_spread":0.20800407578061347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2257550773","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.063044176,0.00020075272,0.9348365,0.000015135745,0.00091654866,0.00040605047,0.00004397602,0.00036425533,0.00017260945],"genre_scores_gemma":[0.9748534,0.0001250001,0.024615293,0.00003231682,0.00009439975,0.000014678636,0.000050884286,0.00019512342,0.000018893668],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974097,0.00007695354,0.0008830433,0.000601039,0.00033252558,0.0006967371],"domain_scores_gemma":[0.9987919,0.00011292217,0.0001998967,0.0005191157,0.00018240078,0.00019381245],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005660012,0.0005665124,0.0005552571,0.000467829,0.00028613373,0.000083056584,0.00024870617,0.00027788297,0.00003118174],"category_scores_gemma":[0.000041241143,0.0006418024,0.0001491888,0.0004175727,0.0000025100776,0.00033498058,0.00013289732,0.00039511963,0.000008330422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017874834,0.000048583763,0.0000027932833,0.00015779227,0.00007435744,0.0000029108126,0.0004298886,0.7514859,0.24499092,0.0025762809,0.0000011700207,0.0002115305],"study_design_scores_gemma":[0.0004341541,0.00016833376,5.8785855e-7,0.00027995819,0.00015925527,0.000013990637,0.00009986265,0.91440195,0.077568226,0.0062509426,0.000029127077,0.00059360766],"about_ca_topic_score_codex":0.000045108456,"about_ca_topic_score_gemma":0.000026357058,"teacher_disagreement_score":0.9118092,"about_ca_system_score_codex":0.0002850699,"about_ca_system_score_gemma":0.00003449536,"threshold_uncertainty_score":0.99960333},"labels":[],"label_agreement":null},{"id":"W2258417270","doi":"10.1115/1.4032542","title":"Effect on Fracture Pressure by Adding Iron-Based and Calcium-Based Nanoparticles to a Nonaqueous Drilling Fluid for Permeable Formations","year":2016,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Chevron (Canada)","funders":"","keywords":"Drilling fluid; Filtration (mathematics); Hydraulic fracturing; Filter cake; Petroleum engineering; Materials science; Wellbore; Nanoparticle; Fracture (geology); Drilling; Fracturing fluid; High pressure; Reduction (mathematics); Filter (signal processing); Composite material; Geology; Chemistry; Nanotechnology; Chromatography; Metallurgy; Mechanics; Engineering","score_opus":0.0031177695150134813,"score_gpt":0.19594260153971488,"score_spread":0.1928248320247014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2258417270","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.715096,0.0014363396,0.28219104,0.00071506243,0.00013091526,0.00010035612,0.000021467697,0.00024121904,0.00006759811],"genre_scores_gemma":[0.99749047,0.00001873517,0.002153562,0.000119950004,0.00009324568,0.00003128975,0.000001673909,0.000046453657,0.00004463808],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99909043,0.000018034703,0.0003057511,0.000131307,0.00013540823,0.00031907664],"domain_scores_gemma":[0.99919206,0.00038212608,0.00008507738,0.00016577276,0.000061777646,0.00011321504],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020532269,0.0001921507,0.0002940665,0.0004418396,0.00009539376,0.000029819863,0.00018218604,0.00021245232,0.00000667615],"category_scores_gemma":[0.00016459567,0.00013435067,0.00008048277,0.00017890998,0.00003582396,0.000072790586,0.000013327269,0.00014954498,0.0000010929946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007677917,0.000014137968,0.00006488828,0.000072342846,0.00004136361,0.0000041081307,0.000035414785,0.7828371,0.20037341,0.000081391125,0.0009962689,0.015402808],"study_design_scores_gemma":[0.00094161456,0.0009868348,0.000006270548,0.00037153508,0.000052568932,0.000020260644,0.000014513601,0.25088313,0.52543354,0.000033521483,0.2210689,0.00018731436],"about_ca_topic_score_codex":0.000002619909,"about_ca_topic_score_gemma":0.0000026676569,"teacher_disagreement_score":0.531954,"about_ca_system_score_codex":0.000050890576,"about_ca_system_score_gemma":0.000011510246,"threshold_uncertainty_score":0.54786617},"labels":[],"label_agreement":null},{"id":"W2258909020","doi":"10.2118/175962-ms","title":"Articulating Rotational Mast Improves Operational Efficiency for Coiled Tubing Operations on Multi-Well Pads","year":2015,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Mast (botany); Injector; Petroleum engineering; Drilling; Engineering; Mechanical engineering; Medicine; Mast cell","score_opus":0.025005914996902166,"score_gpt":0.2403721362624232,"score_spread":0.21536622126552105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2258909020","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14776225,0.000041388947,0.84851515,0.00007257972,0.0005005254,0.00028389896,0.000010773726,0.000394185,0.0024192196],"genre_scores_gemma":[0.92313254,0.0000015581084,0.07579404,0.00006496946,0.00019070636,0.00009933324,0.000067327106,0.000035607027,0.00061393017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991872,0.000007560031,0.00024314577,0.00016565892,0.00016516192,0.00023130537],"domain_scores_gemma":[0.99957454,0.00008635864,0.000009354804,0.00010668138,0.00011157307,0.00011147363],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001836401,0.00014822217,0.000115611234,0.000075667565,0.00012074859,0.00007673588,0.00006700148,0.00005095636,0.000027673064],"category_scores_gemma":[0.00011330324,0.00013761263,0.000048215657,0.00010671767,0.000012568149,0.00016491042,0.000010896806,0.00009053247,0.00006849112],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029989385,0.000027046655,0.000041357955,0.000014850392,0.0000139619815,3.959796e-7,0.0002401043,0.98054373,0.0155387195,0.0028028374,0.00024024665,0.0005337392],"study_design_scores_gemma":[0.00070196355,0.000047029363,0.00017113911,0.000026604095,0.0000070678666,0.0000021404692,0.000117608644,0.9874126,0.010727408,0.000024956707,0.0005718857,0.00018961521],"about_ca_topic_score_codex":0.000009295542,"about_ca_topic_score_gemma":0.000010210854,"teacher_disagreement_score":0.77537024,"about_ca_system_score_codex":0.00006996869,"about_ca_system_score_gemma":0.00003674768,"threshold_uncertainty_score":0.5611681},"labels":[],"label_agreement":null},{"id":"W2260812518","doi":"10.1007/s11051-015-3143-x","title":"A field application of nanoparticle-based invert emulsion drilling fluids","year":2015,"lang":"en","type":"article","venue":"Journal of Nanoparticle Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Emulsion; Nanoparticle; Drilling fluid; Nanotechnology; Field (mathematics); Drilling; Chemical engineering; Metallurgy; Engineering","score_opus":0.05935439204665746,"score_gpt":0.32458846180448886,"score_spread":0.26523406975783137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2260812518","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96060854,0.000806749,0.03773888,0.00025637262,0.00019309073,0.000101661135,7.701872e-7,0.000048728423,0.00024520102],"genre_scores_gemma":[0.99820703,0.000044698416,0.001538341,0.000013259357,0.00014329894,0.0000059925624,4.4794433e-7,0.000026649057,0.000020271022],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99818784,0.0000804393,0.0005206036,0.00009680088,0.0007505138,0.00036380952],"domain_scores_gemma":[0.9986037,0.00027355156,0.000063402535,0.0002303247,0.00054436707,0.0002846456],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018362913,0.000098627665,0.00022781726,0.00028553497,0.000043893633,0.000034445464,0.00023980468,0.00007644973,0.0000115233715],"category_scores_gemma":[0.00040890826,0.00008864841,0.000075580734,0.00064820366,0.000044111952,0.00018714786,0.00003165258,0.00034477006,0.00002666878],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008556525,0.000058341095,0.0016617816,0.000069499314,0.000018549938,0.000009604908,0.0002220926,0.28460804,0.7032184,0.00007041805,0.00070363126,0.009274055],"study_design_scores_gemma":[0.00045286943,0.0002740931,0.00006900595,0.00006806847,0.0000067049855,0.0000074977947,0.000068450754,0.45452556,0.54307926,0.00013504346,0.0012571664,0.000056255503],"about_ca_topic_score_codex":0.000020189558,"about_ca_topic_score_gemma":0.0000026908408,"teacher_disagreement_score":0.16991752,"about_ca_system_score_codex":0.00011856673,"about_ca_system_score_gemma":0.00007538716,"threshold_uncertainty_score":0.36149773},"labels":[],"label_agreement":null},{"id":"W2261264839","doi":"","title":"A Fully Coupled Thermoporoelastic Model For Drilling In Chemically Active Formations","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Drilling; Geology; Computer science; Petroleum engineering; Engineering; Mechanical engineering","score_opus":0.014914783141886245,"score_gpt":0.19327484012521512,"score_spread":0.17836005698332888,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2261264839","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.006827978,0.0001280906,0.98945045,0.000026079004,0.0009316251,0.0008426261,0.00008665683,0.00081925926,0.00088725117],"genre_scores_gemma":[0.99175,0.00029976876,0.006953544,0.000058027952,0.00010740668,0.00041580418,0.00008703272,0.00022256406,0.00010584719],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99742126,0.000013838283,0.0007500028,0.0004934217,0.00031384217,0.0010076023],"domain_scores_gemma":[0.9988222,0.0001034051,0.00012469807,0.0005203479,0.0001831894,0.00024613427],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003556377,0.0005530714,0.0005451858,0.00039124794,0.000160502,0.000050479288,0.0005163999,0.00039291897,0.000033653407],"category_scores_gemma":[0.00006143689,0.0006224768,0.00022186924,0.0004544506,0.0000035192909,0.0003988051,0.00011064897,0.00050143024,0.00004407956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005490088,0.00006996019,4.5796173e-7,0.00020044897,0.00007791567,0.0000035056655,0.002086263,0.90915495,0.07075954,0.017367562,0.00003748613,0.00018700738],"study_design_scores_gemma":[0.00091654947,0.000094799965,4.2292828e-7,0.000129819,0.00007281644,0.000013092397,0.00018838595,0.94997954,0.026064292,0.021766298,0.00010607688,0.00066789053],"about_ca_topic_score_codex":0.000011535489,"about_ca_topic_score_gemma":0.000030434021,"teacher_disagreement_score":0.98492205,"about_ca_system_score_codex":0.00032294466,"about_ca_system_score_gemma":0.000082351704,"threshold_uncertainty_score":0.99962264},"labels":[],"label_agreement":null},{"id":"W2263026148","doi":"","title":"Experimental Investigation of Bit Vibration On Rotary Drilling Penetration Rate","year":2010,"lang":"en","type":"article","venue":"44th U.S. Rock Mechanics Symposium and 5th U.S.-Canada Rock Mechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Rate of penetration; Vibration; Drilling; Amplitude; Drill; Penetration (warfare); Materials science; Acoustics; Engineering; Mechanical engineering; Physics; Optics","score_opus":0.006233156439525229,"score_gpt":0.182668434763184,"score_spread":0.17643527832365877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2263026148","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30852315,0.0009065908,0.6732981,0.0007130601,0.011580914,0.0017003285,0.00018964005,0.0010783783,0.0020098186],"genre_scores_gemma":[0.99777025,0.00038808485,0.00052822457,0.00026958654,0.00043002304,0.0000893189,0.00019068734,0.00019873511,0.00013510775],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99660784,0.00008357334,0.0009871277,0.000765529,0.00077995483,0.00077599694],"domain_scores_gemma":[0.998225,0.00014471769,0.0002699378,0.0006665247,0.00019940746,0.0004944374],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004891979,0.0007723566,0.00064463215,0.00036517865,0.00042730937,0.00013375025,0.0004048338,0.00047026857,0.00006279981],"category_scores_gemma":[0.000034168825,0.0008592976,0.00013709982,0.00047988744,0.0000062056997,0.00050566794,0.00011929879,0.000790165,0.000015420625],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024625491,0.000023408538,0.000010197145,0.00013833931,0.000049521343,0.0000046438226,0.00021626854,0.43009222,0.5637533,0.0053443504,0.00031560956,0.00002749171],"study_design_scores_gemma":[0.00044848694,0.00018075964,0.000006702843,0.0000992014,0.00005039749,0.000017517103,0.000096976786,0.5429446,0.4544707,0.00058683124,0.00057945884,0.00051835703],"about_ca_topic_score_codex":0.0035303507,"about_ca_topic_score_gemma":0.008518546,"teacher_disagreement_score":0.6892471,"about_ca_system_score_codex":0.0002874548,"about_ca_system_score_gemma":0.00033818375,"threshold_uncertainty_score":0.9993858},"labels":[],"label_agreement":null},{"id":"W2270248479","doi":"10.2118/178186-ms","title":"High Build Up Rate Rotary Steerable System Leads to Revolutionize Onshore Horizontal Drilling in Western Desert of Egypt","year":2016,"lang":"en","type":"article","venue":"SPE/IADC Middle East Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drilling; RSS; Drill; Directional drilling; Petroleum engineering; Engineering; Measurement while drilling; Geology; Marine engineering; Mechanical engineering; Computer science","score_opus":0.01552946118730886,"score_gpt":0.19309860232027792,"score_spread":0.17756914113296907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2270248479","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84010184,0.00053348474,0.1572036,0.00028066168,0.00062276004,0.00029297938,0.000030305917,0.0007730121,0.00016137573],"genre_scores_gemma":[0.99625784,0.00033957916,0.0029936074,0.000009596893,0.00012472237,0.00005823,0.000018022942,0.00006206273,0.0001363654],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9980687,0.00003528702,0.00061704544,0.00049583963,0.00017631068,0.0006068286],"domain_scores_gemma":[0.99917054,0.000056087345,0.00008799534,0.00042079104,0.0001381314,0.00012643129],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034586483,0.00036664776,0.00057575566,0.00072275236,0.00010164995,0.000038605343,0.0002497453,0.00041417856,0.000012995435],"category_scores_gemma":[0.000058581594,0.0003376205,0.000066278764,0.00057842454,0.00012200281,0.00028113992,0.00008678104,0.0003353532,0.000050120703],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023155067,0.000105705345,0.07409525,0.0020772035,0.00020160459,0.000121053905,0.0015795116,0.15124173,0.6868305,0.043246426,0.00014094463,0.040128496],"study_design_scores_gemma":[0.0071933544,0.0013009683,0.0073864763,0.035727702,0.00024249849,0.00043324052,0.005025417,0.26149064,0.66443306,0.010922345,0.0016389476,0.004205373],"about_ca_topic_score_codex":0.00008653271,"about_ca_topic_score_gemma":0.00021544361,"teacher_disagreement_score":0.15615599,"about_ca_system_score_codex":0.00021544621,"about_ca_system_score_gemma":0.000038510396,"threshold_uncertainty_score":0.99990755},"labels":[],"label_agreement":null},{"id":"W2271579610","doi":"10.2118/178916-pa","title":"Geotechnical Characterization of Clearwater Clay Shale and Comparison of the Properties With Other Cretaceous Clay Shales in North America","year":2015,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Helmholtz-Alberta Initiative; CMG Reservoir Simulation Foundation","keywords":"Caprock; Oil shale; Geology; Geomechanics; Geotechnical engineering; Petroleum engineering; Mining engineering","score_opus":0.011958951488841636,"score_gpt":0.1825665481893138,"score_spread":0.17060759670047218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2271579610","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99813753,0.00045276183,0.00070211705,0.0004348499,0.00006205996,0.00004515616,0.0000065980994,0.0000219459,0.00013695017],"genre_scores_gemma":[0.99965245,0.00005467459,0.0002199954,0.000013675865,0.000018428029,0.0000018487841,6.3220403e-7,0.00002090208,0.00001737616],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930614,0.000012635072,0.00033377288,0.00006033212,0.00011527602,0.00017181694],"domain_scores_gemma":[0.9995879,0.0000073103133,0.00012443212,0.00013127987,0.000067840854,0.00008127207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008147498,0.000094667696,0.00029533976,0.00073517946,0.000012795846,0.0000070451874,0.0001775547,0.00011549409,0.0000026806915],"category_scores_gemma":[0.000026080108,0.00006377302,0.000025618045,0.000406496,0.00012809518,0.000060508686,0.000014375752,0.00031011892,5.2295917e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000100484176,0.000047506368,0.20059052,0.00015496135,0.00012869098,0.000028993374,0.0012598486,0.698619,0.09051447,0.000060573675,0.000105984625,0.008388939],"study_design_scores_gemma":[0.0035929903,0.00299594,0.09162302,0.0015479439,0.00020196509,0.0009839195,0.002067425,0.5587905,0.19819774,0.0001096388,0.13878915,0.0010997952],"about_ca_topic_score_codex":0.0006832374,"about_ca_topic_score_gemma":0.013374508,"teacher_disagreement_score":0.13982855,"about_ca_system_score_codex":0.0000706376,"about_ca_system_score_gemma":0.00007949896,"threshold_uncertainty_score":0.74632895},"labels":[],"label_agreement":null},{"id":"W2273846223","doi":"","title":"Predict Drillstring Lateral Vibration Modes and Frequencies Using","year":2009,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Vibration; Structural engineering; Acoustics; Materials science; Geology; Physics; Engineering","score_opus":0.14674260415843296,"score_gpt":0.45746367533463017,"score_spread":0.3107210711761972,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2273846223","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9629197,0.009961134,0.024222562,0.000017061126,0.00028959158,0.0001618056,0.000012962324,0.00018921559,0.0022259485],"genre_scores_gemma":[0.9943644,0.0039391536,0.00141215,0.00003301615,0.00017824948,0.0000034328946,0.0000053523936,0.00004112478,0.000023124634],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99870914,0.000030506051,0.0004688665,0.00021008319,0.00027618883,0.00030518573],"domain_scores_gemma":[0.99939805,0.00006231366,0.00011880488,0.00020162668,0.00006699213,0.00015222479],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033488407,0.00024898388,0.00040197175,0.00044765518,0.00013440802,0.0009010265,0.00055747916,0.00009194369,0.00019429521],"category_scores_gemma":[0.000046321995,0.00024880684,0.000069981405,0.00037299193,0.00003321758,0.0022947758,0.000104214174,0.0002529932,0.0000014477802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010459771,0.000014894746,0.02196931,0.0000724771,0.00005574104,0.000011337708,0.00011966133,0.5515118,0.41777807,0.00006379706,0.0003830471,0.008009376],"study_design_scores_gemma":[0.00043087304,0.000012155145,0.19703995,0.0009415241,0.00007383988,0.000040575036,0.000046980593,0.64775956,0.14908603,0.0033589592,0.0005537746,0.0006557833],"about_ca_topic_score_codex":0.000107187916,"about_ca_topic_score_gemma":0.0000040569903,"teacher_disagreement_score":0.26869205,"about_ca_system_score_codex":0.000077366145,"about_ca_system_score_gemma":0.000022972814,"threshold_uncertainty_score":0.9999964},"labels":[],"label_agreement":null},{"id":"W2275823374","doi":"10.14288/1.0068718","title":"Primary cementing of a highly deviated oil well","year":2010,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Geology; Primary (astronomy); Petroleum engineering","score_opus":0.003083496456255359,"score_gpt":0.12976985453028247,"score_spread":0.12668635807402712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2275823374","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9837558,0.000105192514,0.0016910749,0.000005045366,0.00029568138,0.000036468264,0.00003109573,0.00022561908,0.013854015],"genre_scores_gemma":[0.99754393,0.00010596307,0.0017157239,0.00000422979,0.000027252428,1.5827516e-7,0.000015324118,0.000021792424,0.0005656437],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9993908,0.0000065632,0.00012265473,0.00014700794,0.00013662865,0.00019638946],"domain_scores_gemma":[0.9996035,0.000024138204,0.000047059493,0.00018549271,0.00006919473,0.00007058123],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000113421214,0.00004120733,0.00020764796,0.000047729274,0.00005723698,0.000024927935,0.00020114458,0.00009338697,0.000077099954],"category_scores_gemma":[0.000009261846,0.00015927268,0.000079993755,0.00020508404,0.000068323345,0.00014997822,0.000049239865,0.00018268965,0.000016404305],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005092976,0.00010586198,0.009820171,0.0013923756,0.00017312322,0.00009496527,0.0002742115,0.0132387355,0.15013985,0.0000055326745,0.0027096986,0.8220404],"study_design_scores_gemma":[0.0011838976,0.000034778146,0.96306056,0.00039038874,0.00007036777,0.000034148987,0.00021991118,0.029326612,0.0003050287,0.000036668545,0.004918538,0.00041909516],"about_ca_topic_score_codex":0.008379337,"about_ca_topic_score_gemma":0.019921625,"teacher_disagreement_score":0.9532404,"about_ca_system_score_codex":0.000023014318,"about_ca_system_score_gemma":0.000018285671,"threshold_uncertainty_score":0.99822396},"labels":[],"label_agreement":null},{"id":"W2277470930","doi":"","title":"Approche continue-discrète appliquée au comportement en cisaillement d'un joint rocheux","year":2013,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Joint (building); Geotechnical engineering; Geomorphology; Structural engineering; Engineering","score_opus":0.011096395148152981,"score_gpt":0.1950269637923546,"score_spread":0.18393056864420163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2277470930","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06965892,0.0029240677,0.85207945,0.008333078,0.0013581632,0.0014706062,0.0000899053,0.0008728109,0.063212976],"genre_scores_gemma":[0.74659437,0.001797326,0.22074978,0.00007056158,0.00023396216,0.0006448377,0.0010395653,0.00028398633,0.028585624],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99273705,0.0023464244,0.0016033578,0.0013113135,0.00080816704,0.0011937007],"domain_scores_gemma":[0.99360704,0.0009490467,0.00061269087,0.002926652,0.0012881217,0.0006164213],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0069956235,0.0010630835,0.0010713962,0.00028235244,0.00044120225,0.00056324434,0.0016224465,0.00065843365,0.00083816954],"category_scores_gemma":[0.0005065793,0.0012228291,0.0005396694,0.00041394273,0.00024000544,0.0002030585,0.0016750762,0.0015743783,0.00070494803],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023807472,0.0024599752,0.0022269515,0.00456122,0.0023911276,0.000043180116,0.07700664,0.22603963,0.058061905,0.3381434,0.013186387,0.27585575],"study_design_scores_gemma":[0.0017459908,0.0000016580975,0.0042604096,0.00655615,0.00030155506,0.00003499408,0.0007540456,0.54287535,0.21685708,0.005031142,0.2193595,0.002222141],"about_ca_topic_score_codex":0.0037763547,"about_ca_topic_score_gemma":0.0006372918,"teacher_disagreement_score":0.67693543,"about_ca_system_score_codex":0.0010031235,"about_ca_system_score_gemma":0.00025198853,"threshold_uncertainty_score":0.9990222},"labels":[],"label_agreement":null},{"id":"W2279331861","doi":"10.2118/0715-208-jcpt","title":"Integrated Development of Fractured Horizontal Wells in The Slave Point Formation","year":2015,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Devonian; Carbonate; Fracture (geology); Geology; Microseism; Petroleum engineering; Point (geometry); Mining engineering; Geotechnical engineering; Geometry; Paleontology; Seismology; Materials science; Mathematics","score_opus":0.010012501111625383,"score_gpt":0.18107191701491682,"score_spread":0.17105941590329143,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2279331861","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96162486,0.0013243301,0.031147543,0.0016212419,0.0006088198,0.00007933573,0.0000055003475,0.00006005495,0.0035283323],"genre_scores_gemma":[0.9964731,0.00002336326,0.0034246012,0.000026718944,0.000029847024,0.0000016253003,0.000002284274,0.0000117412965,0.000006772237],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99918956,0.000011204364,0.00041692454,0.000039429582,0.00013660746,0.00020626023],"domain_scores_gemma":[0.99961996,0.000014445695,0.000086004875,0.00010287139,0.00007845422,0.00009824867],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003869023,0.00009496476,0.0001896533,0.0018948626,0.000014250543,0.000010815912,0.0002450614,0.00013855717,0.000004561348],"category_scores_gemma":[0.00005801513,0.000071983035,0.000032950364,0.00054846396,0.000019382249,0.00010828004,0.0000056743,0.00041157755,0.000005413255],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000086491185,0.000101244004,0.0030619802,0.00019844397,0.0004558056,0.00074068346,0.019940507,0.7919806,0.021130996,0.0033191727,0.031313486,0.12767059],"study_design_scores_gemma":[0.0021675152,0.00047798778,0.0017945366,0.00038312102,0.000047512618,0.0011747314,0.008419254,0.09848795,0.07590317,0.0016065537,0.80903697,0.00050067826],"about_ca_topic_score_codex":0.00087808055,"about_ca_topic_score_gemma":0.02062637,"teacher_disagreement_score":0.7777235,"about_ca_system_score_codex":0.0003724948,"about_ca_system_score_gemma":0.00023299917,"threshold_uncertainty_score":0.99724466},"labels":[],"label_agreement":null},{"id":"W2282324804","doi":"10.2118/179120-ms","title":"Well Integrity for Fracturing and Re-Fracturing: What Is Needed and Why?","year":2016,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":75,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Petroleum engineering; Hydraulic fracturing; Integrity management; Oil well; Forensic engineering; Work (physics); Structural integrity; Well stimulation; Geology; Engineering; Petroleum; Pipeline transport; Structural engineering; Reservoir engineering; Mechanical engineering","score_opus":0.013449706591971963,"score_gpt":0.2185504041005932,"score_spread":0.20510069750862125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2282324804","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75047606,0.004214263,0.22698513,0.01283271,0.0008742945,0.00058120623,0.000015092075,0.002697904,0.0013233536],"genre_scores_gemma":[0.9897858,0.0043233917,0.005035044,0.00039697252,0.0001429572,0.000064559325,0.0000033558335,0.000094078016,0.000153865],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99803966,0.000012738357,0.000404652,0.0006590092,0.00015921105,0.0007247099],"domain_scores_gemma":[0.998758,0.00027737132,0.00009106527,0.00061782653,0.00007277095,0.00018297677],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022297926,0.0005069899,0.00051180244,0.0004568825,0.00016449334,0.00022163367,0.000396681,0.0006224822,0.00008650947],"category_scores_gemma":[0.00013724409,0.0004208865,0.00007485475,0.0001705502,0.00025025214,0.00074228505,0.00019617473,0.00071270426,0.00003124061],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014286756,0.00009705404,0.0021032228,0.0014847578,0.000611012,0.000089027075,0.002402575,0.006625367,0.055667013,0.004226557,0.0043129763,0.9222376],"study_design_scores_gemma":[0.0021171293,0.00016571039,0.0010363879,0.001842957,0.00009963714,0.0001270346,0.00089641917,0.06664283,0.7009694,0.029218115,0.19525485,0.0016295591],"about_ca_topic_score_codex":0.00004152196,"about_ca_topic_score_gemma":0.000022929455,"teacher_disagreement_score":0.920608,"about_ca_system_score_codex":0.00008493018,"about_ca_system_score_gemma":0.000023038518,"threshold_uncertainty_score":0.9998243},"labels":[],"label_agreement":null},{"id":"W2282839539","doi":"10.2118/177982-ms","title":"Chelating Agent for Uniform Filter Cake Removal in Horizontal and Multilateral Wells: Laboratory Analysis and Formation Damage Diagnosis","year":2015,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Filter cake; Drilling fluid; Chelation; Filter (signal processing); Petroleum engineering; Drilling; Chemistry; Materials science; Geology; Chemical engineering; Chromatography; Metallurgy; Computer science","score_opus":0.014417139391346423,"score_gpt":0.21345442879963855,"score_spread":0.19903728940829213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2282839539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96451116,0.0001855961,0.034364156,0.000017891674,0.000090640395,0.00012997951,0.000025813557,0.00012155046,0.000553205],"genre_scores_gemma":[0.98964596,0.000068536705,0.010112868,0.000016045306,0.00003904059,0.000027311351,0.000036282145,0.000018038552,0.000035906054],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994456,0.0000064878714,0.00019195468,0.0001125472,0.00006783516,0.00017557101],"domain_scores_gemma":[0.9997564,0.000043389722,0.000016803871,0.0000805083,0.00002463671,0.000078275785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019146194,0.000117783806,0.00016071435,0.00019640947,0.000024907697,0.0000499311,0.0000316125,0.00006101767,0.0000045533143],"category_scores_gemma":[0.000024119825,0.0001138808,0.000027962105,0.00022943801,0.000008740172,0.00030356128,0.000018364984,0.00007386986,0.0000015147494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026607186,0.00003387538,0.078644715,0.0004969406,0.00033392198,0.000031889453,0.007741805,0.8861762,0.002379828,0.00013431515,0.00084587134,0.023154002],"study_design_scores_gemma":[0.00049599266,0.000023422084,0.0055695307,0.000024369543,0.00005345675,0.0000023209507,0.0002933491,0.98755985,0.0037022845,0.000013175298,0.0021003834,0.00016186165],"about_ca_topic_score_codex":0.0000815153,"about_ca_topic_score_gemma":0.0002587567,"teacher_disagreement_score":0.10138363,"about_ca_system_score_codex":0.000062309,"about_ca_system_score_gemma":0.000004114321,"threshold_uncertainty_score":0.46439242},"labels":[],"label_agreement":null},{"id":"W2284087063","doi":"10.2118/174805-ms","title":"Predicting and Optimizing ROP in Competent Shale by Utilizing MPD Technology","year":2015,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Wellbore; Drill; Oil shale; Underbalanced drilling; Drilling fluid; Pressure control; Geology; Drill bit; Engineering; Mechanical engineering","score_opus":0.018524945881573815,"score_gpt":0.22608462142483915,"score_spread":0.20755967554326532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2284087063","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9606954,0.0017085274,0.029971061,0.00028766878,0.0001158092,0.00018127206,0.000025628931,0.0009951513,0.006019485],"genre_scores_gemma":[0.9972061,0.0003903362,0.0022967272,0.000015827056,0.000031676253,0.000013749267,0.000015366282,0.000018205443,0.000012049958],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921376,0.000009181,0.0002113931,0.00020957497,0.00009871894,0.0002574005],"domain_scores_gemma":[0.99971175,0.000021455557,0.000018499362,0.00010088913,0.000041125182,0.000106283005],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017415454,0.00014257575,0.00018794417,0.00014379683,0.00003526789,0.000041233885,0.00006537053,0.00016917457,0.0000036633514],"category_scores_gemma":[0.00004091504,0.00014946774,0.000014543111,0.00018287062,0.00006882701,0.00020123881,0.000063741725,0.00030570597,0.0000034487127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018907318,0.00043355612,0.076233424,0.001457777,0.00015259563,0.00030474787,0.0066628186,0.11295674,0.526745,0.053945217,0.00983499,0.21108404],"study_design_scores_gemma":[0.0026703193,0.0006467283,0.003239504,0.001630435,0.000049434253,0.00027601136,0.008077565,0.9371138,0.02957391,0.011186439,0.004068194,0.0014676265],"about_ca_topic_score_codex":0.00003181311,"about_ca_topic_score_gemma":0.000020670612,"teacher_disagreement_score":0.8241571,"about_ca_system_score_codex":0.00004064171,"about_ca_system_score_gemma":0.000010155852,"threshold_uncertainty_score":0.60951173},"labels":[],"label_agreement":null},{"id":"W2284097946","doi":"","title":"Modeling Rheological Properties Of Oil Well Cement Slurries Using Multiple Regression Analysis And Artificial Neural Networks","year":2013,"lang":"en","type":"article","venue":"International Journal of Material Science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Rheology; Slurry; Rheometer; Materials science; Bingham plastic; Artificial neural network; Cement; Viscosity; Shear stress; Shear rate; Range (aeronautics); Approximation error; Predictive modelling; Composite material; Mathematics; Artificial intelligence; Computer science; Machine learning; Statistics","score_opus":0.02271652469455955,"score_gpt":0.2282303094715402,"score_spread":0.20551378477698062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2284097946","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9185103,0.00009024717,0.08010692,0.000026015172,0.0012165358,0.000015607879,0.0000011364916,0.000013417956,0.00001982678],"genre_scores_gemma":[0.9978693,0.000052965337,0.001851647,0.0000048470556,0.00021162641,7.333953e-7,5.055258e-7,0.000004881945,0.0000034685365],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990878,0.000011296245,0.00035020104,0.00008021524,0.00033772946,0.00013274666],"domain_scores_gemma":[0.99957263,0.000011397545,0.00007975101,0.000047430512,0.00023047629,0.000058280188],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000272438,0.00007944306,0.00015372904,0.00021994565,0.000045043915,0.00013809327,0.00023227559,0.000029201805,0.00004232403],"category_scores_gemma":[0.00004497404,0.00005578752,0.000046797562,0.00015560561,0.00010645103,0.0003707898,0.000063121406,0.00006993013,4.6791536e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015938649,0.0000058317673,0.000435626,0.0000055774412,0.000033676028,0.0000016572726,0.000057243302,0.75508,0.24222498,0.000015193704,9.5012325e-7,0.0021233617],"study_design_scores_gemma":[0.00007034729,0.000014659919,0.00019256494,0.000070202776,0.000022750068,0.000014441523,0.00004137866,0.9458821,0.053603787,0.000024983337,0.0000033469898,0.00005944833],"about_ca_topic_score_codex":0.00008496304,"about_ca_topic_score_gemma":0.0000030782878,"teacher_disagreement_score":0.19080213,"about_ca_system_score_codex":0.00004210069,"about_ca_system_score_gemma":0.000011688413,"threshold_uncertainty_score":0.22749491},"labels":[],"label_agreement":null},{"id":"W2285838050","doi":"10.1002/mop.29670","title":"Microwave heating of heavy oil reservoirs: A critical analysis","year":2016,"lang":"en","type":"article","venue":"Microwave and Optical Technology Letters","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Killam Trusts; Alberta Innovates - Technology Futures","keywords":"Microwave; Multiphysics; Oil sands; Microwave heating; Asphalt; Petroleum engineering; Materials science; Thermal; Microwave power; Electromagnetic heating; Oil shale; Thermal conductivity; Environmental science; Waste management; Geotechnical engineering; Composite material; Engineering; Electrical engineering; Finite element method","score_opus":0.006543274225996644,"score_gpt":0.20737545519628828,"score_spread":0.20083218097029162,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2285838050","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7671973,0.0005663042,0.22763963,0.0035686898,0.00007366712,0.000024184837,0.0000067483325,0.00033042798,0.00059301016],"genre_scores_gemma":[0.97851425,0.00012217516,0.021142654,0.000118726326,0.00003892616,0.000008298003,0.0000017468576,0.000028774853,0.000024446612],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998885,0.000010685026,0.00031797096,0.00026397334,0.00009012204,0.00043227334],"domain_scores_gemma":[0.9993548,0.00021609198,0.000017298902,0.00029369743,0.000033868444,0.00008425854],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013480792,0.00018843885,0.0003814132,0.00048206796,0.00004200475,0.000015880589,0.00015546972,0.00021677886,0.000012350848],"category_scores_gemma":[0.00014399379,0.00015096381,0.00011113164,0.0005953172,0.00040188048,0.000066633474,0.00007311402,0.00021790461,0.000011993075],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000069055586,0.000012230923,0.0010822655,0.000085480635,0.0002519306,0.000023682855,0.000034223813,0.0008475255,0.9751868,0.0025374,0.00013919368,0.019792343],"study_design_scores_gemma":[0.0004120823,0.000052867847,0.0002596438,0.00020917348,0.00026859876,0.000043739557,0.000064958105,0.007547232,0.9892424,0.0007732785,0.0007529081,0.00037311346],"about_ca_topic_score_codex":0.0000032164658,"about_ca_topic_score_gemma":0.00000675448,"teacher_disagreement_score":0.21131691,"about_ca_system_score_codex":0.00003472695,"about_ca_system_score_gemma":0.000004413304,"threshold_uncertainty_score":0.61561257},"labels":[],"label_agreement":null},{"id":"W2286619389","doi":"10.2118/0515-144-jcpt","title":"The Cost and Reduction Risk of Cemented-Back Monobore Well Construction","year":2015,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Wellbore; Petroleum engineering; Drilling; Completion (oil and gas wells); Reduction (mathematics); Geology; Engineering; Mechanical engineering; Mathematics","score_opus":0.006188167750126759,"score_gpt":0.17294409730357338,"score_spread":0.16675592955344662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2286619389","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97461385,0.0054384926,0.009162944,0.0019867478,0.0024663387,0.0001073157,0.000017728871,0.00009221266,0.0061143967],"genre_scores_gemma":[0.99678755,0.00186531,0.0011952139,0.0000026113164,0.00008318918,0.0000011925976,5.3053645e-7,0.000014214079,0.000050212413],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994034,0.000010634054,0.000267375,0.000049727794,0.00008475506,0.00018411376],"domain_scores_gemma":[0.9994848,0.000014167688,0.000118825206,0.00011555288,0.000105063744,0.00016161092],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024111717,0.00007941123,0.00014728434,0.00082716986,0.000044236054,0.000014190973,0.000111964,0.000113833325,0.000003618039],"category_scores_gemma":[0.00005373466,0.00006598558,0.000029420766,0.00030908882,0.00010850074,0.000064891174,0.000006648976,0.0003155956,0.000003994822],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054652424,0.0000128578995,0.013572926,0.000066448905,0.0005167062,0.000036449645,0.00022661696,0.83200455,0.004232067,0.005310913,0.02270971,0.12125608],"study_design_scores_gemma":[0.0017132302,0.0004453089,0.0009110196,0.00014653453,0.00015180741,0.0024675084,0.0030518328,0.1051512,0.01766273,0.0031724116,0.86479586,0.00033054585],"about_ca_topic_score_codex":0.0011773658,"about_ca_topic_score_gemma":0.0035336984,"teacher_disagreement_score":0.84208614,"about_ca_system_score_codex":0.00014839729,"about_ca_system_score_gemma":0.000084197934,"threshold_uncertainty_score":0.26908138},"labels":[],"label_agreement":null},{"id":"W2288406119","doi":"10.1016/j.jngse.2016.03.008","title":"Determination of optimal density difference for improving cement displacement efficiency in deviated wells","year":2016,"lang":"en","type":"article","venue":"Journal of Natural Gas Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Program for Changjiang Scholars and Innovative Research Team in University","keywords":"Laminar flow; Displacement (psychology); Mechanics; Computational fluid dynamics; Finite difference; Eccentricity (behavior); Annulus (botany); Cement; Geotechnical engineering; Materials science; Mathematics; Geology; Physics; Mathematical analysis; Composite material","score_opus":0.005451529252948128,"score_gpt":0.2026558933266686,"score_spread":0.1972043640737205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2288406119","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73787796,0.00029296035,0.2613358,0.00002123475,0.00038563,0.00006636077,8.379037e-7,0.000014955399,0.0000042734655],"genre_scores_gemma":[0.9915544,0.000085718755,0.008301646,0.0000022627742,0.00003808674,0.000001990231,1.2622696e-7,0.0000091058555,0.0000067026463],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990091,0.0000031003733,0.00034187615,0.00010517348,0.000275218,0.00026557312],"domain_scores_gemma":[0.9995435,0.000085381325,0.00007485777,0.00006727973,0.00015388898,0.000075080396],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00064844586,0.00011531983,0.0001855033,0.0003348727,0.000030452933,0.00002483433,0.00016050588,0.00003199381,7.607276e-7],"category_scores_gemma":[0.00021113602,0.000080452315,0.00003765442,0.00028157167,0.000041735406,0.0002954183,0.000027150109,0.000104831386,1.5220031e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000129008595,0.000011151272,0.00030501655,0.00014934881,0.0000045129036,0.0000030881567,0.00014686472,0.18123758,0.77180463,0.00005137677,0.0000020758102,0.046271432],"study_design_scores_gemma":[0.0005062903,0.00012428836,0.0045873453,0.00030908344,0.000010265342,0.000021673013,0.000024667965,0.87128454,0.122959234,0.000010324264,0.000031781878,0.00013048177],"about_ca_topic_score_codex":0.0000019836364,"about_ca_topic_score_gemma":9.709242e-7,"teacher_disagreement_score":0.69004697,"about_ca_system_score_codex":0.00016394313,"about_ca_system_score_gemma":0.000030006631,"threshold_uncertainty_score":0.32807502},"labels":[],"label_agreement":null},{"id":"W2289536148","doi":"10.2118/178825-ms","title":"Changing Drillstring Design to Allow Accurate Calculation of BHA SAG Corrections","year":2016,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Deflection (physics); Drilling; Deflection angle; Directional drilling; Petroleum engineering; Engineering; Mechanical engineering; Geology; Marine engineering","score_opus":0.02452115996621406,"score_gpt":0.22497311420293392,"score_spread":0.20045195423671985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2289536148","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2266315,0.00007073999,0.7719737,0.00006136955,0.00044065787,0.00015840003,0.000009359491,0.0002744813,0.0003797383],"genre_scores_gemma":[0.9965551,0.00032062107,0.0027796344,0.000015118044,0.00015522582,0.00002201894,0.00001187555,0.00003611832,0.00010427431],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989363,0.000022317708,0.00030383424,0.0002400215,0.00015036487,0.00034715454],"domain_scores_gemma":[0.99943066,0.00012252262,0.00004900176,0.00016745589,0.0001070428,0.00012331437],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023321834,0.00020072689,0.00022746062,0.00030999447,0.000104155166,0.000051119103,0.00007199652,0.00010448256,0.000026699367],"category_scores_gemma":[0.000060590868,0.0001779438,0.000052450432,0.00030060703,0.000026726872,0.00026852026,0.000023988263,0.0000918892,0.000029981182],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000217067,0.000014443084,0.00041221315,0.00010155434,0.000050921997,0.0000041088647,0.0018149726,0.6498508,0.27050236,0.0007281388,0.00012663806,0.076372124],"study_design_scores_gemma":[0.0006076622,0.00011321771,0.0011399906,0.0017597652,0.000051746007,0.000012754421,0.00026814136,0.6265796,0.3673382,0.0006800815,0.00081540545,0.0006334405],"about_ca_topic_score_codex":0.000014389399,"about_ca_topic_score_gemma":0.000009547393,"teacher_disagreement_score":0.7699236,"about_ca_system_score_codex":0.00006307368,"about_ca_system_score_gemma":0.000017023316,"threshold_uncertainty_score":0.72563374},"labels":[],"label_agreement":null},{"id":"W2291561215","doi":"10.2118/178772-ms","title":"New Approach In Lifting Cement In Highly Depleted And Naturally Fractured Formations","year":2016,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Annulus (botany); Cement; Petroleum engineering; Lost circulation; Drilling fluid; Environmental science; Geology; Drilling; Geotechnical engineering; Engineering; Materials science; Mechanical engineering; Composite material","score_opus":0.012328018603892514,"score_gpt":0.20091724968613905,"score_spread":0.18858923108224654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2291561215","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5838813,0.0005958733,0.41268778,0.0002657825,0.0001738546,0.00020305147,0.000007017805,0.00021778418,0.0019675726],"genre_scores_gemma":[0.9949148,0.0005793688,0.0043251743,0.000024565203,0.00006985401,0.000011986422,0.000025827982,0.000018629706,0.000029735194],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999152,0.000013438643,0.0002728621,0.00019882675,0.000100847414,0.00026199382],"domain_scores_gemma":[0.9997066,0.0000592707,0.000028894361,0.000101129765,0.000023195664,0.0000808539],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014975478,0.0001615387,0.00017516542,0.00021165422,0.000041014144,0.00006953766,0.000051635685,0.000112490896,0.000011306882],"category_scores_gemma":[0.000025296264,0.00013568602,0.00001888266,0.00015161898,0.0000151446975,0.0003405649,0.00001860727,0.00016434457,0.0000066659127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008345492,0.00009396481,0.013420408,0.00094495196,0.00009830259,0.000035019297,0.015240671,0.2798749,0.13206142,0.015338016,0.0008006021,0.5420083],"study_design_scores_gemma":[0.0023981382,0.000046145295,0.0131217595,0.0015138019,0.00001981036,0.00001923514,0.00038233228,0.9677308,0.007069182,0.0048832167,0.0020597242,0.00075581763],"about_ca_topic_score_codex":0.00006115944,"about_ca_topic_score_gemma":0.00007795878,"teacher_disagreement_score":0.68785596,"about_ca_system_score_codex":0.000054909917,"about_ca_system_score_gemma":0.000016502672,"threshold_uncertainty_score":0.5533115},"labels":[],"label_agreement":null},{"id":"W2292356203","doi":"10.2118/179174-ms","title":"Interwell Hydraulic Fracture Interaction Between Multistage Stimulated Wells and a Multi Zone Slant Open Hole Observation Well Placed in the Canadian Horn River Basin","year":2016,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada)","funders":"NERC Environmental Bioinformatics Centre","keywords":"Geology; Drilling; Completion (oil and gas wells); Petroleum engineering; Fracture (geology); Natural gas; Hydraulic fracturing; Borehole; Water well; Oil shale; Well logging; Directional drilling; Mining engineering; Geotechnical engineering; Engineering; Groundwater","score_opus":0.022212284004388617,"score_gpt":0.23812601714341486,"score_spread":0.21591373313902623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2292356203","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8965801,0.00015105541,0.093890406,0.006253569,0.00032730657,0.0008568007,0.000032213586,0.00066387467,0.0012446636],"genre_scores_gemma":[0.9966337,0.00011388726,0.0025207154,0.00034153176,0.00006190515,0.00004621455,0.00003210218,0.00006034783,0.00018956837],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99823385,0.00006025105,0.00043079557,0.000502111,0.00016009375,0.0006128646],"domain_scores_gemma":[0.9989003,0.00022107466,0.000101950485,0.00058424106,0.00005267608,0.00013977711],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033727635,0.00040535966,0.0004324845,0.00061244995,0.0001554446,0.00018798323,0.0008082632,0.0005409732,0.000073189054],"category_scores_gemma":[0.00010609348,0.00030404443,0.00004274061,0.0003976739,0.00016519618,0.00047284644,0.00015319663,0.00093315897,0.00013318715],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021639651,0.00027015552,0.1301137,0.0004917167,0.00070426444,0.00082411384,0.009678455,0.50296885,0.029604241,0.00092044607,0.004134989,0.32007268],"study_design_scores_gemma":[0.004567476,0.0001723901,0.1773881,0.0016381936,0.00009612273,0.00007264506,0.0004968264,0.5412681,0.05780548,0.0011550285,0.21366644,0.0016731878],"about_ca_topic_score_codex":0.031372033,"about_ca_topic_score_gemma":0.032627378,"teacher_disagreement_score":0.31839952,"about_ca_system_score_codex":0.00032737062,"about_ca_system_score_gemma":0.000060525206,"threshold_uncertainty_score":0.9999412},"labels":[],"label_agreement":null},{"id":"W2292763130","doi":"10.2118/178845-ms","title":"Industry Initiative – Testing, Certification &amp; Training of Drilling Supervisors to Improve Safety and Performance","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada); Nexen (Canada)","funders":"","keywords":"Certification; Competence (human resources); Quality (philosophy); Engineering management; Economic shortage; Computer science; Engineering; Risk analysis (engineering); Business; Management; Government (linguistics)","score_opus":0.049370655936138715,"score_gpt":0.21937514538807315,"score_spread":0.17000448945193444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2292763130","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8730637,0.00003589475,0.12119775,0.00006259018,0.0001414014,0.00008877703,0.000008381282,0.0002401836,0.0051613473],"genre_scores_gemma":[0.99096173,0.00004515595,0.008698317,0.000017658054,0.00004775801,0.000007522006,0.0000016567847,0.000027884107,0.00019234467],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993206,0.0000059055756,0.00024483024,0.00014537197,0.00008238011,0.00020089018],"domain_scores_gemma":[0.99956244,0.00013573094,0.000022473698,0.00013997142,0.00005088995,0.00008849833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016463331,0.00012260831,0.00014854813,0.00009282999,0.000035149493,0.000010353089,0.000067546745,0.00014420832,0.000022805567],"category_scores_gemma":[0.00012733092,0.000095560914,0.000015968362,0.00018041578,0.000020758278,0.00015231154,0.000018926867,0.00017036377,0.00001244443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024715777,0.000011591062,0.015535038,0.00026374456,0.00006065725,5.1526854e-7,0.005387045,0.2915324,0.25427452,0.00022718677,0.00007211885,0.43261045],"study_design_scores_gemma":[0.0011415769,0.00025525468,0.056315582,0.0014377687,0.000042742784,0.000015189116,0.0009308756,0.7069287,0.22403713,0.00010809415,0.007620284,0.0011668346],"about_ca_topic_score_codex":0.0000070083124,"about_ca_topic_score_gemma":0.000003262777,"teacher_disagreement_score":0.43144363,"about_ca_system_score_codex":0.00003196415,"about_ca_system_score_gemma":0.000011095805,"threshold_uncertainty_score":0.3896861},"labels":[],"label_agreement":null},{"id":"W2294847910","doi":"10.2172/1184025","title":"Crump Geyser Exploration and Drilling Project. High Precision Geophysics and Detailed Structural Exploration and Slim Well Drilling","year":2015,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Hydro (Canada)","funders":"","keywords":"Drilling; Geology; Exploration geophysics; Lithology; Aquifer; Borehole; Scientific drilling; Geophysics; Petroleum engineering; Seismology; Petrology; Engineering; Geotechnical engineering; Groundwater; Mechanical engineering","score_opus":0.04115036185311411,"score_gpt":0.25439559590039695,"score_spread":0.21324523404728285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2294847910","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6415705,0.014455769,0.31993634,0.00011235298,0.0067723417,0.002855396,0.00008481745,0.0027840543,0.011428395],"genre_scores_gemma":[0.9626274,0.027040236,0.0069932537,0.000009390636,0.0014854437,0.00009450013,0.0004314669,0.00029713594,0.0010211536],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972813,0.00003797606,0.00070218823,0.00069211936,0.0008305512,0.00045587687],"domain_scores_gemma":[0.9987016,0.000113283946,0.00016727178,0.0003518555,0.00046364244,0.00020234894],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006609874,0.0007079999,0.00075743085,0.0003575135,0.00017406428,0.00039911686,0.00009498633,0.0005271763,0.000008441607],"category_scores_gemma":[0.00011362959,0.0006556906,0.00006304418,0.0002320812,0.000052907988,0.0013062877,0.000111859394,0.0005518886,0.00000780099],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008135657,0.000027602804,0.00070049847,0.004414787,0.0005858417,0.000042337873,0.0058048107,0.8482967,0.0037809669,0.00035256703,0.00561005,0.13030249],"study_design_scores_gemma":[0.0008998982,0.00014422218,0.0003457897,0.00092646957,0.0002745951,0.00007472125,0.0006048447,0.9742366,0.002265703,0.0033335492,0.015321068,0.001572551],"about_ca_topic_score_codex":0.0001776956,"about_ca_topic_score_gemma":0.00010083411,"teacher_disagreement_score":0.32105687,"about_ca_system_score_codex":0.00022996,"about_ca_system_score_gemma":0.00013236959,"threshold_uncertainty_score":0.99958944},"labels":[],"label_agreement":null},{"id":"W2298330815","doi":"","title":"Statistical study of Pc1 pearl structures observed at multi-point ground-based stations in Canada, Russia and Japan","year":2014,"lang":"en","type":"article","venue":"2014 AGU Chapman Conference on Low-Frequency Waves in Space Plasmas","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Pearl; Geography; Point (geometry); Statistical analysis; Meteorology; Statistics; Mathematics; Archaeology; Geometry","score_opus":0.0214818481900582,"score_gpt":0.21962278839878158,"score_spread":0.1981409402087234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2298330815","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9923451,0.000046962963,0.0058280574,0.00006149636,0.00030158705,0.000365708,0.000084523446,0.000072919145,0.0008936321],"genre_scores_gemma":[0.9965842,0.00003187406,0.0031889542,0.000013628584,0.000020629617,0.00002306913,0.000036997968,0.000050625295,0.00005006133],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981722,0.000101316815,0.0005602381,0.0003741326,0.00030812682,0.00048398133],"domain_scores_gemma":[0.9988838,0.00039041362,0.0000887175,0.00040945143,0.00004864223,0.00017896526],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022146522,0.0003657441,0.00049789285,0.00026221288,0.000058513822,0.000039967003,0.00022970309,0.00009983463,0.000061915576],"category_scores_gemma":[0.00017155649,0.00036819628,0.000025641388,0.00017560297,0.000080989914,0.000103690516,0.000038863447,0.00039259292,0.0000069862294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006224758,0.00021177855,0.10497742,0.0006126431,0.0000637547,0.000053748838,0.0066449926,0.8477482,0.0049014627,0.033513173,0.00015532106,0.0010552083],"study_design_scores_gemma":[0.0018921031,0.000210391,0.24143441,0.0002316801,0.000015405627,0.0000025262548,0.002084206,0.7522146,0.0007374671,0.0006945438,0.000014080257,0.0004685942],"about_ca_topic_score_codex":0.24901707,"about_ca_topic_score_gemma":0.78639865,"teacher_disagreement_score":0.5373816,"about_ca_system_score_codex":0.00041082205,"about_ca_system_score_gemma":0.00018318946,"threshold_uncertainty_score":0.999877},"labels":[],"label_agreement":null},{"id":"W2302309356","doi":"10.2118/178766-ms","title":"Invasion and Movement of Fluids in Shale Formations and Wellbore Stability","year":2016,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Intertek (Canada)","funders":"","keywords":"Wellbore; Geology; Oil shale; Petroleum engineering; Movement (music); Stability (learning theory); Geotechnical engineering; Petrology; Computer science","score_opus":0.017481650475371136,"score_gpt":0.19993818797393287,"score_spread":0.18245653749856172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2302309356","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9486305,0.00033237532,0.050146542,0.00009353297,0.00005750814,0.00010594012,0.00001774271,0.00005937725,0.00055645604],"genre_scores_gemma":[0.9971796,0.002280207,0.00047695887,0.000009236774,0.000019651518,0.000008023469,0.000009028485,0.00000946338,0.000007806409],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99940145,0.000010284224,0.00022603486,0.00014215546,0.00007722351,0.00014285085],"domain_scores_gemma":[0.99973816,0.000054707565,0.000021902977,0.00009582356,0.000034009725,0.00005537711],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016751741,0.000108353845,0.00014803659,0.000093067574,0.000033830405,0.000023844908,0.000026662265,0.00006427815,0.000016269136],"category_scores_gemma":[0.000019569943,0.00008947099,0.0000136780545,0.000066473774,0.000050250772,0.000241159,0.000022220082,0.00006084083,0.0000014100987],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004181802,0.000075453645,0.046403877,0.0015906899,0.000045650362,0.0000052765818,0.0069557875,0.007892554,0.776564,0.014058888,0.00008478905,0.14628124],"study_design_scores_gemma":[0.002323585,0.0002110004,0.044388156,0.0026859534,0.000039902403,0.000012447212,0.001279947,0.593075,0.33331084,0.021368323,0.00052091974,0.00078395143],"about_ca_topic_score_codex":0.000030085095,"about_ca_topic_score_gemma":0.000047584825,"teacher_disagreement_score":0.5851824,"about_ca_system_score_codex":0.00002284538,"about_ca_system_score_gemma":0.0000074804816,"threshold_uncertainty_score":0.36485213},"labels":[],"label_agreement":null},{"id":"W2303670994","doi":"10.2118/179088-ms","title":"Optimizing Bridge Plug Milling Efficiency Utilizing Weight-On-Bit to Control Debris Size: A Comparative Study of the Debris Size vs Weight-On-Bit Utilizing Five Bladed Carbide Mill, Tri-Cone and PDC Bits","year":2016,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"Shell Canada","keywords":"Drilling; Spark plug; Plug-in; Rate of penetration; Bit (key); Computer science; Engineering; Mechanical engineering; Operating system","score_opus":0.020885738037725286,"score_gpt":0.24248254342951325,"score_spread":0.22159680539178797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2303670994","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98664176,0.0008648544,0.009714751,0.00024222133,0.00050009403,0.0008242449,0.00004251307,0.00018816823,0.0009813892],"genre_scores_gemma":[0.99876636,0.0005540175,0.00022200726,0.000085829495,0.00012588425,0.00006337648,0.0000051121215,0.000054340566,0.00012304798],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99733996,0.00018996488,0.00086096604,0.0007008006,0.00036806596,0.0005402167],"domain_scores_gemma":[0.99810237,0.0009012222,0.0002166059,0.0003512618,0.00020229472,0.00022622153],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005494898,0.00053561886,0.0007759073,0.00024807747,0.00034462335,0.00017809989,0.00019882439,0.00016490647,0.000045312263],"category_scores_gemma":[0.00022650293,0.00040564532,0.00018530498,0.0003166595,0.00012521929,0.00026081523,0.000098240846,0.00037075172,0.0000127048625],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0050266786,0.0031040814,0.020740055,0.003942862,0.0035869365,0.0001434584,0.0839043,0.13990262,0.6547258,0.0079562245,0.0025484778,0.07441852],"study_design_scores_gemma":[0.031053271,0.005897234,0.027308509,0.030159611,0.0011075647,0.00009456928,0.014582142,0.6048906,0.2792781,0.0012780582,0.00077134947,0.00357901],"about_ca_topic_score_codex":0.00027550096,"about_ca_topic_score_gemma":0.000098450764,"teacher_disagreement_score":0.46498796,"about_ca_system_score_codex":0.0000910861,"about_ca_system_score_gemma":0.000020942938,"threshold_uncertainty_score":0.99983954},"labels":[],"label_agreement":null},{"id":"W2308753646","doi":"10.2118/174874-ms","title":"A Framework for Transparency in Drilling Mechanics and Dynamics Measurements","year":2015,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Computer science; Drilling; Automation; Borehole; Terminology; Velocimetry; Transparency (behavior); Python (programming language); Mechanical engineering; Control engineering; Real-time computing; Simulation; Engineering; Mechanics","score_opus":0.05618956650343616,"score_gpt":0.2679236829268089,"score_spread":0.21173411642337275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2308753646","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03345077,0.0002973272,0.9650982,0.00010445821,0.00011592585,0.00018310087,0.00003095748,0.00021727243,0.0005019804],"genre_scores_gemma":[0.98640716,0.0002671858,0.013195356,0.000016987204,0.000041198153,0.000027155998,0.000023039012,0.000018063072,0.000003867917],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933386,0.000006998844,0.00018735375,0.00016487403,0.00010762677,0.0001993002],"domain_scores_gemma":[0.99971455,0.000032016247,0.000013726596,0.00008148159,0.000057391404,0.00010081215],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023779966,0.00012295332,0.00016047967,0.000070542235,0.000024492347,0.0000326905,0.00004900001,0.00015762018,0.000001803244],"category_scores_gemma":[0.00006362581,0.00012885265,0.000020423748,0.00009935999,0.0000138532805,0.00014175607,0.00001183205,0.00017501478,0.0000012178758],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002479118,0.00020982993,0.0026309257,0.0014425471,0.00009136967,0.000023606024,0.0046173553,0.15154926,0.009835566,0.71667564,0.00079936633,0.11187662],"study_design_scores_gemma":[0.00076387683,0.00019922646,0.00024927972,0.0005205582,0.000023933297,0.000009788751,0.0005500286,0.7661392,0.0010649586,0.22975129,0.0003350239,0.0003928273],"about_ca_topic_score_codex":0.000009869862,"about_ca_topic_score_gemma":0.00008103967,"teacher_disagreement_score":0.9529564,"about_ca_system_score_codex":0.00005029398,"about_ca_system_score_gemma":0.00001196942,"threshold_uncertainty_score":0.5254459},"labels":[],"label_agreement":null},{"id":"W2310115732","doi":"10.2118/178362-ms","title":"Displacement Calculation of Dynamic Killing Drilling In Deepwater","year":2015,"lang":"en","type":"article","venue":"SPE Nigeria Annual International Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"National Natural Science Foundation of China","keywords":"Displacement (psychology); Drilling fluid; Drilling; Stability (learning theory); Mechanics; Control theory (sociology); Flow (mathematics); Drill; Drill pipe; Boundary value problem; Acceleration; Geology; Mathematics; Computer science; Engineering; Physics; Mathematical analysis; Mechanical engineering; Classical mechanics","score_opus":0.01579154028840664,"score_gpt":0.24985042925725748,"score_spread":0.23405888896885085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2310115732","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9135991,0.00008561023,0.08335511,0.000078191675,0.00057271187,0.00006952019,0.000018773622,0.000058014437,0.002163027],"genre_scores_gemma":[0.9989292,0.00013713316,0.00068654784,0.000007671741,0.00005441844,0.000006520211,0.00010318091,0.000011754927,0.00006358126],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999369,0.00000941254,0.00023267172,0.00011691192,0.0001523785,0.00011958493],"domain_scores_gemma":[0.9997504,0.0000116405,0.000027313841,0.00005485741,0.00010602863,0.00004979394],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014438882,0.000097717675,0.00011446218,0.0001390765,0.000011517418,0.000026928949,0.000052047,0.00005435199,0.00002441162],"category_scores_gemma":[0.000012019837,0.00010126326,0.000020851954,0.00006312948,0.000018590546,0.00024035297,0.000016757784,0.00007913887,0.000007403196],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000092343245,0.000060392376,0.007986345,0.0001464593,0.00007820426,0.000014101138,0.008844226,0.91792345,0.046715476,0.00501664,0.00017977146,0.012942593],"study_design_scores_gemma":[0.00043101018,0.000031656542,0.0018478904,0.00018737493,0.000004677466,0.000004845144,0.0009067655,0.98952764,0.00497093,0.001575971,0.0003457673,0.0001654885],"about_ca_topic_score_codex":0.00003506392,"about_ca_topic_score_gemma":0.00006258231,"teacher_disagreement_score":0.08533014,"about_ca_system_score_codex":0.0000739269,"about_ca_system_score_gemma":0.000010969174,"threshold_uncertainty_score":0.41293958},"labels":[],"label_agreement":null},{"id":"W2312242649","doi":"10.1115/fuelcell2012-91084","title":"Measurement of Liquid Water Content Inside the Gas Diffusion Layer","year":2012,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Thermal diffusivity; Capillary action; Capillary pressure; Diffusion; Saturation (graph theory); Materials science; Permeability (electromagnetism); Convection; Volume (thermodynamics); Gaseous diffusion; Mechanics; Chemistry; Composite material; Analytical Chemistry (journal); Porous medium; Chromatography; Thermodynamics; Porosity; Membrane","score_opus":0.03972806654063599,"score_gpt":0.19417488568198962,"score_spread":0.15444681914135364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2312242649","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.968109,0.000800362,0.020744601,0.000093513314,0.00061179977,0.00008886567,4.153505e-7,0.00018455274,0.009366859],"genre_scores_gemma":[0.99959487,0.000049174007,0.000120220946,0.000027890703,0.00009761077,0.0000066686202,6.497117e-7,0.000018210501,0.000084712156],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99941874,0.0000072811436,0.00013782448,0.000043283668,0.0001743422,0.00021851178],"domain_scores_gemma":[0.9997527,0.000008439696,0.000006185272,0.00015416276,0.00003110141,0.00004738619],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026755963,0.00008412864,0.00008924462,0.00002447927,0.000019942792,0.0000055350283,0.000064449436,0.000028655866,0.000057075133],"category_scores_gemma":[0.000007857456,0.00004238667,0.00004162064,0.000026806152,0.0000085680385,0.000052565407,0.000022189819,0.000066826586,0.000048826085],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007817362,0.000027402417,0.0004775085,0.000059048085,0.000048685954,3.0527542e-7,0.00067464483,0.04250148,0.95413667,0.00052192755,0.00047214903,0.0010723588],"study_design_scores_gemma":[0.00014181387,0.000021970802,0.0007909826,0.000037973212,0.000013339714,0.000002248531,0.000067159526,0.014432223,0.9700161,0.0000063231346,0.014366274,0.00010359001],"about_ca_topic_score_codex":0.000026281388,"about_ca_topic_score_gemma":0.0000043464465,"teacher_disagreement_score":0.031485833,"about_ca_system_score_codex":0.000028212598,"about_ca_system_score_gemma":0.0000014252719,"threshold_uncertainty_score":0.17284782},"labels":[],"label_agreement":null},{"id":"W2312473848","doi":"10.1190/1.3659132","title":"Validation and application of magnetic anomalies for directional drilling","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Computer science; Geology; Engineering; Mechanical engineering","score_opus":0.009439543770645892,"score_gpt":0.17723041778322549,"score_spread":0.16779087401257958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2312473848","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14797002,0.0002047897,0.84582645,0.000001917027,0.00008659479,0.00008804697,0.0000024623662,0.00015207217,0.005667674],"genre_scores_gemma":[0.9785628,0.000032743053,0.021275891,0.000001288869,0.000026984551,0.000023478266,0.0000050072977,0.000010074102,0.00006173061],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99978554,0.0000011232884,0.000082640996,0.000051393825,0.000026435962,0.000052866064],"domain_scores_gemma":[0.9998976,0.000019480643,0.000007901043,0.00004346517,0.000017070071,0.000014506953],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000042988522,0.000041695686,0.000049912946,0.000037189857,0.000013500482,0.0000034015957,0.000018003153,0.000021799979,0.000010699523],"category_scores_gemma":[0.000003975725,0.000042556636,0.000012791264,0.000035536697,0.00000812367,0.00003950929,0.0000027876938,0.000014216171,0.0000012017133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027766426,0.00005559009,0.013015164,0.0011130308,0.0000956986,1.6390425e-7,0.0019077042,0.47238198,0.2231722,0.035499096,0.00022937376,0.2525022],"study_design_scores_gemma":[0.00011665491,0.000027399032,0.003451829,0.000009408707,0.000011815701,0.0000015456565,0.000025389929,0.8115003,0.18307658,0.0007818317,0.0009077875,0.000089457026],"about_ca_topic_score_codex":0.000009598755,"about_ca_topic_score_gemma":0.0000011352873,"teacher_disagreement_score":0.83059275,"about_ca_system_score_codex":0.000004479455,"about_ca_system_score_gemma":0.0000010548732,"threshold_uncertainty_score":0.17354093},"labels":[],"label_agreement":null},{"id":"W2312669359","doi":"10.1021/es503742n","title":"Quantifying the Benefit of Wellbore Leakage Potential Estimates for Prioritizing Long-Term MVA Well Sampling at a CO<sub>2</sub>Storage Site","year":2014,"lang":"en","type":"article","venue":"Environmental Science & Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Energy Technology Laboratory; U.S. Department of Energy","keywords":"Wellbore; Leakage (economics); Environmental science; Sampling (signal processing); Term (time); Petroleum engineering; Geology; Engineering","score_opus":0.008825266935638133,"score_gpt":0.21647043719803888,"score_spread":0.20764517026240076,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2312669359","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91537976,0.00048979296,0.08312964,0.00004306346,0.0002877904,0.00025108331,0.000016600885,0.0003332232,0.00006902348],"genre_scores_gemma":[0.99771386,0.00011681684,0.0020044155,0.000010711012,0.000055044948,0.0000279589,0.000014067394,0.000047884707,0.000009252887],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99843085,0.00000526747,0.00029667822,0.00039403394,0.00026176026,0.00061140384],"domain_scores_gemma":[0.99934375,0.000082766586,0.00007885398,0.00041518675,0.0000065402305,0.00007291006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003994122,0.00024056477,0.00025147793,0.00029587513,0.0004363828,0.000041775682,0.00052975887,0.00015129095,0.000009640988],"category_scores_gemma":[0.0000333824,0.00021766097,0.00008658191,0.0003462203,0.0007300311,0.00016827257,0.00020869916,0.00022880665,0.000047630732],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035428095,0.000013200809,0.011050913,0.000048009915,0.00000996814,0.0000024087988,0.00011188857,0.14189523,0.8401133,0.00012044896,0.0000034045495,0.0066277008],"study_design_scores_gemma":[0.00023500899,0.000065948916,0.016205039,0.00006831995,0.000027702481,0.000044054097,0.00006900848,0.22546695,0.7571469,0.00011153043,0.00029910947,0.00026040792],"about_ca_topic_score_codex":0.000002512448,"about_ca_topic_score_gemma":0.000008180364,"teacher_disagreement_score":0.08357172,"about_ca_system_score_codex":0.00022742976,"about_ca_system_score_gemma":0.000006165825,"threshold_uncertainty_score":0.8875957},"labels":[],"label_agreement":null},{"id":"W2314500625","doi":"10.2118/175891-ms","title":"Gas Injection EOR Optimization Using Fiber-Optic Logging with DTS and DAS for Remedial Work","year":2015,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wireline; Petroleum engineering; Logging while drilling; Optical fiber; Injector; Environmental science; Engineering; Mechanical engineering; Drilling; Telecommunications","score_opus":0.019193419550362165,"score_gpt":0.21873054212370718,"score_spread":0.19953712257334502,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2314500625","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14303482,0.00008027152,0.8550073,0.000011599228,0.0003024532,0.00013341759,4.91287e-7,0.0003568599,0.0010728235],"genre_scores_gemma":[0.749564,0.0000089608,0.24989149,0.000006960572,0.00026432174,0.00001115097,0.000009370987,0.00005336001,0.00019040941],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99952835,0.000004280349,0.00010462776,0.00011438787,0.000076594224,0.00017173376],"domain_scores_gemma":[0.99976087,0.000030355726,0.000013925809,0.00007707794,0.000035262467,0.00008251147],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011701661,0.000108283566,0.00010166017,0.00007728957,0.00003848598,0.000045121382,0.000027488979,0.000052790605,0.000005567893],"category_scores_gemma":[0.00002322991,0.00009931578,0.000013163174,0.00012828906,0.000011351602,0.00014421175,0.000007999612,0.000060587652,0.0000022460874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015082525,0.000002411842,0.00015718675,0.00003217722,0.000013655791,8.5592404e-7,0.000114880844,0.998145,0.000059209397,0.000019945694,0.0001034279,0.0013362076],"study_design_scores_gemma":[0.00039937592,0.00004843603,0.000017526077,0.000064934095,0.000022250011,0.000019389528,0.000054179625,0.99844676,0.0004089354,0.00002708423,0.00034343085,0.00014768541],"about_ca_topic_score_codex":0.000008221632,"about_ca_topic_score_gemma":0.000003899965,"teacher_disagreement_score":0.6065292,"about_ca_system_score_codex":0.000058176127,"about_ca_system_score_gemma":0.000010954193,"threshold_uncertainty_score":0.404998},"labels":[],"label_agreement":null},{"id":"W2318279705","doi":"10.2118/178267-ms","title":"The Effect Of Wellbore Stability In Naturally Fractured Reservoirs","year":2015,"lang":"en","type":"article","venue":"SPE Nigeria Annual International Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University; University of Calgary","funders":"","keywords":"Borehole; Petroleum engineering; Casing; Underbalanced drilling; Drilling; Geology; Wellbore; Geomechanics; Drilling fluid; Instability; Geotechnical engineering; Completion (oil and gas wells); Fracture (geology); Bed; Measurement while drilling; Drill; Engineering; Mechanics; Mechanical engineering; Anisotropy","score_opus":0.01347410412804878,"score_gpt":0.24359014233731605,"score_spread":0.23011603820926727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2318279705","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99400383,0.00026327546,0.0005983481,0.0002453233,0.00063193514,0.0000954169,0.000028695544,0.00005179248,0.004081353],"genre_scores_gemma":[0.99967223,0.00011710835,0.000042874723,0.000005620569,0.000072193856,0.000008422281,0.000036322614,0.000007927596,0.000037269994],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939924,0.0000312112,0.00018218631,0.00010325373,0.00016785931,0.00011624075],"domain_scores_gemma":[0.9996434,0.00008520199,0.000024974537,0.00008904795,0.000111372276,0.00004602176],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035478716,0.00009591831,0.00011373036,0.000051356325,0.000021097145,0.000040651426,0.00010940442,0.00006258362,0.000019476644],"category_scores_gemma":[0.00010833096,0.000070827955,0.000025111447,0.00006446106,0.000043484553,0.00018374792,0.000023144969,0.00015303025,0.000004364968],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004378777,0.00020803195,0.16976815,0.0013811651,0.0007768921,0.000113567185,0.059361637,0.43934128,0.1816456,0.024532743,0.01854734,0.099944815],"study_design_scores_gemma":[0.0043445854,0.0009958262,0.040340047,0.00075360516,0.000030116329,0.000026859307,0.0051832553,0.6554167,0.25660893,0.014553643,0.020678941,0.001067445],"about_ca_topic_score_codex":0.000045055844,"about_ca_topic_score_gemma":0.00013349362,"teacher_disagreement_score":0.21607547,"about_ca_system_score_codex":0.000044311284,"about_ca_system_score_gemma":0.000013122073,"threshold_uncertainty_score":0.28882802},"labels":[],"label_agreement":null},{"id":"W2318649697","doi":"10.2118/176166-ms","title":"CASE Study: Enhancing CBL Quality through Emphasizing on Cementing Best Practice and Expanding Agent System","year":2015,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Annulus (botany); Cement; Retarder; Computer science; Compressive strength; Petroleum engineering; Engineering; Geotechnical engineering; Materials science; Composite material","score_opus":0.08289640503480224,"score_gpt":0.3347989130634018,"score_spread":0.2519025080285996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2318649697","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87798536,0.00030521295,0.09958526,0.000010152613,0.0007867287,0.00026276108,0.000001168714,0.0007825799,0.02028079],"genre_scores_gemma":[0.99546295,0.000014422963,0.0041400543,0.000020509373,0.00019708612,0.000022836686,0.0000012353119,0.000054087694,0.00008682579],"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","domain_scores_codex":[0.99857855,0.000072983195,0.0004309178,0.00028431392,0.00028069233,0.00035252798],"domain_scores_gemma":[0.99919605,0.00027208673,0.000060693867,0.0002587467,0.0000586979,0.00015370622],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011984925,0.00023691615,0.00026810533,0.00007503715,0.00015649761,0.0001584676,0.00006854927,0.000057506863,0.0000024371159],"category_scores_gemma":[0.00019212942,0.00023228193,0.00003313361,0.0001597646,0.000008996419,0.0004279964,0.00005663737,0.00019951607,0.00003116986],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007270731,0.00062678056,0.002224401,0.0022020617,0.0008237047,0.0091954535,0.08360118,0.8773763,0.0070217564,0.0030506563,0.0003420762,0.0134629],"study_design_scores_gemma":[0.0032022411,0.0007529982,0.000024213829,0.0010430687,0.00030695266,0.004424601,0.6879178,0.27894896,0.017517464,0.000014824801,0.004304052,0.001542801],"about_ca_topic_score_codex":0.0008684874,"about_ca_topic_score_gemma":0.00006688834,"teacher_disagreement_score":0.60431665,"about_ca_system_score_codex":0.00024151745,"about_ca_system_score_gemma":0.000012245873,"threshold_uncertainty_score":0.94721824},"labels":[],"label_agreement":null},{"id":"W2318696276","doi":"10.1061/40647(259)55","title":"PFC Model of Wedge Penetration into Oil Sands","year":2002,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Oil sands; Geotechnical engineering; Geology; Wedge (geometry); Penetration (warfare); Penetration test; Petroleum engineering; Materials science; Engineering; Composite material","score_opus":0.01387296825796556,"score_gpt":0.17298512978339248,"score_spread":0.15911216152542693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2318696276","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1531257,0.0006552622,0.54795474,0.000028979346,0.0002586403,0.000023432724,0.0000015837343,0.0005730212,0.29737866],"genre_scores_gemma":[0.9923453,0.00017497179,0.0048571634,0.0000064515943,0.000034111326,0.0000024975127,0.0000017213616,0.000015684767,0.002562138],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999684,0.0000013470938,0.00011095715,0.000053848657,0.00006182215,0.000088060355],"domain_scores_gemma":[0.99984884,0.000008159475,0.0000059684085,0.000095955176,0.000011449143,0.000029653582],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000031115287,0.00006400331,0.000072967574,0.00004557598,0.0000113734495,0.0000070914634,0.000047380145,0.000038739938,0.00011253237],"category_scores_gemma":[0.0000039927622,0.000063389,0.000025580242,0.000066999484,0.000005541992,0.000064458516,0.0000048367187,0.000047965426,0.000039815433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.4818917e-7,0.000004679668,0.000014789473,0.000053602005,0.0000060839757,1.4098342e-7,0.00019472098,0.9721557,0.017378297,0.0005322896,0.0009284562,0.008731008],"study_design_scores_gemma":[0.00008672998,0.0000048246407,0.000008765782,0.00001089849,0.0000034269435,4.169407e-7,0.0000061553565,0.97950786,0.01975637,0.00007768302,0.00046243402,0.00007443533],"about_ca_topic_score_codex":0.000006522043,"about_ca_topic_score_gemma":0.00000446526,"teacher_disagreement_score":0.83921957,"about_ca_system_score_codex":0.000013674721,"about_ca_system_score_gemma":0.0000012433442,"threshold_uncertainty_score":0.25849283},"labels":[],"label_agreement":null},{"id":"W2319329573","doi":"10.2118/178462-ms","title":"Comparison of Direct-Wrap and Slip-On Wire Wrap Screens for Thermal Well Applications","year":2015,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inflow; Slip (aerodynamics); Thermal; Limiting; Petroleum engineering; Oil production; Geology; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.04385548137981884,"score_gpt":0.2710174901173992,"score_spread":0.22716200873758033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2319329573","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17244798,0.004494726,0.7053964,0.00043247707,0.00069923006,0.0021098277,0.00010144151,0.0009291355,0.11338878],"genre_scores_gemma":[0.9952117,0.00013985242,0.003978687,0.000032680065,0.0002097364,0.000071831426,0.00001423214,0.000055871522,0.0002854062],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894047,0.000046719113,0.0003074776,0.00025471527,0.00015030282,0.00030029894],"domain_scores_gemma":[0.99920595,0.00023009419,0.000054045777,0.0002472991,0.00007240304,0.00019020929],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040098967,0.0002666515,0.00038934223,0.000097735785,0.000081620055,0.000045551104,0.00015461806,0.00017949058,0.000013511757],"category_scores_gemma":[0.000011252988,0.00024201254,0.00006939117,0.0001135732,0.000099975565,0.000103915765,0.000028907361,0.0003384114,0.000025418398],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00049632683,0.0002791475,0.0014903129,0.0005780572,0.00024881968,0.0000026870412,0.0024458223,0.74891436,0.22329675,0.0038549148,0.0042022583,0.014190565],"study_design_scores_gemma":[0.001274027,0.00060955115,0.00040509948,0.00016473772,0.000121572346,0.000007224949,0.00046716287,0.71970856,0.25673872,0.00038202284,0.019463653,0.00065768324],"about_ca_topic_score_codex":0.00004076792,"about_ca_topic_score_gemma":0.0000043290247,"teacher_disagreement_score":0.82276374,"about_ca_system_score_codex":0.000029747383,"about_ca_system_score_gemma":0.000020171543,"threshold_uncertainty_score":0.9868985},"labels":[],"label_agreement":null},{"id":"W2319493417","doi":"10.2118/178154-ms","title":"Continuous Measurement-While-Drilling Surveying System Utilizing Low-Cost SINS","year":2016,"lang":"en","type":"article","venue":"SPE/IADC Middle East Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Else Kröner-Fresenius-Stiftung","keywords":"Trajectory; Accelerometer; Gyroscope; Kalman filter; Azimuth; Directional drilling; Measurement while drilling; Process (computing); Position (finance); Inertial navigation system; Noise (video); Computer science; Orientation (vector space); Engineering; Simulation; Drilling; Mechanical engineering; Aerospace engineering; Artificial intelligence","score_opus":0.044247198734818936,"score_gpt":0.1959941161614187,"score_spread":0.15174691742659976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2319493417","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44031766,0.0013793986,0.54932654,0.00022939568,0.0012407071,0.00048652687,0.000045180062,0.004147326,0.002827273],"genre_scores_gemma":[0.9975791,0.0005716795,0.0013494183,0.000012647335,0.00024641203,0.00006659238,0.000018848255,0.000110316614,0.000045011104],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972796,0.00004878369,0.00066814385,0.0006787747,0.0003923904,0.00093232846],"domain_scores_gemma":[0.998751,0.000069917536,0.00013299526,0.00052962557,0.00032791513,0.00018855192],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007215271,0.0005419343,0.0006260277,0.0006229646,0.000307447,0.00014006802,0.0002964696,0.00052172766,0.000024482342],"category_scores_gemma":[0.0001281672,0.0004863966,0.000111139416,0.0004928998,0.00020284834,0.0003730341,0.000088728426,0.00043473218,0.00012281247],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009099424,0.00012213337,0.0134828845,0.0025101933,0.0005179683,0.00018804501,0.0013232114,0.028956734,0.5744178,0.04457081,0.00019006518,0.3336291],"study_design_scores_gemma":[0.00596648,0.0003104396,0.0011649521,0.030999595,0.00035843282,0.00065071456,0.008699313,0.6034551,0.3327634,0.004521825,0.006229,0.004880707],"about_ca_topic_score_codex":0.000019991423,"about_ca_topic_score_gemma":0.00005781548,"teacher_disagreement_score":0.5744984,"about_ca_system_score_codex":0.00030028707,"about_ca_system_score_gemma":0.000047814487,"threshold_uncertainty_score":0.9997588},"labels":[],"label_agreement":null},{"id":"W2319578185","doi":"10.1002/cjce.22474","title":"Effect of surfactant and polymer on the characteristics of aphron‐containing fluids","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Rheology; Biopolymer; Materials science; Pulmonary surfactant; Filtration (mathematics); Polymer; Drilling fluid; Colloid; Chemical engineering; Composite material; Metallurgy; Drilling","score_opus":0.0036254652878660244,"score_gpt":0.15852303094767417,"score_spread":0.15489756565980814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2319578185","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9978801,0.0006134297,0.00092813186,0.00012797225,0.00024180162,0.000044964545,0.000011016475,0.000014134643,0.00013843161],"genre_scores_gemma":[0.9997945,0.000019823216,0.000032045966,0.0000074670356,0.00010728643,0.000001061227,2.586873e-7,0.000030712345,0.0000068538516],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992497,0.000014681443,0.0003266017,0.000052171552,0.0001299798,0.00022687191],"domain_scores_gemma":[0.99895436,0.0006239755,0.00006480864,0.00014820733,0.00003354555,0.00017512792],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046769512,0.00014560064,0.000284795,0.0000962214,0.00002179117,0.000012443131,0.0001995351,0.00006185541,0.000015763646],"category_scores_gemma":[0.00023872517,0.00007424578,0.00007968987,0.00009239332,0.000067225854,0.000037773676,0.000008675515,0.0002229333,7.260683e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000283605,0.0000019714741,0.00038699168,0.00015621503,0.00014333767,0.000013677676,0.00022390725,0.019534307,0.97222155,0.00090116047,0.00003849235,0.006350034],"study_design_scores_gemma":[0.0002841876,0.00013581902,0.00023285049,0.00063658,0.00004421979,0.000056840043,0.000004264793,0.018989716,0.9792193,0.00000936936,0.00025960855,0.00012724694],"about_ca_topic_score_codex":0.000055993813,"about_ca_topic_score_gemma":0.000004279126,"teacher_disagreement_score":0.0069977525,"about_ca_system_score_codex":0.000067868066,"about_ca_system_score_gemma":0.000039623552,"threshold_uncertainty_score":0.3027655},"labels":[],"label_agreement":null},{"id":"W2319865968","doi":"10.2118/68917-ms","title":"A Mechanical Diversion Method for Ultradeep and HP-HT Wells","year":2001,"lang":"en","type":"article","venue":"SPE European Formation Damage Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institute of Aging","funders":"","keywords":"Drilling; Completion (oil and gas wells); Environmental geology; Petroleum engineering; Field (mathematics); Work (physics); Geology; Bridging (networking); Computer science; Engineering; Geotechnical engineering; Mechanical engineering; Hydrogeology; Telmatology","score_opus":0.019891950002127665,"score_gpt":0.22275444710776326,"score_spread":0.2028624971056356,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2319865968","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014602097,0.000044922046,0.9638521,0.00008077234,0.00020273245,0.00014526636,0.00001138074,0.0003349637,0.020725753],"genre_scores_gemma":[0.9724057,0.0003801109,0.02672882,0.000048580263,0.0000856855,0.0000032193761,0.000036879697,0.000032008338,0.00027902555],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993984,0.000034812925,0.00018007324,0.00011989303,0.000084147505,0.00018266721],"domain_scores_gemma":[0.9996584,0.00005236809,0.000026583399,0.0001391669,0.000038834412,0.00008463521],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024618016,0.00012616428,0.00011134716,0.000070807444,0.00006775349,0.00007962952,0.00012292522,0.00003157465,0.000054186174],"category_scores_gemma":[0.000034311688,0.00012729735,0.000033417204,0.00008383283,0.000011376187,0.00031846107,0.00003358656,0.000109913235,0.0000981996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000095903764,0.00006886203,0.00018235622,0.0011087939,0.00012926167,0.00006153487,0.0049673086,0.27218926,0.11421058,0.029973857,0.010714404,0.5662979],"study_design_scores_gemma":[0.00038498084,0.000035010074,0.00028240963,0.000056426823,0.000014846517,0.000019756333,0.000118425705,0.93803006,0.0047568935,0.0002359796,0.055875488,0.00018969571],"about_ca_topic_score_codex":0.0000023045336,"about_ca_topic_score_gemma":0.000001674203,"teacher_disagreement_score":0.95780355,"about_ca_system_score_codex":0.000018002713,"about_ca_system_score_gemma":0.0000030697518,"threshold_uncertainty_score":0.5191035},"labels":[],"label_agreement":null},{"id":"W2320186041","doi":"10.2118/174779-ms","title":"Implementation of Drilling Systems Automation - Halifax Workshop Summary: Industry Standards, Business Models and Next Steps","year":2015,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Automation; Computer science; Track (disk drive); Interface (matter); Process automation system; Drilling; Engineering management; Drilling rig; Business process; Process (computing); Systems engineering; Engineering; Software engineering; Work in process; Operations management; Mechanical engineering","score_opus":0.04125867369638948,"score_gpt":0.28236244547675243,"score_spread":0.24110377178036296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2320186041","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6156165,0.0009502414,0.38094905,0.00012963006,0.00023207591,0.00029529937,0.0001975558,0.0004976822,0.0011319505],"genre_scores_gemma":[0.9987735,0.00046493806,0.0005558273,0.0000071090876,0.00007463448,0.000014485292,0.000077836834,0.000018895476,0.000012733816],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909437,0.000017352271,0.0003037339,0.00016378197,0.00024497078,0.00017578046],"domain_scores_gemma":[0.9994117,0.00002716984,0.000050519222,0.00010996335,0.0002915409,0.00010907985],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033580916,0.00014478114,0.00021301472,0.000103792576,0.000036382724,0.000091433474,0.000049784267,0.00022761073,0.0000048131415],"category_scores_gemma":[0.00002490353,0.00014629842,0.000016584354,0.00019291892,0.000044802367,0.0006536538,0.000031349093,0.0002088958,7.3959563e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067443216,0.000054939992,0.0009464368,0.0013359428,0.000085969376,0.000012665936,0.0036952824,0.89802253,0.013071304,0.024845859,0.007132493,0.05072912],"study_design_scores_gemma":[0.001520804,0.0001647231,0.0019144401,0.0014679888,0.000082550185,0.000043307864,0.01177834,0.971703,0.004450063,0.0044923658,0.0016816055,0.0007007935],"about_ca_topic_score_codex":0.00017111356,"about_ca_topic_score_gemma":0.00003380457,"teacher_disagreement_score":0.383157,"about_ca_system_score_codex":0.00006150987,"about_ca_system_score_gemma":0.00004937139,"threshold_uncertainty_score":0.59658766},"labels":[],"label_agreement":null},{"id":"W2320639829","doi":"10.2118/0515-0050-jpt","title":"Going Underbalanced in Unconventional Reservoirs","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Underbalanced drilling; Drilling; Petroleum engineering; Directional drilling; Geology; Lost circulation; Drill; Oil shale; Mining engineering; Completion (oil and gas wells); Engineering; Drilling fluid; Paleontology; Mechanical engineering","score_opus":0.01208701914820361,"score_gpt":0.21349164935579942,"score_spread":0.2014046302075958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2320639829","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9573758,0.0018859414,0.0364142,0.00056155893,0.0009971976,0.000021726333,8.742225e-7,0.00020280173,0.002539855],"genre_scores_gemma":[0.9970034,0.00007016078,0.0027166728,0.000006682593,0.0000981553,0.0000014570696,4.6056138e-7,0.000018624525,0.00008439017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992372,0.000008371527,0.00034072567,0.000059664388,0.00015232278,0.00020173944],"domain_scores_gemma":[0.9996885,0.000022423672,0.000062253224,0.000105836625,0.000057108697,0.00006384243],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032078667,0.00008907965,0.00021091063,0.00066113676,0.000008875762,0.000009886611,0.00019966239,0.00012759489,0.000006136516],"category_scores_gemma":[0.00009173347,0.000087605265,0.000049185805,0.0003223264,0.000026021551,0.00010576427,0.000021432099,0.0004368054,0.00001610161],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011809905,0.00001652245,0.008323255,0.00002192136,0.000030272276,0.00009243254,0.000032585514,0.9853867,0.0025186236,0.0015732393,0.00087274,0.0011198632],"study_design_scores_gemma":[0.0061260853,0.00061378215,0.0033798993,0.0006981609,0.000039733408,0.0013496857,0.0010350482,0.8616804,0.011338379,0.032324776,0.08073261,0.00068147824],"about_ca_topic_score_codex":0.0000011700777,"about_ca_topic_score_gemma":0.000008525955,"teacher_disagreement_score":0.12370637,"about_ca_system_score_codex":0.00018414875,"about_ca_system_score_gemma":0.00003780768,"threshold_uncertainty_score":0.3572439},"labels":[],"label_agreement":null},{"id":"W2320874420","doi":"10.1061/40860(192)24","title":"Fluid Distribution in Porous Media under Microgravity","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Porous medium; Saturation (graph theory); Materials science; Hexadecane; Wetting; Porosity; Particle (ecology); Porous glass; Chromatography; Mineralogy; Chemical engineering; Composite material; Chemistry; Geology","score_opus":0.0038057655380563295,"score_gpt":0.16609422421558692,"score_spread":0.16228845867753058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2320874420","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80214494,0.0004951094,0.19084479,0.00003343697,0.00037811018,0.000051439285,0.000014807497,0.00066760875,0.005369766],"genre_scores_gemma":[0.99929625,0.00002131075,0.00039085367,0.000006043525,0.00008057149,0.000003186013,0.000108570894,0.0000147275005,0.000078459736],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99956083,0.0000032109426,0.00011920432,0.000076315584,0.000057529774,0.00018292619],"domain_scores_gemma":[0.99986094,0.000019648427,0.0000039123643,0.000083964565,0.000006730803,0.000024800009],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005861995,0.00008150551,0.00007843348,0.00003431332,0.000010529273,0.000014949794,0.000042899985,0.0000528468,0.000020105243],"category_scores_gemma":[0.0000035418918,0.00008281994,0.000020823916,0.00013261146,0.000007926002,0.000042954787,0.0000062098925,0.000075948294,0.00003581064],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.916689e-7,0.000017690707,0.00132969,0.000018798602,0.0000042452643,0.000007283766,0.000022043057,0.98024875,0.011079944,0.002554686,0.002749969,0.0019658918],"study_design_scores_gemma":[0.0011776563,0.000018819565,0.15927504,0.00008262068,0.000018717994,0.00003951097,0.00007630251,0.70720184,0.101543054,0.0049716188,0.024581881,0.0010129409],"about_ca_topic_score_codex":0.00021740346,"about_ca_topic_score_gemma":0.00014999039,"teacher_disagreement_score":0.2730469,"about_ca_system_score_codex":0.00006604174,"about_ca_system_score_gemma":0.0000027194,"threshold_uncertainty_score":0.33772993},"labels":[],"label_agreement":null},{"id":"W2321073780","doi":"10.2118/177502-ms","title":"Drill Pipe Grades Improvements and Industry Standards Evolutions to Address Increasing H2S Challenges: a Decade in Review","year":2015,"lang":"en","type":"article","venue":"Abu Dhabi International Petroleum Exhibition and Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drill pipe; Sour gas; Drill; Engineering; Drilling; Forensic engineering; Material selection; Petroleum engineering; Mechanical engineering; Waste management; Materials science; Natural gas; Composite material","score_opus":0.02864059803499922,"score_gpt":0.2719068011963391,"score_spread":0.24326620316133987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2321073780","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93562806,0.021356821,0.013903522,0.0029209487,0.0007659007,0.00037062046,0.00017385256,0.00034438557,0.024535896],"genre_scores_gemma":[0.9901809,0.009094522,0.00026389692,0.00020401149,0.00008237299,0.000056043737,0.00002247302,0.000018130568,0.00007763058],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989658,0.000029757692,0.00026333018,0.00022831219,0.00031373996,0.00019908052],"domain_scores_gemma":[0.9994626,0.000038064136,0.00003155405,0.00010644314,0.00015510111,0.00020621244],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040185425,0.00016599131,0.00018992307,0.00018604285,0.000032343956,0.00006652982,0.00010846922,0.00010466716,0.000032278098],"category_scores_gemma":[0.00015907636,0.00017865546,0.000022769285,0.00009417724,0.000031397805,0.00023242242,0.000055446704,0.00029128406,0.0000057112798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009435477,0.0013744562,0.080190346,0.013479317,0.0016137294,0.00037753384,0.021889774,0.19143796,0.05374877,0.15711345,0.044876114,0.432955],"study_design_scores_gemma":[0.011420197,0.00092938804,0.16307372,0.045799732,0.00021932139,0.0005237913,0.0065250504,0.56225044,0.004656018,0.011768819,0.18843605,0.004397491],"about_ca_topic_score_codex":0.000073553005,"about_ca_topic_score_gemma":0.000086845954,"teacher_disagreement_score":0.42855752,"about_ca_system_score_codex":0.00017354009,"about_ca_system_score_gemma":0.000044767978,"threshold_uncertainty_score":0.72853583},"labels":[],"label_agreement":null},{"id":"W2322373010","doi":"10.2118/178804-ms","title":"Nonaqueous, Salt-Free Drilling Fluid Delivers Excellent Drilling Performance with a Smaller Environmental Footprint","year":2016,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Tulsa","keywords":"Drilling fluid; Drill cuttings; Drilling; Cutting; Salt (chemistry); Petroleum engineering; Emulsion; Environmental science; Waste management; Geology; Chemistry; Materials science; Chemical engineering; Engineering; Botany; Metallurgy","score_opus":0.007649817756208625,"score_gpt":0.1546297085384356,"score_spread":0.14697989078222698,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2322373010","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8082594,0.000550356,0.1887052,0.00011369606,0.00035240361,0.00023643537,0.00002387491,0.0005164143,0.0012422],"genre_scores_gemma":[0.98836017,0.008005897,0.00295212,0.000030022029,0.0002861928,0.000036945894,0.0000330141,0.00010591647,0.0001897405],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99784714,0.000023828017,0.00045326736,0.00058115274,0.00038493495,0.00070965954],"domain_scores_gemma":[0.99900573,0.000091641996,0.000080252874,0.0005145312,0.000053883872,0.00025398118],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002221531,0.00050870236,0.00039306664,0.00020271704,0.0002520024,0.00012208305,0.00025963818,0.00019650161,0.00008980906],"category_scores_gemma":[0.0000153798,0.00040684282,0.000091828566,0.00012629342,0.00013975901,0.0003358317,0.000093892966,0.00027301526,0.000079251],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020817427,0.000104731545,0.004876687,0.0005786534,0.0003068073,0.00008283757,0.0026071935,0.47835794,0.36692184,0.0010209552,0.00016121414,0.14477295],"study_design_scores_gemma":[0.0038927775,0.00058657624,0.0022726464,0.0036086496,0.00017934098,0.0001910411,0.00073566457,0.76827025,0.2057566,0.0007572555,0.011219635,0.0025295252],"about_ca_topic_score_codex":0.00002337573,"about_ca_topic_score_gemma":0.0000242622,"teacher_disagreement_score":0.28991234,"about_ca_system_score_codex":0.0001867068,"about_ca_system_score_gemma":0.000029276202,"threshold_uncertainty_score":0.99983835},"labels":[],"label_agreement":null},{"id":"W23236489","doi":"10.1371/journal.pone.0051371","title":"Prediction of Directional Changes in Well Drilling Based on Formation Rock Strength","year":2008,"lang":"en","type":"article","venue":"The 42nd U.S. Rock Mechanics Symposium (USRMS)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Drilling; Mining engineering; Petroleum engineering; Geotechnical engineering; Mineralogy; Materials science; Metallurgy","score_opus":0.011723365463773179,"score_gpt":0.17385123760246254,"score_spread":0.16212787213868937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W23236489","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08675636,0.00033302692,0.9033806,0.00028598917,0.0023270403,0.0005809887,0.00010053854,0.0009179566,0.0053175394],"genre_scores_gemma":[0.99864,0.0006790885,0.00016479155,0.00003500514,0.00022099333,0.00004175208,0.00006120567,0.00005866005,0.00009848851],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987077,0.000036699283,0.00036267715,0.00019851995,0.00036640093,0.00032800727],"domain_scores_gemma":[0.9993826,0.00011870364,0.000078038545,0.00030321992,0.000052017127,0.000065388616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002622012,0.00025115942,0.0002478492,0.0002962884,0.00014955249,0.000015277916,0.0001966122,0.00014517177,0.000028307213],"category_scores_gemma":[0.000018330331,0.00022197122,0.000083082596,0.00038300926,0.0000038002947,0.00015182275,0.00002675153,0.0003023108,0.00003128887],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021045138,0.000041411597,0.00003535996,0.00009803281,0.000017280494,0.0000019146576,0.00038247352,0.9735095,0.025392722,0.00016338368,0.0001921272,0.00014477695],"study_design_scores_gemma":[0.00040543944,0.000093954484,0.000034992412,0.0001527233,0.000018711506,0.000013197015,0.000040652623,0.87730837,0.12039916,0.00010654106,0.0012573963,0.00016889178],"about_ca_topic_score_codex":0.000016112042,"about_ca_topic_score_gemma":0.000020829784,"teacher_disagreement_score":0.91188365,"about_ca_system_score_codex":0.0001539342,"about_ca_system_score_gemma":0.000019397155,"threshold_uncertainty_score":0.90517235},"labels":[],"label_agreement":null},{"id":"W2323832129","doi":"10.1061/40860(192)26","title":"Biological Clogging in Compacted Mixtures of Ottawa Sand and Kaolinite","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Clogging; Permeability (electromagnetism); Effluent; Kaolinite; Soil water; Environmental science; Porosity; Hydraulic conductivity; Pulp and paper industry; Porous medium; Environmental engineering; Soil science; Geotechnical engineering; Chemistry; Geology; Mineralogy; Engineering","score_opus":0.006869982084398035,"score_gpt":0.18722160190549175,"score_spread":0.1803516198210937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2323832129","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9743599,0.00086196495,0.008745296,0.000008897316,0.00006808581,0.000036967784,0.0000023524722,0.00018875362,0.015727738],"genre_scores_gemma":[0.9985821,0.000047403602,0.0012954053,0.000005838835,0.00003449253,0.0000010443398,0.000004886045,0.000008343544,0.000020444557],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996075,0.0000059183853,0.00015796677,0.00006762504,0.000033134744,0.00012783796],"domain_scores_gemma":[0.99985296,0.00005905306,0.000008397173,0.000052669682,0.00000578181,0.00002115691],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006798116,0.00007567842,0.0001346428,0.000081340564,0.0000074097857,0.0000071630457,0.00003227222,0.000055149336,0.000012907798],"category_scores_gemma":[0.0000082454135,0.000062401064,0.000015916157,0.0000929057,0.000019072131,0.00002437686,0.0000072460175,0.0000763202,0.00000136755],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000041671738,0.000023829663,0.08540568,0.000092866874,0.000014891693,0.000008689103,0.000070279704,0.83906114,0.07017162,0.002796341,0.00063982885,0.0017106873],"study_design_scores_gemma":[0.0008094542,0.000035817277,0.25371927,0.00010065263,0.0000064587043,0.000011847127,0.000025547293,0.6737107,0.06760558,0.0008927831,0.0027326446,0.0003492674],"about_ca_topic_score_codex":0.00009284793,"about_ca_topic_score_gemma":0.0000199052,"teacher_disagreement_score":0.16831358,"about_ca_system_score_codex":0.0000066613256,"about_ca_system_score_gemma":0.0000012759334,"threshold_uncertainty_score":0.25446415},"labels":[],"label_agreement":null},{"id":"W2324921315","doi":"10.1115/ipc2012-90742","title":"The Impact of Risk in Horizontal Directional Drilling","year":2012,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Schedule; Risk analysis (engineering); Risk management; Risk assessment; Limiting; Factor analysis of information risk; Risk management plan; Order (exchange); Business; IT risk management; Operations management; Computer science; Engineering; Risk management information systems; Information system; Finance; Computer security; Management information systems","score_opus":0.004366633604800717,"score_gpt":0.2061633203648305,"score_spread":0.2017966867600298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2324921315","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97179836,0.0010380788,0.015790602,0.0000011702374,0.0004693973,0.00002980624,0.0000034171824,0.00012583013,0.010743342],"genre_scores_gemma":[0.99929154,0.00019226194,0.00034276437,1.9744779e-7,0.00013386337,0.0000023999662,9.615816e-7,0.000012988974,0.000023017621],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995969,0.000006377878,0.0001131143,0.000032472926,0.0000574002,0.00019373996],"domain_scores_gemma":[0.9997539,0.000119527554,0.000009651707,0.00007270677,0.0000066670427,0.000037528753],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018540722,0.00006474345,0.00006961707,0.000040470935,0.000025615178,0.0000070911315,0.000044312907,0.000027038232,0.000017407729],"category_scores_gemma":[0.000024334564,0.000042029696,0.000058852285,0.00010618051,0.000008804111,0.000071956405,0.000006246235,0.000103351405,0.000009607957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024459823,0.000009127737,0.061354835,0.000003976582,0.000028685838,1.1712184e-7,0.00018491664,0.9307183,0.0012564665,0.0002509077,0.00013399906,0.006056213],"study_design_scores_gemma":[0.0002227382,0.000020121388,0.25502598,0.000023335118,0.000006957871,0.00000593061,0.0000935322,0.7335437,0.009762384,0.00014192914,0.00096225337,0.00019115911],"about_ca_topic_score_codex":0.00021794219,"about_ca_topic_score_gemma":0.00002375079,"teacher_disagreement_score":0.19717464,"about_ca_system_score_codex":0.00005067144,"about_ca_system_score_gemma":0.0000034762757,"threshold_uncertainty_score":0.17139213},"labels":[],"label_agreement":null},{"id":"W2325062150","doi":"10.2514/6.2012-516","title":"Evolution of a Mini Coring Tool for Sample Acquisition","year":2012,"lang":"en","type":"article","venue":"50th AIAA Aerospace Sciences Meeting including the New Horizons Forum and Aerospace Exposition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coring; Sample (material); Computer science; Engineering; Chromatography; Mechanical engineering; Chemistry","score_opus":0.01576329003225702,"score_gpt":0.24368586279885426,"score_spread":0.22792257276659725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2325062150","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.632194,0.0021021154,0.36273733,0.0005640238,0.0013104649,0.00041210046,0.000024446672,0.00032198313,0.00033355755],"genre_scores_gemma":[0.97282404,0.0001399948,0.026297122,0.000022001737,0.0005622766,0.000044837336,0.000010505534,0.000040944626,0.00005826367],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998188,0.00004102182,0.0003432396,0.00028587802,0.00034005527,0.00080176716],"domain_scores_gemma":[0.99889714,0.0005133942,0.00015110052,0.00022341897,0.00005821149,0.0001567615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011660539,0.0002811344,0.00028322227,0.00014762674,0.00088530086,0.00012508155,0.00024681134,0.000119911696,0.0000039824436],"category_scores_gemma":[0.00021560515,0.00023977067,0.00011632552,0.00057065167,0.00018008317,0.0006784554,0.00010444892,0.00016064315,0.00000356797],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008261475,0.0000828528,0.044810094,0.00045975673,0.00010100527,3.637484e-7,0.0045998096,0.3943932,0.5169645,0.025298858,0.006599107,0.0066078515],"study_design_scores_gemma":[0.002895688,0.0016631993,0.0076622507,0.002680382,0.0003887719,0.00007783492,0.013236585,0.56673205,0.38937375,0.006254899,0.006651852,0.0023827502],"about_ca_topic_score_codex":0.00014250223,"about_ca_topic_score_gemma":0.000023073215,"teacher_disagreement_score":0.34063005,"about_ca_system_score_codex":0.00017084356,"about_ca_system_score_gemma":0.00003705908,"threshold_uncertainty_score":0.9777564},"labels":[],"label_agreement":null},{"id":"W2326207983","doi":"10.3166/rcma.24.319-339","title":"Prédiction du comportement mécanique et étude de l’endommagement d’un composite tressé 3D par une analyse multiéchelle. Application à la conception de réservoirs pour véhicules GNV","year":2014,"lang":"fr","type":"article","venue":"Revue des composites et des matériaux avancés","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Diction; Humanities; Physics; Philosophy","score_opus":0.01683047109779046,"score_gpt":0.24725413978673896,"score_spread":0.2304236686889485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2326207983","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17066753,0.0020464114,0.8224772,0.0011348221,0.0003397631,0.0006443608,0.000052366864,0.0006519439,0.001985597],"genre_scores_gemma":[0.70942664,0.0040303376,0.2851899,0.00012401097,0.00044191084,0.00019332908,0.0003123349,0.00015775464,0.00012379087],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9963923,0.00073107,0.0009857462,0.0006714323,0.00030742554,0.0009119962],"domain_scores_gemma":[0.997782,0.00062208786,0.00034184652,0.00064159196,0.00021084594,0.00040166476],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015863581,0.0007462237,0.000791917,0.00028227764,0.00040568472,0.00031371514,0.00041204202,0.00035142573,0.000053516622],"category_scores_gemma":[0.00007075562,0.0008416717,0.00031634493,0.00045097325,0.00029633017,0.00041576062,0.00013937133,0.00066877133,0.00013274903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057236328,0.00041383333,0.01706268,0.0019782404,0.00047114046,0.000045066452,0.0028763667,0.87445766,0.077450156,0.005665053,0.00024327468,0.019279277],"study_design_scores_gemma":[0.0016478562,0.00013459307,0.028483583,0.0016424386,0.00050741615,0.0002509588,0.00020175718,0.934505,0.018945113,0.0010956845,0.011784653,0.00080093375],"about_ca_topic_score_codex":0.0016830432,"about_ca_topic_score_gemma":0.0006586436,"teacher_disagreement_score":0.5387591,"about_ca_system_score_codex":0.00096169766,"about_ca_system_score_gemma":0.000052155337,"threshold_uncertainty_score":0.9994034},"labels":[],"label_agreement":null},{"id":"W2326662934","doi":"10.2118/0411-0090-jpt","title":"Managed-Pressure Drilling To Counteract Lost-Circulation and High-Pressure-Gas Zones: South Wapiti Red Rock Field","year":2011,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Lost circulation; Drilling; Geology; Natural gas field; Petroleum; Structural basin; Well control; Drilling fluid; Permeability (electromagnetism); Mining engineering; Petroleum engineering; Geochemistry; Natural gas; Paleontology; Engineering","score_opus":0.006588611924821851,"score_gpt":0.1843413569897392,"score_spread":0.17775274506491734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2326662934","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6626127,0.002740362,0.3313165,0.0005284661,0.0012547785,0.000102630016,0.000007387093,0.00038999048,0.0010472033],"genre_scores_gemma":[0.99587786,0.00016272475,0.003573469,0.00004046729,0.00018866462,0.000002956444,7.561693e-7,0.00004544262,0.000107660715],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988997,0.000012841294,0.0004399433,0.00016435406,0.00018047504,0.00030268202],"domain_scores_gemma":[0.9993726,0.00004271742,0.00012900855,0.0002580204,0.00009454268,0.0001030911],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018608829,0.00020547534,0.00037085207,0.00069215865,0.00005004829,0.00003769948,0.00027644003,0.00027467945,0.00005816614],"category_scores_gemma":[0.000097913005,0.00020082478,0.0000701078,0.00021224,0.000014532679,0.00022248106,0.000054861797,0.00057127,0.000021363803],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000073865805,0.000032383392,0.0046132253,0.00022362324,0.0005079174,0.00012463177,0.00093751383,0.9716845,0.013131288,0.00106197,0.0008487661,0.0067603043],"study_design_scores_gemma":[0.002608,0.0011642288,0.008499836,0.0010878671,0.00084426557,0.0009169237,0.0013530259,0.87190163,0.054009307,0.005357889,0.050864853,0.0013921682],"about_ca_topic_score_codex":0.000009974398,"about_ca_topic_score_gemma":0.0000033794777,"teacher_disagreement_score":0.33326516,"about_ca_system_score_codex":0.000027574079,"about_ca_system_score_gemma":0.000008538313,"threshold_uncertainty_score":0.8189397},"labels":[],"label_agreement":null},{"id":"W2326971961","doi":"10.2118/178441-ms","title":"Sand Control Screen Cyclic Thermal Testing for Life of SAGD Wells","year":2015,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Baker Hughes (Canada)","funders":"Baker Hughes","keywords":"Finite element method; Thermal; Coiled tubing; Structural engineering; Materials science; Petroleum engineering; Engineering","score_opus":0.03757450020885979,"score_gpt":0.22611024574807084,"score_spread":0.18853574553921104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2326971961","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2178112,0.0027545267,0.73470455,0.00036436316,0.0009193599,0.0012539859,0.00008837286,0.0007903232,0.04131331],"genre_scores_gemma":[0.9922125,0.0000345253,0.0070943655,0.00008515152,0.00035224552,0.000022656563,0.0000058027094,0.00006676791,0.00012603124],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987643,0.00006338373,0.0003768258,0.00022236862,0.00017066604,0.0004024907],"domain_scores_gemma":[0.99886066,0.00046809707,0.000063808315,0.00021989697,0.00011465702,0.00027288374],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007554565,0.0002836727,0.00041791296,0.000090924805,0.000058255657,0.000051249182,0.0001943934,0.00019006986,0.000018138586],"category_scores_gemma":[0.000121563324,0.00025389012,0.00008783649,0.00012790778,0.00008224323,0.00015591034,0.000024503244,0.00035119156,0.000025258318],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023426412,0.000039187664,0.00090342836,0.00017164173,0.0001336182,0.0000038165017,0.00044256877,0.7035132,0.29142645,0.00026960904,0.00091453304,0.0019476791],"study_design_scores_gemma":[0.002699214,0.0005306816,0.0009453817,0.00020584515,0.00013560634,0.000013620891,0.00011668519,0.86353683,0.12924987,0.00052321854,0.0014300939,0.0006129383],"about_ca_topic_score_codex":0.00012712603,"about_ca_topic_score_gemma":0.0000016225895,"teacher_disagreement_score":0.77440125,"about_ca_system_score_codex":0.00003139349,"about_ca_system_score_gemma":0.000051960633,"threshold_uncertainty_score":0.99999136},"labels":[],"label_agreement":null},{"id":"W2327317845","doi":"10.2118/174404-ms","title":"Hole Cleaning Performance of Water vs. Polymer-Based Fluids Under Turbulent Flow Conditions","year":2015,"lang":"en","type":"article","venue":"All Days","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Shear stress; Pressure drop; Drilling fluid; Shear rate; Viscosity; Geotechnical engineering; Mechanics; Dimensionless quantity; Shear (geology); Turbulence; Materials science; Settling; Stress (linguistics); Drilling; Geology; Composite material; Thermodynamics; Physics","score_opus":0.01589732117196038,"score_gpt":0.20459796226580132,"score_spread":0.18870064109384094,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2327317845","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97943026,0.0002656641,0.016974347,0.00010289511,0.0004310602,0.00006167455,0.000011398361,0.0003518337,0.0023708902],"genre_scores_gemma":[0.998872,0.000014709748,0.0007046257,0.000088361354,0.00007315999,0.000007890374,0.00007610464,0.000039532817,0.00012366234],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993376,0.0000065970085,0.00016632471,0.00010073517,0.0001359982,0.00025274415],"domain_scores_gemma":[0.9996541,0.00001536502,0.000009579396,0.00019338625,0.000027882732,0.000099694254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000100254496,0.00012512553,0.00013537778,0.00007368446,0.00002572486,0.000014605972,0.000101972124,0.000056148023,0.000047776553],"category_scores_gemma":[0.000003203885,0.00010983806,0.0000441654,0.000062414336,0.00002186783,0.000093981704,0.000014527134,0.000107762135,0.00011175482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000044166127,0.000011630919,0.00008200619,0.00004727827,0.000029723338,0.0000021482322,0.00023080732,0.97853947,0.019477505,0.000070236565,0.0013481998,0.00015660409],"study_design_scores_gemma":[0.00028546283,0.000044660417,0.00010423433,0.00004145504,0.00001612775,0.0000024862977,0.000022269942,0.74535674,0.25155288,0.000014221702,0.002425925,0.0001335253],"about_ca_topic_score_codex":0.000011807648,"about_ca_topic_score_gemma":0.0000010946302,"teacher_disagreement_score":0.2331827,"about_ca_system_score_codex":0.000040147148,"about_ca_system_score_gemma":0.000011803129,"threshold_uncertainty_score":0.4479066},"labels":[],"label_agreement":null},{"id":"W2328231787","doi":"10.1190/segam2014-0130.1","title":"A feasibility study of borehole sourcing into various surface and borehole receivers","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Borehole; Geology; Environmental science; Remote sensing; Mining engineering; Petroleum engineering; Geotechnical engineering","score_opus":0.008915123308017534,"score_gpt":0.20812063438625844,"score_spread":0.19920551107824092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2328231787","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9649772,0.0000958589,0.030171562,0.000008340659,0.00012685056,0.00015424866,8.4412596e-7,0.00031090138,0.0041542104],"genre_scores_gemma":[0.9970963,0.000011859176,0.0027659417,0.0000054111106,0.000023958937,0.0000019337488,0.0000010634068,0.000026400965,0.000067129724],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993118,0.000022833685,0.0001960041,0.00018137472,0.00011624085,0.00017176573],"domain_scores_gemma":[0.9995512,0.00006666205,0.000018578346,0.00026205528,0.000023614539,0.00007792123],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029985176,0.00013448809,0.00021204249,0.00004684513,0.00004170396,0.000020231317,0.00008783476,0.00004845599,0.000010134433],"category_scores_gemma":[0.00003458347,0.00013101636,0.000025443234,0.000132022,0.000020548647,0.00007140725,0.00003397602,0.00012083273,0.000004132519],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000056921067,0.00007667296,0.03003465,0.000112148,0.00003702969,0.0000011380909,0.0030724942,0.9605991,0.0034486835,0.000055615004,0.00013191189,0.0024248613],"study_design_scores_gemma":[0.0013701345,0.00026799546,0.038147446,0.000048420807,0.000040418196,0.00000324943,0.0016448973,0.95122194,0.0055094077,0.00025737035,0.0010923381,0.00039636725],"about_ca_topic_score_codex":0.0004791081,"about_ca_topic_score_gemma":0.00014667382,"teacher_disagreement_score":0.032119118,"about_ca_system_score_codex":0.000040439947,"about_ca_system_score_gemma":0.000004174774,"threshold_uncertainty_score":0.5342692},"labels":[],"label_agreement":null},{"id":"W2328241051","doi":"10.2118/174492-ms","title":"Eliminating the Silver Bullet from SAGD Casing Cementing","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Cenovus Energy (Canada)","funders":"","keywords":"Casing; Engineering; Petroleum engineering; Steam injection; Drilling; Drill; Oil field; Mechanical engineering","score_opus":0.02416576746644803,"score_gpt":0.20283652181623832,"score_spread":0.1786707543497903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2328241051","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6152655,0.005022227,0.14750871,0.005237702,0.0061187553,0.00046392626,0.00018369625,0.0039359424,0.21626353],"genre_scores_gemma":[0.99699277,0.000041462503,0.0023629616,0.00016414936,0.00020207495,0.000012468825,0.0000132113555,0.000040999497,0.00016989747],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985806,0.000022538297,0.00030341127,0.00023150055,0.00040818012,0.0004538178],"domain_scores_gemma":[0.9991127,0.00018168622,0.00003625914,0.00037083414,0.00008505631,0.00021345851],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002651502,0.00021656603,0.00021628787,0.000031027936,0.00010891755,0.00009320403,0.00036051718,0.00008889347,0.00006014168],"category_scores_gemma":[0.0002232224,0.00018578596,0.000038282866,0.00017443295,0.00004541158,0.000065961,0.00007981041,0.00046465357,0.000012604387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029408022,0.00004421313,0.0012846367,0.00032831094,0.00025584002,0.00036563014,0.0009345085,0.6469253,0.03345766,0.0059685726,0.081452616,0.22895332],"study_design_scores_gemma":[0.0007332163,0.00005057832,0.0010274195,0.0006356042,0.00009735551,0.000036508198,0.0008880113,0.7562402,0.020447541,0.001080233,0.21747367,0.001289658],"about_ca_topic_score_codex":0.16096717,"about_ca_topic_score_gemma":0.2273929,"teacher_disagreement_score":0.38172725,"about_ca_system_score_codex":0.0003220172,"about_ca_system_score_gemma":0.00030694742,"threshold_uncertainty_score":0.84462005},"labels":[],"label_agreement":null},{"id":"W2328903971","doi":"10.2118/170831-ms","title":"Going Long – Overcoming Challenges in Completing 3600m Laterals","year":2014,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Completion (oil and gas wells); Well stimulation; Petroleum engineering; Engineering; Workover; Geology; Reservoir engineering; Petroleum","score_opus":0.028057093685001554,"score_gpt":0.23270002163874012,"score_spread":0.20464292795373856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2328903971","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88743365,0.0011617927,0.080123715,0.00046649095,0.00021581167,0.00020412945,0.000010354794,0.0011202996,0.029263752],"genre_scores_gemma":[0.9981275,0.0009276565,0.00076526066,0.000026093645,0.00009964541,0.0000082379,0.000009557741,0.000020860383,0.000015196046],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991819,0.000021891874,0.00022515934,0.0002013449,0.000097198565,0.0002724927],"domain_scores_gemma":[0.9996892,0.000082388986,0.000018783168,0.00012110309,0.000023999124,0.00006449466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030247477,0.0001473338,0.00020670066,0.00010131326,0.000039946794,0.00004567267,0.00007092383,0.00011432156,0.000014635527],"category_scores_gemma":[0.00004425852,0.00015412491,0.00002929897,0.000081966195,0.000028604252,0.00020793702,0.0000373983,0.00024447407,0.000019148514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006477654,0.00015207742,0.009374919,0.0022994948,0.000060911305,0.00009486091,0.0031844405,0.11476039,0.12879305,0.13339578,0.0010081264,0.60681117],"study_design_scores_gemma":[0.0018574906,0.00033870924,0.07242985,0.0038299095,0.000037037542,0.00011894901,0.0005999943,0.8679426,0.014199445,0.01959987,0.017105378,0.0019407984],"about_ca_topic_score_codex":0.00001119278,"about_ca_topic_score_gemma":0.00006108979,"teacher_disagreement_score":0.7531822,"about_ca_system_score_codex":0.000027313909,"about_ca_system_score_gemma":0.000003388467,"threshold_uncertainty_score":0.62850314},"labels":[],"label_agreement":null},{"id":"W2329736783","doi":"10.2118/174462-ms","title":"Geo-Mechanics of a Sugar-Cube Box: Cyclic Injection and Production in a Fractured Carbonate at the Saleski Pilot","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary; Laricina Energy (Canada)","funders":"","keywords":"Carbonate; Geology; Overburden; Compressibility; Permeability (electromagnetism); Steam injection; Modulus; Geotechnical engineering; Fracture (geology); Petroleum engineering; Materials science; Mechanics; Composite material","score_opus":0.0171267370482181,"score_gpt":0.2033630611889816,"score_spread":0.1862363241407635,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2329736783","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98235357,0.0027182847,0.0066368077,0.0016287548,0.0014860929,0.00035000514,0.000029954448,0.0004840408,0.004312501],"genre_scores_gemma":[0.99933946,0.00020387446,0.00022055442,0.000028236613,0.00004853668,0.00001991495,0.00000652461,0.000023293695,0.00010960451],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990409,0.00002257636,0.00024976546,0.00020899902,0.00023698673,0.00024079715],"domain_scores_gemma":[0.9994824,0.000043779044,0.000036286212,0.00026387305,0.00006337301,0.0001102786],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002509129,0.00015409212,0.0002061539,0.000061757346,0.000032068634,0.000013856767,0.00012332316,0.0000843743,0.0000049191453],"category_scores_gemma":[0.00016242803,0.00013153846,0.000016680491,0.00023437908,0.0000383948,0.000050602663,0.00004737558,0.00033251557,7.860622e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022223135,0.00007300098,0.0010997509,0.00064922584,0.00006666007,0.000045073873,0.0005971266,0.86860675,0.07761616,0.0024262564,0.005155581,0.043442156],"study_design_scores_gemma":[0.0028055508,0.0009694108,0.012463128,0.0013605154,0.00013756307,0.0004362077,0.00053989777,0.7941166,0.12481847,0.0087563135,0.051215958,0.0023803567],"about_ca_topic_score_codex":0.08128662,"about_ca_topic_score_gemma":0.570521,"teacher_disagreement_score":0.48923442,"about_ca_system_score_codex":0.00036007294,"about_ca_system_score_gemma":0.0002053779,"threshold_uncertainty_score":0.92483115},"labels":[],"label_agreement":null},{"id":"W2330113349","doi":"10.3968/7977","title":"The Impact of Casing Damage Critical Condition on Marker Bed With Differential Internal and External Pressure in Daqing Oilfield","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Slippage; Internal pressure; Geotechnical engineering; Geology; Petroleum engineering; Materials science; Engineering; Structural engineering; Composite material","score_opus":0.006847332230045826,"score_gpt":0.24933352240558349,"score_spread":0.24248619017553766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2330113349","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64263296,0.0005780211,0.3563534,0.000030848118,0.00011463265,0.00004180741,0.0000019436789,0.000022172906,0.0002242283],"genre_scores_gemma":[0.99842143,0.0007099707,0.0008078213,0.0000025344243,0.000017765758,0.000015424075,0.0000014968771,0.0000087732815,0.000014758567],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999492,0.000015438924,0.00017496315,0.00009960187,0.00009242148,0.00012557612],"domain_scores_gemma":[0.99974424,0.0001423559,0.000019884568,0.000050675702,0.000012039714,0.00003078563],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008856766,0.000094817915,0.00009871634,0.00007546986,0.0000334119,0.00002911816,0.00003293529,0.00002518611,0.000005960323],"category_scores_gemma":[0.000024801346,0.000054980963,0.000008316959,0.00003237785,0.00003467587,0.000330515,0.000012537828,0.00007854029,4.1132085e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046147098,0.000049406935,0.04326518,0.00018600671,0.000059647908,0.000021844367,0.0020023275,0.77811074,0.014879075,0.0012372085,0.000011573494,0.1597155],"study_design_scores_gemma":[0.004001748,0.00040848873,0.13558498,0.003759624,0.000015152175,0.000028759654,0.0007125231,0.8002383,0.052034196,0.0014475633,0.0010844351,0.0006842153],"about_ca_topic_score_codex":0.0000049058763,"about_ca_topic_score_gemma":0.000047705882,"teacher_disagreement_score":0.35578853,"about_ca_system_score_codex":0.00004292704,"about_ca_system_score_gemma":0.0000109723305,"threshold_uncertainty_score":0.22420585},"labels":[],"label_agreement":null},{"id":"W2330517566","doi":"10.2118/174479-ms","title":"Thinking Beyond the Conventional - A Case Story of Using a Surface Read out Wireline Device while Ranging to Reduce Risk of Failure During Drilling of a Sagd Well in Hot Zone","year":2015,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ranging; Drill; Wellbore; Electronics; Wireline; Drilling; Process (computing); Computer science; Petroleum engineering; Engineering; Mechanical engineering; Electrical engineering; Wireless; Telecommunications","score_opus":0.02398721350027734,"score_gpt":0.23140531443122142,"score_spread":0.2074181009309441,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2330517566","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97636735,0.0008261289,0.02159652,0.00014981198,0.00025336264,0.00016160277,0.000072677176,0.000083192484,0.0004893474],"genre_scores_gemma":[0.98993313,0.000044389453,0.009874165,0.000013889347,0.000043431566,0.000005431078,0.000005493,0.000041146523,0.00003894986],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99804175,0.000096917014,0.00068943336,0.0002634998,0.00052740454,0.00038096771],"domain_scores_gemma":[0.99871063,0.00027018087,0.00017915772,0.00039871573,0.00026357436,0.00017771307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011706059,0.00024321784,0.0005224624,0.00014373813,0.00007773701,0.000014995043,0.00034300756,0.00012374639,0.000017298637],"category_scores_gemma":[0.00026936136,0.00023477199,0.00007694291,0.0004703444,0.00008588878,0.00008873481,0.000099479425,0.0006419504,6.322319e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008832733,0.00002077196,0.00033631356,0.00043383922,0.000046908208,0.000102835234,0.00071017165,0.951685,0.04570905,0.00018844135,0.00013773565,0.0005405971],"study_design_scores_gemma":[0.0024625247,0.00012363623,0.00048327996,0.0043590977,0.0002133211,0.000494633,0.0035385757,0.776145,0.20790453,0.00017737958,0.002940466,0.0011575676],"about_ca_topic_score_codex":0.054396152,"about_ca_topic_score_gemma":0.2236418,"teacher_disagreement_score":0.17554003,"about_ca_system_score_codex":0.0003404246,"about_ca_system_score_gemma":0.00057300244,"threshold_uncertainty_score":0.95737237},"labels":[],"label_agreement":null},{"id":"W2332672150","doi":"10.2118/175246-ms","title":"2004–2014: A Decade of Drill Pipe Grades and Industry Standards Evolutions to Address Increasing H2S Challenges","year":2015,"lang":"en","type":"article","venue":"SPE Kuwait Oil and Gas Show and Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drill pipe; Sour gas; Drill; Engineering; Drilling; Forensic engineering; Petroleum engineering; Fossil fuel; Petroleum industry; Mechanical engineering; Waste management; Natural gas; Environmental engineering","score_opus":0.029353746759457313,"score_gpt":0.24135155383798798,"score_spread":0.21199780707853066,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332672150","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9661326,0.020930495,0.0023941388,0.0006596455,0.00017255123,0.000050829352,0.00008401033,0.00014888277,0.00942684],"genre_scores_gemma":[0.992299,0.006852467,0.00059356506,0.000013769083,0.00007715637,0.0000071078434,0.00000276365,0.000018755742,0.00013538753],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999184,0.00002097624,0.00016337293,0.00020811813,0.00017493352,0.00024858824],"domain_scores_gemma":[0.99938196,0.00004711806,0.00002155685,0.00013108371,0.00011090598,0.0003073658],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002511229,0.00018281327,0.00025081096,0.000103417915,0.00005311994,0.00005623983,0.00007238721,0.00015927118,0.000009158492],"category_scores_gemma":[0.000071808696,0.0001746644,0.000017434491,0.000077727105,0.00008451847,0.00011313876,0.000053375705,0.00023289825,0.0000012128015],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022046825,0.00011630037,0.016992811,0.0024389818,0.00035139063,0.00004791534,0.01669576,0.02495167,0.011497442,0.020322457,0.0033988808,0.9029659],"study_design_scores_gemma":[0.014938508,0.003260021,0.14557901,0.013756843,0.0011767546,0.0016379411,0.036037162,0.40265647,0.050599746,0.04455118,0.27571782,0.010088548],"about_ca_topic_score_codex":0.00013715391,"about_ca_topic_score_gemma":0.00009837389,"teacher_disagreement_score":0.8928774,"about_ca_system_score_codex":0.000023857301,"about_ca_system_score_gemma":0.000049657086,"threshold_uncertainty_score":0.7122607},"labels":[],"label_agreement":null},{"id":"W2332911397","doi":"10.5539/jmsr.v5n2p128","title":"The Stress-Strain State of the Drill String at the Section of the Borehole with a Cavern","year":2016,"lang":"en","type":"article","venue":"Journal of Materials Science Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Borehole; Drill string; Drill; Geology; String (physics); Stress (linguistics); Transverse plane; Bending; Structural engineering; Geotechnical engineering; Engineering; Physics; Mechanical engineering","score_opus":0.020664419774352155,"score_gpt":0.27233733148149564,"score_spread":0.25167291170714345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2332911397","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9980935,0.000113325135,0.00037927783,0.00040695484,0.0006784349,0.0001233382,0.00004605274,0.00000615608,0.0001529761],"genre_scores_gemma":[0.9993981,0.00019761927,0.000024280653,0.0000015201721,0.00011810816,0.0000021207213,4.061787e-8,0.000011613009,0.00024660197],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9979264,0.00014462632,0.0003271922,0.00008027385,0.001175406,0.000346104],"domain_scores_gemma":[0.9988248,0.00030487162,0.000157251,0.00035147864,0.00031224897,0.000049380993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0053238967,0.00007679077,0.00012730324,0.00007796976,0.00038071713,0.00009833973,0.0009367339,0.000021472033,0.000012234306],"category_scores_gemma":[0.00029293852,0.000023346125,0.00004799534,0.0005131399,0.0007798163,0.00016635848,0.00017410678,0.00019787229,0.00000128524],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026115544,0.0000048811303,0.00042750142,0.000028930022,0.000013320756,8.127623e-7,0.00028823706,0.072747946,0.92480963,0.000046996247,0.00007286214,0.0015327635],"study_design_scores_gemma":[0.00017438324,0.00006185863,0.014926515,0.00038718854,0.0000045656056,0.000027814862,0.00016707082,0.00067000685,0.98275524,0.00014276033,0.00064097584,0.00004162307],"about_ca_topic_score_codex":0.000035658362,"about_ca_topic_score_gemma":0.000054647913,"teacher_disagreement_score":0.07207794,"about_ca_system_score_codex":0.00015862062,"about_ca_system_score_gemma":0.0001612837,"threshold_uncertainty_score":0.29282066},"labels":[],"label_agreement":null},{"id":"W2333412078","doi":"10.1061/40647(259)23","title":"A Java-Based Graphical User Interface for A 2-D Discrete Element Program","year":2002,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Syncrude","keywords":"Computer science; Graphical user interface; Java; Software portability; Scripting language; Animation; Element (criminal law); Programming language; User interface; Interface (matter); Computer graphics (images); Operating system","score_opus":0.011224438006778931,"score_gpt":0.22879765342413472,"score_spread":0.21757321541735578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2333412078","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0149124535,0.00024875754,0.9779758,0.00021021064,0.00028936405,0.0005539086,0.00000788473,0.0019117111,0.0038899262],"genre_scores_gemma":[0.9747727,0.000014945174,0.02425265,0.000032273347,0.00006132033,0.00023709329,0.000005592561,0.00004615179,0.00057727826],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99932194,0.000003399059,0.00015781903,0.00013524298,0.00008680564,0.0002947789],"domain_scores_gemma":[0.9997069,0.000032606862,0.0000074189275,0.00015554833,0.00001529282,0.00008219755],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006019953,0.00014017956,0.00011925836,0.00006346119,0.000026247446,0.00004040466,0.0000924493,0.000051858748,0.0001389043],"category_scores_gemma":[0.000008855255,0.0001232008,0.00008963966,0.00011591503,0.000012347071,0.000044418528,0.000008588893,0.00009122467,0.000031496165],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008928554,0.00010104372,0.00022223467,0.00026621242,0.00009647225,0.0000026103205,0.0001117287,0.95130956,0.0011214913,0.0011415683,0.015233132,0.030385034],"study_design_scores_gemma":[0.00035925128,0.00008390189,0.000023040227,0.000027365875,0.000010556652,7.16548e-7,0.0000067877017,0.87236035,0.0048832926,0.000021817954,0.122058555,0.00016434125],"about_ca_topic_score_codex":0.0000026082807,"about_ca_topic_score_gemma":0.0000052905657,"teacher_disagreement_score":0.95986027,"about_ca_system_score_codex":0.000023132516,"about_ca_system_score_gemma":0.0000014342821,"threshold_uncertainty_score":0.5023983},"labels":[],"label_agreement":null},{"id":"W2333432212","doi":"10.2118/175890-ms","title":"MPD Allows Operator to Safely and Efficiently Drill Challenging Wells In Kobes (Montney Formation) in British Columbia","year":2015,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada)","funders":"Suncor Energy Incorporated","keywords":"Drilling; Drill; Mud logging; Petroleum engineering; Lost circulation; Geology; Oil shale; Offset (computer science); Mining engineering; Wellbore; Borehole; Directional drilling; Well logging; Drilling fluid; Drill hole; Geotechnical engineering; Engineering; Computer science; Paleontology; Mechanical engineering","score_opus":0.008708105477222517,"score_gpt":0.17892437396198227,"score_spread":0.17021626848475976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2333432212","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98491114,0.0006314847,0.008029068,0.000062671046,0.00027595033,0.00024223453,0.0000044441476,0.0002572279,0.0055857757],"genre_scores_gemma":[0.99803793,0.0001225459,0.0013232975,0.00007899487,0.000041125928,0.000024378845,0.0000049241876,0.000034456432,0.00033235608],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990596,0.000011155517,0.00028701746,0.00017336757,0.00013138635,0.00033743161],"domain_scores_gemma":[0.99963427,0.000024965471,0.000008468453,0.00011819268,0.000025844181,0.00018825044],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025446268,0.00011186347,0.00020521758,0.00012996818,0.000025386227,0.00022125886,0.00009675807,0.00007150764,0.000021983877],"category_scores_gemma":[0.000039698083,0.00017846796,0.000018845813,0.00026554381,0.000007832023,0.0002680158,0.000038944345,0.00013399562,0.00004266625],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014928431,0.000018268995,0.0031194526,0.00006484905,0.0000053131675,0.000033218326,0.0011511053,0.9892148,0.00034402174,0.000031803258,0.0013002757,0.004715395],"study_design_scores_gemma":[0.0009775865,0.00003989836,0.010965683,0.00030781748,0.00000317097,0.0000333111,0.0007984076,0.97611284,0.0005027949,0.000024491106,0.009815884,0.00041809428],"about_ca_topic_score_codex":0.004585269,"about_ca_topic_score_gemma":0.043427646,"teacher_disagreement_score":0.038842376,"about_ca_system_score_codex":0.000118714845,"about_ca_system_score_gemma":0.000008913718,"threshold_uncertainty_score":0.97402734},"labels":[],"label_agreement":null},{"id":"W2333939015","doi":"10.1061/40994(321)33","title":"Horizontal Directional Drilling — Sharing an Inaugural Experience","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Commission; Directional drilling; George (robot); Mains electricity; Quarter (Canadian coin); State (computer science); Drilling; Archaeology; Old town; Engineering; Civil engineering; History; Law; Political science; Computer science; Art history; Electrical engineering","score_opus":0.01803294851133348,"score_gpt":0.20489931385856378,"score_spread":0.1868663653472303,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2333939015","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91936743,0.00011261012,0.06351582,0.000003305315,0.0006188892,0.000036469097,9.552647e-7,0.0013480847,0.014996453],"genre_scores_gemma":[0.99499106,0.000039068083,0.004241453,0.000009186889,0.0002928902,0.000012614655,0.000006288905,0.000035854486,0.00037158423],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992713,0.000002788783,0.00014700911,0.00018156684,0.00013643526,0.00026091066],"domain_scores_gemma":[0.9996923,0.000012765544,0.000007166036,0.00015785189,0.000016126995,0.00011374037],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000042272124,0.00013928696,0.00011253699,0.00007011604,0.00012582184,0.000025842599,0.00013346157,0.000050534964,0.00009557451],"category_scores_gemma":[0.00000667495,0.00014251294,0.00004203917,0.0001340873,0.000024546307,0.00035052717,0.00001975244,0.00013178073,0.000039873146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036837987,0.000019879384,0.007771141,0.000018808729,0.000021375277,0.000034280856,0.0018893277,0.9688771,0.017756253,0.0007131614,0.00020427711,0.0026907057],"study_design_scores_gemma":[0.0001519978,0.000028042317,0.0035554508,0.000017512424,0.000002748575,0.00020414223,0.00015892816,0.96715236,0.025425022,0.000041910156,0.0029120327,0.00034987938],"about_ca_topic_score_codex":0.000037614947,"about_ca_topic_score_gemma":0.000008600119,"teacher_disagreement_score":0.07562365,"about_ca_system_score_codex":0.00005229552,"about_ca_system_score_gemma":0.0000050227463,"threshold_uncertainty_score":0.5811509},"labels":[],"label_agreement":null},{"id":"W2334199077","doi":"10.3968/8237","title":"Improvement of Quantitative Evaluation of Rock Brittleness Based on Stress- Strain Curve","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Brittleness; Geotechnical engineering; Index (typography); Stress (linguistics); Compression (physics); Geology; Structural engineering; Materials science; Engineering; Computer science; Composite material","score_opus":0.025377876677333513,"score_gpt":0.26912412570349015,"score_spread":0.24374624902615663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334199077","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05822073,0.0007463022,0.9401434,0.000029036191,0.00021150701,0.00016965765,0.000033182732,0.000038606966,0.00040754722],"genre_scores_gemma":[0.9966159,0.0004150856,0.0028345853,0.0000042969123,0.000006657232,0.00008771667,0.000019200195,0.000010194591,0.0000063950697],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991866,0.000018512008,0.00030096024,0.000116869734,0.0002790201,0.000098048666],"domain_scores_gemma":[0.99968916,0.00007343791,0.0000581023,0.000078370285,0.00007738806,0.000023510886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034162012,0.000097148055,0.00013514262,0.00014255132,0.000013082057,0.0000042996903,0.00003938439,0.00002588054,0.000011048689],"category_scores_gemma":[0.000039577368,0.00007940668,0.000011866088,0.000078926874,0.000011826939,0.00026115114,0.000006593245,0.0000310025,0.0000018065593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013836418,0.000024503994,0.0005364034,0.00008339441,0.0000064785045,1.3879858e-7,0.00023356911,0.86657315,0.003791738,0.00022497529,0.0000012114762,0.1285106],"study_design_scores_gemma":[0.0011214253,0.00010538582,0.0014045495,0.00045668148,0.000004811582,6.747515e-8,0.00035667344,0.86276054,0.13278948,0.00035097898,0.0005063913,0.00014298553],"about_ca_topic_score_codex":9.771042e-7,"about_ca_topic_score_gemma":0.000024196503,"teacher_disagreement_score":0.93839514,"about_ca_system_score_codex":0.00007883118,"about_ca_system_score_gemma":0.000039664636,"threshold_uncertainty_score":0.32381105},"labels":[],"label_agreement":null},{"id":"W2334682612","doi":"10.1190/segam2013-1160.1","title":"Viscoelasticity of Ells River bitumen sand and 4D monitoring of thermal EOR processes","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Viscoelasticity; Geotechnical engineering; Ell; Asphalt; Thermal; Petroleum engineering; Geology; Environmental science; Materials science; Composite material; Thermodynamics; Mathematics","score_opus":0.0052715890042199795,"score_gpt":0.17626571197663812,"score_spread":0.17099412297241814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2334682612","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9764047,0.00039228462,0.020895308,0.0000025768732,0.000096333024,0.000068736816,0.0000016255711,0.00008711805,0.002051272],"genre_scores_gemma":[0.99646205,0.00008258943,0.0033185242,7.349438e-7,0.00004623113,0.0000045629376,2.9306807e-7,0.00001608144,0.00006894835],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99959004,0.0000025521517,0.00014479147,0.0000684289,0.000073259056,0.0001209122],"domain_scores_gemma":[0.9997762,0.00004977786,0.000017804085,0.000071937124,0.000044205943,0.000040079984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000033985325,0.000088296314,0.00013979437,0.000047026646,0.000012695892,0.000013059962,0.000053098836,0.00003566905,0.0000356743],"category_scores_gemma":[0.000015745578,0.00007426814,0.000015396685,0.00008305258,0.000038837672,0.00012292947,0.000016575796,0.00005022061,0.0000046300343],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036015954,0.000027147582,0.029284872,0.0018127046,0.00009583232,7.3015e-7,0.0010931822,0.6016069,0.36077073,0.000103664795,0.000057559002,0.0051430794],"study_design_scores_gemma":[0.00023393155,0.000034910525,0.01979014,0.00019017598,0.000019238914,0.0000012931794,0.000085560954,0.11479897,0.864558,0.00006197085,0.000057933474,0.00016786995],"about_ca_topic_score_codex":0.00005507987,"about_ca_topic_score_gemma":3.6321242e-7,"teacher_disagreement_score":0.5037873,"about_ca_system_score_codex":0.0000052944547,"about_ca_system_score_gemma":0.000006199172,"threshold_uncertainty_score":0.30285668},"labels":[],"label_agreement":null},{"id":"W2335573494","doi":"10.2118/175992-ms","title":"Montney Unconventional Gas Play: Managing Choke Wear Using Flow Coefficient Diagnostics","year":2015,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Choke; Simulation; Workflow; Engineering; Computer science; Electrical engineering","score_opus":0.02133084960576213,"score_gpt":0.2120605373990525,"score_spread":0.1907296877932904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2335573494","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05316854,0.00090399355,0.93314826,0.00003054336,0.0017465455,0.00009579626,0.0000067112182,0.0007434431,0.010156146],"genre_scores_gemma":[0.92319334,0.0002041416,0.075323336,0.000057998892,0.00046127063,0.00000803945,0.000033621196,0.00011104212,0.00060720346],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991067,0.000009852729,0.00020239169,0.00015393662,0.00020698065,0.0003201629],"domain_scores_gemma":[0.9995182,0.000054887816,0.000014396518,0.0001743883,0.00004073606,0.00019737465],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020051263,0.00017014275,0.00015015485,0.00010921734,0.000044611683,0.000056677123,0.00010852267,0.00006044388,0.000052237312],"category_scores_gemma":[0.000045033903,0.00017666379,0.000057161895,0.00013808244,0.000016780554,0.00009134762,0.000037141468,0.00014324838,0.000116801435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013178604,0.000012516428,0.00025058066,0.000026809425,0.000026731826,0.000012415944,0.00009710925,0.9945831,0.00017380728,0.0003238952,0.0017755865,0.0027161692],"study_design_scores_gemma":[0.00029676512,0.000011051993,0.000055485947,0.00006330796,0.000017262993,0.000014263552,0.00007120783,0.988892,0.0014070354,0.00018133671,0.0087659545,0.00022431859],"about_ca_topic_score_codex":0.00003164073,"about_ca_topic_score_gemma":0.000004716859,"teacher_disagreement_score":0.8700248,"about_ca_system_score_codex":0.00013395105,"about_ca_system_score_gemma":0.00002777374,"threshold_uncertainty_score":0.720414},"labels":[],"label_agreement":null},{"id":"W2336214735","doi":"10.3968/8184","title":"Analysis of Factors Affecting the String Cross-Through Capability Within Long Horizontal Section in Shale Gas Drilling","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Directional drilling; Completion (oil and gas wells); Drill string; Engineering; Oil shale; Drill; Section (typography); Drilling engineering; Geology; Mechanical engineering; Computer science","score_opus":0.013995836880237417,"score_gpt":0.24655243007292812,"score_spread":0.2325565931926907,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2336214735","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71290016,0.000374944,0.28626794,0.0000060983452,0.00027076798,0.00005410253,0.0000013467479,0.00005287382,0.00007178972],"genre_scores_gemma":[0.9984956,0.0005120724,0.0009195088,0.0000016977656,0.000024509283,0.000018572999,0.00000845551,0.000012834724,0.0000067725573],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990147,0.000027430246,0.00042843903,0.00019803288,0.00014845938,0.00018294173],"domain_scores_gemma":[0.99961746,0.00015869662,0.00006630721,0.000109053035,0.000022156226,0.000026318174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004012101,0.00014183753,0.0002184987,0.00022363322,0.00006383354,0.000027050351,0.00006107761,0.000052941232,0.0000047539297],"category_scores_gemma":[0.000055943703,0.000099596386,0.000031591066,0.00044515674,0.000031881253,0.000837909,0.000019791496,0.00012101726,6.296905e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062070453,0.00000773458,0.23493145,0.00003405686,0.000031701507,6.7229973e-7,0.004384049,0.7548808,0.00047572845,0.000030251269,9.739912e-8,0.0052172537],"study_design_scores_gemma":[0.0013460892,0.000062332074,0.27258363,0.0005031017,0.00005451792,0.0000024526428,0.0069200844,0.6157897,0.101197995,0.0002971427,0.0005306724,0.0007122605],"about_ca_topic_score_codex":0.000023460198,"about_ca_topic_score_gemma":0.0013504969,"teacher_disagreement_score":0.28559545,"about_ca_system_score_codex":0.00018812467,"about_ca_system_score_gemma":0.00001408231,"threshold_uncertainty_score":0.40614226},"labels":[],"label_agreement":null},{"id":"W2336526046","doi":"10.2118/170624-pa","title":"Stick/Slip Detection and Friction-Factor Testing With Surface-Based Torque and Tension Measurements","year":2016,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Torque; Drag; Slip (aerodynamics); Friction torque; Marine engineering; Software; Casing; Drilling; Engineering; Mechanical engineering; Acoustics; Geology; Computer science; Physics","score_opus":0.032319008678185,"score_gpt":0.19140598275007087,"score_spread":0.15908697407188588,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2336526046","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64558715,0.00010798524,0.35351336,0.00002195658,0.00022099292,0.0000989992,0.0000041310773,0.00035956304,0.00008585128],"genre_scores_gemma":[0.9934873,0.000044610933,0.0062823137,0.0000080160235,0.00011485755,0.000004380329,0.000003721434,0.000046377074,0.0000084481235],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913347,0.00001843586,0.00017786164,0.00023677413,0.00020313142,0.00023032595],"domain_scores_gemma":[0.9994704,0.00016836282,0.000038825066,0.00013215368,0.00009942295,0.00009080264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015097161,0.00019197492,0.00016543998,0.00008773045,0.00014191767,0.00005150785,0.000034137567,0.000068023626,0.000006588417],"category_scores_gemma":[0.0000811716,0.00014746528,0.000017389924,0.0001456311,0.000030684314,0.00013238132,0.000009776114,0.00009766783,0.0000075147905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018880635,0.0000080571635,0.020592233,0.00008294037,0.00002492464,0.0000017701985,0.00004763527,0.25941053,0.70343137,0.000008285224,0.000005605843,0.01636775],"study_design_scores_gemma":[0.0009321736,0.00016002847,0.07058536,0.0006505912,0.000032809145,0.000021594764,0.00001532171,0.85161006,0.07492477,0.000056219462,0.00057951466,0.00043157567],"about_ca_topic_score_codex":0.000046083267,"about_ca_topic_score_gemma":0.000029212702,"teacher_disagreement_score":0.6285066,"about_ca_system_score_codex":0.00009920599,"about_ca_system_score_gemma":0.000008206353,"threshold_uncertainty_score":0.60134596},"labels":[],"label_agreement":null},{"id":"W2336575312","doi":"10.2118/179929-ms","title":"Investigation of Severe Tubing Corrosion in a Shale Gas Observation Well","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Drilling; Casing; Coiled tubing; Directional drilling; Geology; Hydraulic fracturing; Oil shale; Petroleum engineering; Suspension (topology); Geotechnical engineering; Fracture (geology); Materials science; Metallurgy","score_opus":0.015461380283048892,"score_gpt":0.17340658645523058,"score_spread":0.1579452061721817,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2336575312","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94951063,0.00003778017,0.047829527,0.00004406937,0.00015103622,0.000053712858,0.0000010109513,0.0001711176,0.002201137],"genre_scores_gemma":[0.9979582,0.00004667563,0.0016763279,0.000009250424,0.000022310267,0.0000038891085,0.0000031568923,0.000015156331,0.0002650492],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99958205,0.000005409483,0.00016546418,0.00007274128,0.000070143076,0.00010419727],"domain_scores_gemma":[0.99981195,0.000042752104,0.00001430519,0.0000880756,0.000015621667,0.000027322763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009279749,0.00006641226,0.00008172263,0.000076028016,0.000007014878,0.0000046006353,0.000043366465,0.000045990324,0.000038288163],"category_scores_gemma":[0.000017559161,0.000052089435,0.000016917886,0.00014008176,0.00000784143,0.00015827328,0.000007790767,0.000037987877,0.000024145604],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031030145,0.000003095088,0.058469135,0.000114414404,0.0000027778074,9.33506e-7,0.00023471379,0.22744995,0.70741975,0.0005011054,0.00030392242,0.0054970593],"study_design_scores_gemma":[0.0006256084,0.000024167834,0.03940768,0.00071026664,0.0000049821415,0.0000032415894,0.000041723684,0.55257285,0.40495774,0.0009191391,0.00048487147,0.00024771155],"about_ca_topic_score_codex":0.000021442824,"about_ca_topic_score_gemma":0.0000157985,"teacher_disagreement_score":0.3251229,"about_ca_system_score_codex":0.00004219952,"about_ca_system_score_gemma":0.000004804055,"threshold_uncertainty_score":0.21241455},"labels":[],"label_agreement":null},{"id":"W2337499572","doi":"10.3968/8267","title":"Research on a New Latex Anti-Gas Channeling Cement Slurry System","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Slurry; Cement; Cementation (geology); Materials science; Thickening; Current (fluid); Engineering; Waste management; Petroleum engineering; Composite material; Polymer science","score_opus":0.039190059489794135,"score_gpt":0.2795285911062713,"score_spread":0.24033853161647717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2337499572","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07448152,0.0045669964,0.9101947,0.00047617184,0.0015546755,0.00026604263,0.000002493139,0.0005729699,0.007884426],"genre_scores_gemma":[0.9941055,0.0035787297,0.001846881,0.000011725347,0.000106809974,0.00006236056,0.000003968463,0.000025441319,0.00025855794],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889714,0.000021986736,0.0002742779,0.00022035604,0.00027088405,0.00031535776],"domain_scores_gemma":[0.9996651,0.00006896939,0.000018945755,0.00011871402,0.00002886118,0.000099435514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037853126,0.00014322189,0.00014848844,0.00029901945,0.00009088023,0.000035825575,0.00007433712,0.000047312013,0.000009411238],"category_scores_gemma":[0.000012413625,0.000112163405,0.00001158058,0.00016766494,0.000014304615,0.00040590126,0.00002617893,0.00011838913,0.00013395365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014436561,0.000013318342,0.0001688028,0.00013069445,0.000011414689,0.000009301366,0.000884044,0.8657658,0.0005481124,0.0019778265,0.00014246623,0.1303338],"study_design_scores_gemma":[0.003164375,0.00019485076,0.0004537825,0.0038996423,0.000005315341,0.000011282275,0.0053000976,0.53511864,0.04409586,0.0008108794,0.40583876,0.001106524],"about_ca_topic_score_codex":0.0000019827212,"about_ca_topic_score_gemma":0.000016017004,"teacher_disagreement_score":0.91962403,"about_ca_system_score_codex":0.0002300402,"about_ca_system_score_gemma":0.000033549502,"threshold_uncertainty_score":0.4573891},"labels":[],"label_agreement":null},{"id":"W2338740830","doi":"10.14288/1.0052364","title":"Geology, wallrock alteration, and characteristics of the ore fluid at the Bralorne mesothermal gold vein deposit, southwestern British Columbia","year":2010,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mesothermal; Geology; Geochemistry; Vein; Mining engineering; Archaeology; Paleontology; Fluid inclusions; Geography; Hydrothermal circulation","score_opus":0.002803072339503104,"score_gpt":0.1331098673308055,"score_spread":0.13030679499130238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2338740830","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.998126,0.00016612727,0.00055485324,0.00003069415,0.00037863263,0.00018170007,0.00019169584,0.000094777584,0.00027553178],"genre_scores_gemma":[0.9979149,0.000116419236,0.00011290309,0.000023701874,0.0000607021,8.6452445e-7,0.000021033371,0.000029544372,0.0017199352],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.999208,0.000026003881,0.00017138905,0.00021281622,0.00015013806,0.0002317025],"domain_scores_gemma":[0.9994063,0.000043644937,0.000074871925,0.0003124466,0.000086461834,0.0000763111],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000120489836,0.000058233236,0.00023633677,0.000013482935,0.00025876248,0.00018716273,0.00033230765,0.00014421786,0.000085339925],"category_scores_gemma":[0.000020651822,0.00016152594,0.00008843928,0.00012697103,0.00028806273,0.00014439283,0.00015893845,0.00025202733,0.0000050296426],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011782343,0.00011383196,0.6138156,0.0006385339,0.00031523104,0.0001766214,0.0012682765,0.0030614403,0.043240026,0.00000302159,0.011592288,0.32576334],"study_design_scores_gemma":[0.00041392754,0.00002040319,0.988586,0.00011087769,0.000044405202,0.00027004894,0.00009593572,0.00964748,0.000021115267,0.000019842546,0.0006008216,0.0001691137],"about_ca_topic_score_codex":0.13032505,"about_ca_topic_score_gemma":0.76833457,"teacher_disagreement_score":0.63800955,"about_ca_system_score_codex":0.000027428421,"about_ca_system_score_gemma":0.000018331162,"threshold_uncertainty_score":0.87546617},"labels":[],"label_agreement":null},{"id":"W2338991008","doi":"10.2118/179890-ms","title":"Scale Squeeze Placement Options in Subsea Multi-Lateral Horizontal Wells Completed With Sliding Sleeve Technology","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"CMG Reservoir Simulation Foundation; Heriot-Watt University","keywords":"Subsea; Software deployment; Eclipse; Drilling; Completion (oil and gas wells); Engineering; Software; Petroleum engineering; Scale (ratio); Marine engineering; Computer science; Mechanical engineering; Operating system","score_opus":0.008352337123110521,"score_gpt":0.19038928031189425,"score_spread":0.18203694318878375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2338991008","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6288819,0.000059845162,0.36829376,0.00018058518,0.00024487174,0.00020316891,0.000010356103,0.0010238999,0.0011016777],"genre_scores_gemma":[0.9851123,0.000032668853,0.014261038,0.000006731784,0.00003570199,0.000036321,0.0000048238076,0.000044572374,0.0004658394],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990841,0.0000074192694,0.00020780749,0.00020315111,0.00009655515,0.0004009537],"domain_scores_gemma":[0.9996775,0.000029102066,0.000013737428,0.00019198013,0.000019270736,0.00006844847],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000077113764,0.000187915,0.00019062524,0.00028900645,0.000036878006,0.000018871982,0.00012325853,0.00010136583,0.00007497194],"category_scores_gemma":[0.000004736731,0.00012026591,0.000028140304,0.00028054067,0.000027316648,0.000114778384,0.000029994262,0.00014235839,0.00009040114],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050181043,0.0001714149,0.038922038,0.0001160074,0.00017442188,0.00008358274,0.00043420203,0.5568223,0.38738522,0.0024509095,0.00041152776,0.0129782185],"study_design_scores_gemma":[0.0060737613,0.00028913334,0.007811057,0.0006555177,0.000029923336,0.00007576986,0.0003484292,0.8286807,0.14948939,0.000073082905,0.00523287,0.0012403593],"about_ca_topic_score_codex":0.000031545187,"about_ca_topic_score_gemma":0.00017312623,"teacher_disagreement_score":0.35623047,"about_ca_system_score_codex":0.00015616554,"about_ca_system_score_gemma":0.000007303598,"threshold_uncertainty_score":0.49043018},"labels":[],"label_agreement":null},{"id":"W2339046804","doi":"10.2118/179886-ms","title":"A Retrospective Review of 10 years of Scale Management in a Deepwater Field: From Capex to Plateau Production","year":2016,"lang":"en","type":"review","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"CMG Reservoir Simulation Foundation; Heriot-Watt University","keywords":"Environmental science; Scale (ratio); Produced water; Water injection (oil production); Production (economics); Petroleum engineering; Seawater; Software deployment; Completion (oil and gas wells); Field (mathematics); Engineering; Environmental engineering; Geology; Oceanography; Physics; Mathematics","score_opus":0.009634605672584222,"score_gpt":0.2432883255778915,"score_spread":0.23365371990530728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2339046804","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000027906284,0.99335843,0.0012065315,0.000009983472,0.00033864615,0.00063768856,0.000020826808,0.00006855998,0.0043314523],"genre_scores_gemma":[0.0000737267,0.9976291,0.001332023,0.000006817512,0.000069720125,0.00006939038,0.000014503994,0.000041885374,0.0007628031],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99891037,0.000015967054,0.00052855595,0.00023281442,0.00013531954,0.00017698784],"domain_scores_gemma":[0.99950755,0.00002447476,0.00005995167,0.0003441659,0.000023856439,0.000040019902],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018859626,0.00019430336,0.0009771285,0.00021547444,0.000003099229,0.0000032050266,0.00014514387,0.0001035041,0.00027868396],"category_scores_gemma":[0.00003117267,0.00015579003,0.00015411581,0.00027709318,0.000005902623,0.000033876266,0.00004312802,0.00011878379,0.00007215947],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012532507,0.000008859918,0.0000015065656,0.06961722,0.00012943365,0.000003147179,0.000040061295,0.00026946882,0.0000039469387,0.000012997766,0.0015503592,0.9283617],"study_design_scores_gemma":[0.00006305203,0.000019093526,0.000018911713,0.21765909,0.00014602911,0.0000013395836,0.000002847935,0.000036954338,0.00013705502,0.000020606316,0.7816674,0.00022760857],"about_ca_topic_score_codex":0.00004073983,"about_ca_topic_score_gemma":0.0000114820605,"teacher_disagreement_score":0.92813414,"about_ca_system_score_codex":0.00012994793,"about_ca_system_score_gemma":0.000008166739,"threshold_uncertainty_score":0.6352933},"labels":[],"label_agreement":null},{"id":"W2339892106","doi":"10.15273/ijge.2016.01.002","title":"In-Situ Stress Estimation by Back Analysis Based on Wellbore Deformation with Consideration of Pore Pressure","year":2016,"lang":"en","type":"article","venue":"International journal of geohazards and environment","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Borehole; Displacement (psychology); Pore water pressure; Deformation (meteorology); Geotechnical engineering; Isotropy; Stress (linguistics); Geology; Drilling engineering; Drilling; Wellbore; Effective stress; Drilling fluid; Petroleum engineering; Engineering; Mechanical engineering","score_opus":0.002462215088251579,"score_gpt":0.17491580868714254,"score_spread":0.17245359359889095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2339892106","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5005654,0.00019104153,0.4979047,0.00064646837,0.00013694137,0.00006055833,0.00005227191,0.0000075373723,0.00043508582],"genre_scores_gemma":[0.9983992,0.0002228293,0.0012849611,0.000016705286,0.000025979669,0.0000012356772,0.000015876387,0.00000683321,0.000026396861],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993358,0.000009557217,0.00025828014,0.000055768112,0.0002795544,0.000061015537],"domain_scores_gemma":[0.99974763,0.000035553076,0.000104093866,0.000054352404,0.000026996368,0.000031342704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011126176,0.00007787472,0.00012674795,0.00018110624,0.000007677172,0.000014532092,0.000054749034,0.000032257183,0.000061169885],"category_scores_gemma":[0.000006362153,0.0000523407,0.000035974375,0.00003961631,0.000018056437,0.00018830143,0.0000054100383,0.00005244905,0.000001674442],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003517463,0.00002815667,0.003277084,0.000015812486,0.00020268092,0.000004571105,0.00005761573,0.98702276,0.0025502697,0.000028133469,0.00011768017,0.0066600624],"study_design_scores_gemma":[0.0014707581,0.00017543395,0.022414055,0.00033098256,0.000159251,0.00001604519,0.000030070585,0.9350933,0.038010206,0.00010087455,0.0020398505,0.00015918992],"about_ca_topic_score_codex":0.0000038199196,"about_ca_topic_score_gemma":0.0000037052016,"teacher_disagreement_score":0.4978338,"about_ca_system_score_codex":0.000057730576,"about_ca_system_score_gemma":0.0000059045456,"threshold_uncertainty_score":0.21343917},"labels":[],"label_agreement":null},{"id":"W2347019076","doi":"10.2523/iptc-17953-ms","title":"Comparison of characteristic of anti-scaling coating for subsurface safety valve for use in oil and gas industry","year":2014,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"University of Leeds","keywords":"Coating; Inconel; Materials science; Surface roughness; Corrosion; Wellhead; Surface finish; Composite material; Metallurgy; Petroleum engineering; Geology","score_opus":0.022963297094602347,"score_gpt":0.26778627173274416,"score_spread":0.24482297463814182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2347019076","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7802159,0.000041027626,0.21917471,0.000110414905,0.00018833663,0.000033686727,0.00004632995,0.00007809953,0.000111478614],"genre_scores_gemma":[0.9930909,0.00003958169,0.0067634606,0.0000029238784,0.00002099431,0.000020993399,0.000020115654,0.000016801832,0.000024196628],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923515,0.000005540012,0.00039048723,0.00014307392,0.00007451819,0.0001512191],"domain_scores_gemma":[0.9993798,0.00026345413,0.000107344524,0.00010897263,0.00012088362,0.000019540503],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017185164,0.00011063143,0.00030254995,0.00024585985,0.00001605345,0.000012422437,0.00017607475,0.00022504991,0.0000027892784],"category_scores_gemma":[0.0003074576,0.00012622523,0.000039208724,0.00007427947,0.00007559512,0.00007002836,0.000031183787,0.00023447064,2.6876816e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006510777,0.000078038276,0.24127199,0.0006319241,0.00016777059,5.768551e-7,0.00022933654,0.47945637,0.1884123,0.029890299,0.000015177144,0.059781127],"study_design_scores_gemma":[0.0005387736,0.00004000172,0.0063101407,0.0002674445,0.00001180663,0.0000021508436,0.000072581905,0.9623193,0.029197106,0.000562547,0.00056477985,0.00011332876],"about_ca_topic_score_codex":0.000012034136,"about_ca_topic_score_gemma":0.000012922942,"teacher_disagreement_score":0.48286298,"about_ca_system_score_codex":0.000026638096,"about_ca_system_score_gemma":0.0000107933765,"threshold_uncertainty_score":0.5147315},"labels":[],"label_agreement":null},{"id":"W2353889764","doi":"","title":"Some Drilling/Completion Fuids and Their Uses in Underbalanced Drilling Operations","year":2001,"lang":"en","type":"article","venue":"Youtian huaxue","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Underbalanced drilling; Drilling fluid; Petroleum engineering; Drilling; Well drilling; Coiled tubing; Completion (oil and gas wells); Chemistry; Geology; Engineering; Mechanical engineering","score_opus":0.013185371507440653,"score_gpt":0.19670684753095105,"score_spread":0.1835214760235104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2353889764","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9087663,0.0020290231,0.08649945,0.00011284325,0.00055732246,0.00015917681,0.0000112750295,0.0005639459,0.0013006097],"genre_scores_gemma":[0.99777937,0.0009797545,0.000708728,0.000051291037,0.00030301028,0.000014509402,0.0000238621,0.00004798905,0.00009150929],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913526,0.000011379932,0.00024444843,0.00021058967,0.00007674903,0.00032158245],"domain_scores_gemma":[0.99964243,0.000050354454,0.000010183613,0.00019347364,0.000017906326,0.00008567551],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000115894276,0.00020032369,0.00021581537,0.0001650311,0.000087480985,0.000084281426,0.00009299066,0.00009229919,0.000016216158],"category_scores_gemma":[0.000020899042,0.00019732752,0.000038766237,0.00022759863,0.00002662662,0.00023078178,0.00001934027,0.00019233375,0.000020521802],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026425798,0.000011163841,0.004061272,0.000031086987,0.00001797673,0.0000069115767,0.0008604767,0.98608625,0.0055497764,0.0019924522,0.00003146523,0.0013485531],"study_design_scores_gemma":[0.00043772845,0.000018213907,0.007459681,0.000115069335,0.000006079076,0.000022528566,0.00026617266,0.98496777,0.0019677957,0.0009661313,0.0034140365,0.00035881661],"about_ca_topic_score_codex":0.00006338447,"about_ca_topic_score_gemma":0.00016171581,"teacher_disagreement_score":0.089012995,"about_ca_system_score_codex":0.00006680742,"about_ca_system_score_gemma":0.00000775495,"threshold_uncertainty_score":0.80467826},"labels":[],"label_agreement":null},{"id":"W2356675454","doi":"","title":"Synthesis and Properties of Gelatin with Sulfonated Side Chains as an Oil Well Cement Dispersant","year":2009,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Dispersant; Gelatin; Chemistry; Side chain; Cement; Chemical engineering; Slurry; Polymer chemistry; Organic chemistry; Composite material; Materials science; Dispersion (optics); Polymer","score_opus":0.007493055918093662,"score_gpt":0.16735708089312978,"score_spread":0.15986402497503613,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2356675454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97991633,0.00029185956,0.0021281003,0.000056423723,0.000025991198,0.00004316107,0.0000013088023,0.00027166263,0.017265156],"genre_scores_gemma":[0.9985017,0.00013728633,0.0007835072,0.00001583739,0.000017783746,0.0000046134105,0.0000011739578,0.000020237794,0.00051786005],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99948275,0.0000060454063,0.00013264653,0.000113114926,0.00010264397,0.00016277889],"domain_scores_gemma":[0.9997637,0.000012777323,0.000012089367,0.00012900372,0.000016239685,0.00006618844],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000059573238,0.00012908809,0.00014876071,0.000055430635,0.00002196937,0.000016824335,0.000050968854,0.00003452236,0.000024228566],"category_scores_gemma":[0.000009157232,0.000092113005,0.00001554192,0.00007144708,0.000018470942,0.00008421608,0.000005714331,0.000057828787,0.000005116254],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004972537,0.00009076484,0.00036357614,0.00030267838,0.000117090065,0.000013097769,0.0014543325,0.75420684,0.19901611,0.0018607586,0.000035105273,0.04248996],"study_design_scores_gemma":[0.00023756326,0.00015737873,0.00095947494,0.00025701878,0.000030178157,0.0000096494705,0.00030858244,0.5416023,0.45569405,0.000011934383,0.0004504732,0.00028135866],"about_ca_topic_score_codex":0.00007334597,"about_ca_topic_score_gemma":0.000020675798,"teacher_disagreement_score":0.25667796,"about_ca_system_score_codex":0.000017522458,"about_ca_system_score_gemma":0.0000059596396,"threshold_uncertainty_score":0.37562594},"labels":[],"label_agreement":null},{"id":"W2358039992","doi":"","title":"Brief Introduction for Coiled Tubing(CT) Standard at Home and Abroad","year":2015,"lang":"en","type":"article","venue":"Welded Pipe and Tube","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Spec#; Engineering; Computer science; Programming language","score_opus":0.00820654547946515,"score_gpt":0.20686450071074505,"score_spread":0.1986579552312799,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2358039992","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9754908,0.0024281265,0.01882491,0.00029843015,0.0010524625,0.0001838622,0.000024937028,0.0003800522,0.0013163991],"genre_scores_gemma":[0.9979331,0.00024246164,0.00061644363,0.000023808932,0.0005290339,0.000016470438,0.000020954463,0.00003375733,0.0005839722],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994261,0.0000053110093,0.00012297143,0.0001653848,0.000083588166,0.00019662447],"domain_scores_gemma":[0.99968797,0.000027831447,0.000011092427,0.00011626724,0.000030301924,0.00012654788],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001510973,0.00012647678,0.00016682647,0.000052577285,0.00005550012,0.000044746543,0.000033766864,0.00004034192,0.000011986157],"category_scores_gemma":[0.000027193486,0.00012591366,0.000022936074,0.00006100674,0.000022795479,0.00009656323,0.000020686532,0.00007650109,0.000005551814],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009818634,0.00009540426,0.010168164,0.0026956974,0.00080176094,0.000083839055,0.007556249,0.29395035,0.04982053,0.0059073754,0.4385441,0.18939468],"study_design_scores_gemma":[0.0034442144,0.00026502882,0.00084593013,0.00006854311,0.00008031461,0.00013806768,0.00015869329,0.12837763,0.034338508,0.0012845458,0.8303289,0.0006696336],"about_ca_topic_score_codex":0.000011488264,"about_ca_topic_score_gemma":0.000009054021,"teacher_disagreement_score":0.3917848,"about_ca_system_score_codex":0.000045303637,"about_ca_system_score_gemma":0.0000068197323,"threshold_uncertainty_score":0.51346105},"labels":[],"label_agreement":null},{"id":"W2362918839","doi":"","title":"Development of the ZJ30DBX Slant Hole Drilling Rig","year":2013,"lang":"en","type":"article","venue":"China Petroleum Machinery","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling rig; Engineering; Drilling; Wellhead; Automotive engineering; Chassis; Drill; Marine engineering; Brake; Hydraulic brake; Mechanical engineering; Trailer; Hydraulic machinery; Drill pipe","score_opus":0.004724426971455844,"score_gpt":0.16813877433467625,"score_spread":0.1634143473632204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2362918839","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9635477,0.0005126637,0.023229744,0.000048378388,0.0009846739,0.00010101022,0.0000042320703,0.00033443092,0.011237137],"genre_scores_gemma":[0.99545413,0.000023687768,0.0037705598,0.000017486984,0.00013341938,0.00002370652,0.0000068721483,0.00005687132,0.00051329186],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892026,0.0000135496975,0.00035600187,0.00016071876,0.0002190286,0.0003304593],"domain_scores_gemma":[0.9994682,0.000026496175,0.000047366906,0.00035906662,0.000017846261,0.000080987615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015061448,0.0002295105,0.00023572937,0.00008998178,0.00010543055,0.000037481965,0.00032122355,0.00007141734,0.000072777235],"category_scores_gemma":[0.000016851092,0.00016267096,0.00010966254,0.00015317422,0.000028026423,0.00010151729,0.000073244206,0.0002983096,0.000096434866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016053401,0.000021789925,0.0017981759,0.00016865466,0.00007087298,0.0000012194539,0.0006894898,0.9471271,0.038330868,0.0001820022,0.0008131331,0.010795114],"study_design_scores_gemma":[0.0003146903,0.000008864145,0.043323815,0.00016216007,0.000017867116,0.0000078861385,0.000040955656,0.9149593,0.025318881,0.00013408682,0.015324288,0.0003872082],"about_ca_topic_score_codex":0.000035649853,"about_ca_topic_score_gemma":0.000008063444,"teacher_disagreement_score":0.04152564,"about_ca_system_score_codex":0.00005918207,"about_ca_system_score_gemma":0.000021952967,"threshold_uncertainty_score":0.6633529},"labels":[],"label_agreement":null},{"id":"W2363797913","doi":"","title":"The development trend of reservoir protection technology.","year":2001,"lang":"en","type":"article","venue":"Petroleum Exploration and Development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Geology; Drilling fluid; Carbonate; Permeability (electromagnetism); Drilling; Dissolution; Enhanced oil recovery; Filter cake; Environmental science; Materials science; Environmental engineering; Engineering","score_opus":0.023313709849757287,"score_gpt":0.20603333651412362,"score_spread":0.18271962666436634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2363797913","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38256106,0.0014161144,0.6103726,0.00066853565,0.00047464462,0.00023520442,6.5620776e-7,0.00073045696,0.0035407392],"genre_scores_gemma":[0.9942624,0.00040901024,0.0047649355,0.000003235182,0.000021768434,0.00012996515,0.0000066849816,0.000015993042,0.0003859833],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993258,0.000006493782,0.00027533417,0.00010205597,0.00013126266,0.00015904747],"domain_scores_gemma":[0.9997927,0.00001323767,0.000030302679,0.000101919395,0.000026108992,0.000035719455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001893928,0.000106320585,0.0000935771,0.00014870631,0.00017164116,0.00002822957,0.000067493034,0.000052600437,0.0000037152556],"category_scores_gemma":[0.000013258791,0.00008391137,0.000010017653,0.0001916656,0.0000224803,0.00010873613,0.000022094824,0.000090180365,0.000012950391],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036468937,0.000039914976,0.0012312655,0.00012840443,0.000118551245,0.0000030801518,0.003913459,0.36147416,0.0043854844,0.0007411244,0.00027479196,0.6276533],"study_design_scores_gemma":[0.0005419581,0.000038244565,0.0021117725,0.00010310734,0.000005291252,0.00001287922,0.0013211218,0.1437831,0.071331136,0.00032872168,0.7800655,0.00035717443],"about_ca_topic_score_codex":7.1786377e-7,"about_ca_topic_score_gemma":0.00005437034,"teacher_disagreement_score":0.7797907,"about_ca_system_score_codex":0.000054808188,"about_ca_system_score_gemma":0.00002694225,"threshold_uncertainty_score":0.34218064},"labels":[],"label_agreement":null},{"id":"W2367444110","doi":"","title":"The Control of Injection Profile Isotopic Contamination","year":2002,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Contamination; Adsorption; Precipitation; Environmental science; Contamination control; Water contamination; Environmental chemistry; Chemistry; Meteorology","score_opus":0.004545417666519098,"score_gpt":0.1593214891187354,"score_spread":0.1547760714522163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2367444110","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08648328,0.0014760394,0.7948939,0.00010863981,0.0011264014,0.00031592895,0.0000029604514,0.0006851574,0.11490766],"genre_scores_gemma":[0.9978704,0.000049892664,0.00007390801,0.0000045958645,0.000037690756,0.000010515527,4.794083e-7,0.0000071821546,0.0019453464],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99975336,0.000004197615,0.000089495974,0.000031709184,0.00004867523,0.00007256486],"domain_scores_gemma":[0.9998534,0.000041407024,0.000008717304,0.00006845926,0.000016811055,0.000011209335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000052180298,0.000039438968,0.000047107747,0.000020049056,0.000025822856,0.000008282877,0.000034686593,0.000022503462,0.000058773774],"category_scores_gemma":[0.000011618592,0.000028429666,0.000018014955,0.000054333723,0.000007764335,0.000035638688,0.0000017416168,0.000041183164,0.000024360268],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032631851,0.000022416822,0.0012390347,0.00010755701,0.000082103805,7.2379777e-7,0.00040147177,0.7529954,0.011259266,0.009635185,0.004783674,0.2194699],"study_design_scores_gemma":[0.00015638888,0.000017361574,0.000614835,0.000006036109,0.0000036407353,0.0000012247547,0.000020248923,0.98607105,0.0069258963,0.00002629006,0.00611775,0.000039276907],"about_ca_topic_score_codex":0.0000041020908,"about_ca_topic_score_gemma":0.0000030699118,"teacher_disagreement_score":0.9113871,"about_ca_system_score_codex":0.000012559558,"about_ca_system_score_gemma":5.489168e-7,"threshold_uncertainty_score":0.115932815},"labels":[],"label_agreement":null},{"id":"W2370353707","doi":"","title":"Optimum of drilling parameter","year":2001,"lang":"kn","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Drilling; Production (economics); Petroleum engineering; Quality (philosophy); Product (mathematics); Mathematical optimization; Process engineering; Mathematics; Engineering; Computer science; Reliability engineering; Mechanical engineering; Economics","score_opus":0.011177062698530381,"score_gpt":0.2015636056666489,"score_spread":0.19038654296811852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2370353707","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26111215,0.0031305265,0.62741625,0.000080169084,0.0020437865,0.00017631524,0.000009238915,0.00058110984,0.105450414],"genre_scores_gemma":[0.9807311,0.0013920957,0.014233019,0.000020144616,0.0002519465,0.000003430985,0.0000043714567,0.00007997303,0.0032839046],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99863183,0.000011683263,0.00046912002,0.00022266556,0.0001910321,0.00047363428],"domain_scores_gemma":[0.9992462,0.00015504654,0.000043765976,0.00037499782,0.000046057332,0.000133982],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001712329,0.00027415066,0.00037784892,0.00015900038,0.00003192159,0.000035739708,0.00018563202,0.00017505574,0.0006541876],"category_scores_gemma":[0.000045255616,0.0002816417,0.00017116059,0.00031978555,0.000032796415,0.000119156764,0.000036781163,0.0002390392,0.00021700472],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000068192853,0.000028998798,0.00069117354,0.00014990669,0.00012395898,0.000018477758,0.00020820995,0.97831106,0.0025370866,0.0008105837,0.00037123423,0.016742473],"study_design_scores_gemma":[0.000299785,0.000046803983,0.00024169406,0.00022568308,0.000050502753,0.00001765165,0.0000630263,0.9707462,0.010881936,0.00011202401,0.016943835,0.00037084118],"about_ca_topic_score_codex":0.00005159796,"about_ca_topic_score_gemma":0.0000021921971,"teacher_disagreement_score":0.719619,"about_ca_system_score_codex":0.0000404904,"about_ca_system_score_gemma":0.000011940592,"threshold_uncertainty_score":0.9999636},"labels":[],"label_agreement":null},{"id":"W2372217700","doi":"","title":"A Positively Charged Gel Drilling Fluid for Lateral Horizontal Wells and Its Uses","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Drilling fluid; Chemistry; Petroleum engineering; Cationic polymerization; Drilling; Chemical engineering; Polymer; Polyol; Salt (chemistry); Lubrication; Organic chemistry; Composite material; Mechanical engineering; Materials science; Geology; Engineering","score_opus":0.0051092101852029444,"score_gpt":0.1720946317378276,"score_spread":0.16698542155262466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2372217700","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9139677,0.0010545116,0.079539016,0.00003654244,0.00042081263,0.00023335892,0.00003429782,0.000744171,0.003969548],"genre_scores_gemma":[0.99641025,0.00006490359,0.0024120926,0.000017513546,0.0002895467,0.000017565158,0.000021173739,0.000050879153,0.00071607815],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993347,0.0000033013544,0.00015630193,0.0001508098,0.00006579396,0.0002891151],"domain_scores_gemma":[0.999808,0.00004282523,0.000009391147,0.000061015715,0.000023262523,0.000055510805],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000626056,0.00016242327,0.00015460259,0.00006784786,0.000058196187,0.000053252228,0.00004933713,0.00006588782,0.000016488731],"category_scores_gemma":[0.000004995662,0.00015916736,0.0000492934,0.00005741763,0.0000067435244,0.0001305356,0.000010800155,0.00006531022,0.000020451369],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029316609,0.000034839686,0.00079102034,0.0003638361,0.00012014666,0.000014318491,0.0002600666,0.265358,0.72300476,0.005756422,0.0027859325,0.0014813546],"study_design_scores_gemma":[0.00058317743,0.000049578328,0.0012845929,0.00005424348,0.00002040329,0.00001468844,0.000012773336,0.7507638,0.23895639,0.00010861835,0.0077838623,0.00036792218],"about_ca_topic_score_codex":0.000030293812,"about_ca_topic_score_gemma":0.000007510829,"teacher_disagreement_score":0.48540574,"about_ca_system_score_codex":0.000024487856,"about_ca_system_score_gemma":0.0000034325278,"threshold_uncertainty_score":0.6490657},"labels":[],"label_agreement":null},{"id":"W2375652406","doi":"","title":"STUDY ON OPTIMUM EXCITATION WAVE IN GROUT QUALITY NONDESTRUCTIVE TESTING OF ROCK BOLT","year":2006,"lang":"en","type":"article","venue":"Chinese journal of rock mechanics and engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Grout; Attenuation; Nondestructive testing; Rock bolt; Excitation; Acoustics; Computer simulation; Ultrasonic sensor; Transducer; Geotechnical engineering; Guided wave testing; SIGNAL (programming language); Geology; Structural engineering; Engineering; Materials science; Mechanics; Optics; Physics; Computer science","score_opus":0.015549379916025565,"score_gpt":0.22975890175188796,"score_spread":0.2142095218358624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2375652406","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75803834,0.00032934302,0.24105093,0.0000031447576,0.00038349984,0.00008695913,0.0000025028573,0.00004669808,0.000058550504],"genre_scores_gemma":[0.9968502,0.000030318715,0.0028797965,0.0000016234791,0.00018133625,0.0000031567158,0.0000013165502,0.000048516184,0.0000037538312],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986581,0.00001693956,0.00071662554,0.00013102229,0.00025008936,0.00022720266],"domain_scores_gemma":[0.9993619,0.00019122762,0.00014545306,0.00012350615,0.00010435322,0.000073608],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044746793,0.00025811704,0.000468475,0.0003925787,0.000029231214,0.000026331374,0.00009984412,0.00008009175,0.000001124871],"category_scores_gemma":[0.00017991947,0.00022896953,0.000073592084,0.00040370531,0.0000011029394,0.00019112241,0.000026586607,0.00037788486,5.006014e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012227814,0.00005450066,0.0014499238,0.00012863532,0.00003856041,0.000026010692,0.0004734102,0.98409045,0.013120011,0.00033272587,0.0000024164008,0.0002711448],"study_design_scores_gemma":[0.00081743527,0.00021784936,0.02104324,0.00029819348,0.000020188287,0.000054844317,0.00028397082,0.9753893,0.0006384787,0.0010001517,0.0000045431398,0.0002317892],"about_ca_topic_score_codex":0.000019160767,"about_ca_topic_score_gemma":0.00000390767,"teacher_disagreement_score":0.2388118,"about_ca_system_score_codex":0.00008197229,"about_ca_system_score_gemma":0.000011596577,"threshold_uncertainty_score":0.93371063},"labels":[],"label_agreement":null},{"id":"W2377495553","doi":"","title":"The Two-dimensional Heat Transfer Model and Wellbore Temperature Distribution of Aerated Under- balanced Drilling","year":2013,"lang":"en","type":"article","venue":"Journal of Oil and Gas Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Annulus (botany); Underbalanced drilling; Heat transfer; Wellbore; Drilling; Petroleum engineering; Mechanics; Aeration; Drilling fluid; Geology; Thermodynamics; Materials science; Engineering; Mechanical engineering; Waste management; Physics","score_opus":0.0034820165244340935,"score_gpt":0.17773355985328512,"score_spread":0.17425154332885104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2377495553","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99161166,0.0030327898,0.0037203056,0.0014256486,0.00010752564,0.000016768832,0.000004156735,0.00004837814,0.00003275196],"genre_scores_gemma":[0.9977743,0.001798598,0.00034997863,0.000011093591,0.000029238683,0.000001741853,0.0000021931098,0.000010894644,0.000021950294],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994718,0.0000056503795,0.00023777479,0.00006167821,0.0000783988,0.00014473133],"domain_scores_gemma":[0.99974424,0.000034597473,0.0000151768845,0.00006810604,0.000096085416,0.000041823583],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009475561,0.000100140234,0.00018267958,0.00007079563,0.00006650334,0.000020263156,0.00006418348,0.00012878502,0.000001345911],"category_scores_gemma":[0.000011055673,0.000066470355,0.000030293451,0.00012355113,0.00007422206,0.00007455455,0.000009818053,0.0003117153,3.424567e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008427013,0.000006880283,0.00006685896,0.000029263094,0.00004387634,0.0000021843427,0.000026040685,0.8105831,0.17987104,0.0007269726,0.00013256998,0.008502771],"study_design_scores_gemma":[0.0007906154,0.00008795047,0.0002832288,0.00016893257,0.000031795924,0.00024803716,0.00008019016,0.94898283,0.044876557,0.0039792904,0.00032888594,0.00014168206],"about_ca_topic_score_codex":0.0000029003488,"about_ca_topic_score_gemma":0.0000021615563,"teacher_disagreement_score":0.13839972,"about_ca_system_score_codex":0.00001563005,"about_ca_system_score_gemma":0.000010162414,"threshold_uncertainty_score":0.27105823},"labels":[],"label_agreement":null},{"id":"W2377994804","doi":"","title":"Simulation Study on Damage of Suspended Micro-particle Invasion into Water Injection Wells","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Particle (ecology); Range (aeronautics); Volume (thermodynamics); Filtration (mathematics); Environmental science; Finite volume method; Particle size; Petroleum engineering; Wellbore; Mechanics; Geotechnical engineering; Environmental engineering; Materials science; Geology; Physics; Thermodynamics; Mathematics; Composite material","score_opus":0.011365462696389645,"score_gpt":0.21679753003086058,"score_spread":0.20543206733447095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2377994804","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98827404,0.000005195007,0.009548796,0.000012069592,0.00018750364,0.000256433,1.7630168e-7,0.00024943918,0.0014663469],"genre_scores_gemma":[0.99945813,0.0000011556427,0.00025235864,0.000008750888,0.000032545107,0.00000943897,0.0000033236295,0.000024174635,0.00021011068],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994289,0.000014528583,0.00019528852,0.00010888097,0.00010466319,0.000147729],"domain_scores_gemma":[0.9996976,0.00004539035,0.00001023568,0.00017397683,0.000033350476,0.000039447517],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000102084035,0.000102816484,0.000109235945,0.00007316619,0.000027028123,0.000024410989,0.000056201792,0.00004116627,0.00023631536],"category_scores_gemma":[0.000010845015,0.000078698795,0.000026376467,0.00008738074,0.000006567869,0.0001633296,0.000017505925,0.000076300355,0.00034956576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026980586,0.00004974332,0.0016831527,0.00001749546,0.000012100998,3.4450318e-7,0.0007746163,0.7604488,0.23647246,0.0000117577365,0.000036450347,0.0004903701],"study_design_scores_gemma":[0.00021591505,0.00010199007,0.0042748516,0.000009489739,0.0000049980504,1.3437213e-7,0.00021053695,0.5547166,0.44028038,0.0000684477,0.00003755835,0.00007907665],"about_ca_topic_score_codex":0.00015352033,"about_ca_topic_score_gemma":0.000010055414,"teacher_disagreement_score":0.2057322,"about_ca_system_score_codex":0.0000332048,"about_ca_system_score_gemma":0.0000013776449,"threshold_uncertainty_score":0.4493077},"labels":[],"label_agreement":null},{"id":"W2392747183","doi":"","title":"APPLICATION OF TORKBUSTER IN WELL YAXI102 OF YUMEN OILFIELD","year":2013,"lang":"en","type":"article","venue":"Drilling & Production Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Abrasive; Drilling; Petroleum engineering; Bit (key); Geology; Block (permutation group theory); Diamond; Materials science; Computer science; Composite material; Metallurgy; Geometry; Mathematics","score_opus":0.0023856278994833897,"score_gpt":0.16419691665677513,"score_spread":0.16181128875729175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2392747183","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91087484,0.00041091556,0.085559696,0.00037413533,0.0005891301,0.00032414423,6.726047e-7,0.0005688453,0.0012976388],"genre_scores_gemma":[0.99645287,0.00012694021,0.0031832706,0.000002969957,0.000062730534,0.000057919144,0.0000028461866,0.000022703933,0.000087773806],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992487,0.0000048721026,0.0003352017,0.00017568548,0.000071865026,0.00016370029],"domain_scores_gemma":[0.9995268,0.000013622464,0.000056710483,0.0003226037,0.000064648906,0.000015618773],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010431747,0.00010148994,0.00019776296,0.00041623745,0.0000108630475,0.0000032297205,0.00012535881,0.00017624421,0.000021122296],"category_scores_gemma":[0.000036390695,0.00011016815,0.000027456803,0.00050715986,0.000045769728,0.00008574158,0.000018380168,0.00017762143,0.000031728512],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003526738,0.000042976942,0.0069619063,0.00030461853,0.000029541323,3.0223492e-7,0.00018276794,0.62884665,0.2838677,0.001170376,0.00029441924,0.07829523],"study_design_scores_gemma":[0.00016066327,0.000038160902,0.00069945876,0.00008435525,0.000008715368,0.0000065000386,0.00013753698,0.13037324,0.86178344,0.0023772805,0.0041497843,0.00018082495],"about_ca_topic_score_codex":0.00004199769,"about_ca_topic_score_gemma":0.000005601514,"teacher_disagreement_score":0.5779158,"about_ca_system_score_codex":0.000027756789,"about_ca_system_score_gemma":0.0000041211065,"threshold_uncertainty_score":0.44925267},"labels":[],"label_agreement":null},{"id":"W2396582649","doi":"10.2118/180743-ms","title":"Evaluation of Horizontal Liner Installation Loads Using Advanced Numerical Simulation Technique","year":2016,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Steam-assisted gravity drainage; Completion (oil and gas wells); Directional drilling; Steam injection; Engineering; Submarine pipeline; Lead (geology); Well control; Range (aeronautics); Drag; Geotechnical engineering; Geology; Marine engineering; Oil sands; Drilling; Asphalt; Mechanical engineering","score_opus":0.02880959683928792,"score_gpt":0.2625464265417458,"score_spread":0.2337368297024579,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2396582649","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13710395,0.00013310365,0.85857487,0.00006144283,0.00029497815,0.00019863016,0.000023811031,0.00032266672,0.0032865864],"genre_scores_gemma":[0.99471754,0.00002509248,0.0051261354,0.0000059799913,0.000052904677,0.00002315178,0.000006760645,0.000030505314,0.00001195028],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985211,0.00003759709,0.00036435665,0.00019993445,0.00064242317,0.0002346058],"domain_scores_gemma":[0.99916965,0.00009644518,0.000058728023,0.00024069718,0.0003378952,0.0000966012],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003915699,0.00017042833,0.00021797423,0.00007661735,0.000032022785,0.000009796783,0.0001266655,0.00013153318,0.00005590412],"category_scores_gemma":[0.000238145,0.00014693932,0.000039065177,0.00022118259,0.000033630724,0.00014446332,0.000023144674,0.00014475117,0.0000012752309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008706281,0.0000066570215,0.000032854292,0.000031343618,0.000009478257,0.000001166837,0.000004358905,0.6360473,0.1921627,0.00023450477,0.000016269392,0.17144467],"study_design_scores_gemma":[0.0003213753,0.000036781646,0.0002447192,0.00024600673,0.000034816298,0.000004708191,0.0000049042605,0.93535554,0.062285922,0.0002578,0.00096496113,0.0002424805],"about_ca_topic_score_codex":0.0051265205,"about_ca_topic_score_gemma":0.014615797,"teacher_disagreement_score":0.85761356,"about_ca_system_score_codex":0.00073341536,"about_ca_system_score_gemma":0.00048863405,"threshold_uncertainty_score":0.8155958},"labels":[],"label_agreement":null},{"id":"W2397908720","doi":"10.2118/180726-ms","title":"SAGD Production Observations Using Fiber Optic Distributed Acoustic and Temperature Sensing: \"SAGD DAS - Listening To Wells to Improve Understanding of Inflow\"","year":2016,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Inflow; Petroleum engineering; Thermocouple; Optical fiber; Distributed acoustic sensing; Oil well; Acoustics; Geology; Environmental science; Fiber optic sensor; Engineering; Electrical engineering","score_opus":0.027958329802365487,"score_gpt":0.22722926644171587,"score_spread":0.1992709366393504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2397908720","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8061004,0.00008810423,0.19025157,0.0015835722,0.0007797835,0.00029305887,0.00017518224,0.00038352763,0.0003447598],"genre_scores_gemma":[0.9896487,0.00002489822,0.00998854,0.00003857998,0.00008382516,0.000004980902,0.000008179595,0.00003755231,0.00016477211],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987308,0.000013397341,0.00033475022,0.00032081245,0.0002321889,0.00036804905],"domain_scores_gemma":[0.9991692,0.000105017825,0.000037330276,0.0003020266,0.00012822982,0.00025823942],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013230876,0.00022088966,0.00027899095,0.00013444992,0.00009761905,0.000046017725,0.00011943314,0.00011846033,0.000009286068],"category_scores_gemma":[0.00037446187,0.00019575702,0.000026937989,0.0005399469,0.00004337065,0.000114024566,0.000059825776,0.00021121994,0.0000012119262],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000125537235,0.0000043341947,0.00003771273,0.00017970853,0.000022522632,0.000009491031,0.00003651634,0.19935696,0.79723465,0.00037648843,0.0007872907,0.0019417981],"study_design_scores_gemma":[0.0018955347,0.0005518227,0.005385929,0.012840666,0.0004837253,0.00029884887,0.00092238456,0.4839634,0.46688908,0.0012362326,0.020814674,0.004717692],"about_ca_topic_score_codex":0.0067438707,"about_ca_topic_score_gemma":0.02175935,"teacher_disagreement_score":0.33034554,"about_ca_system_score_codex":0.000564855,"about_ca_system_score_gemma":0.00021086198,"threshold_uncertainty_score":0.9998703},"labels":[],"label_agreement":null},{"id":"W2401330637","doi":"","title":"Thermal Impact On Shale Deformation/Failure Behaviors --- Laboratory Studies","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BitCan (Canada)","funders":"","keywords":"Oil shale; Deformation (meteorology); Geology; Geotechnical engineering; Environmental science; Forensic engineering; Engineering; Paleontology","score_opus":0.013083547478040117,"score_gpt":0.21806533052291396,"score_spread":0.20498178304487386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2401330637","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55748945,0.0041542533,0.4103586,0.00014081308,0.012627847,0.002139821,0.0006883403,0.007866241,0.0045346473],"genre_scores_gemma":[0.9980512,0.0006067788,0.00052636996,0.00008609702,0.0002415314,0.000112801885,0.00004951892,0.00023311841,0.00009253552],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973695,0.00004559285,0.00062970526,0.00047899212,0.00050477305,0.00097138766],"domain_scores_gemma":[0.99844956,0.000054852517,0.00013042064,0.0007914098,0.0002487795,0.0003249824],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044061517,0.00075071765,0.0006017659,0.0004092544,0.00025893952,0.00006900117,0.0005520239,0.00038208655,0.00015237655],"category_scores_gemma":[0.000029262448,0.0006872148,0.0002747891,0.00059659383,0.000005576915,0.00047486057,0.00014855858,0.0006578946,0.00045665848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036999503,0.00012636145,0.000017421347,0.00023342938,0.0003907718,0.000037738144,0.0028507325,0.9351675,0.05219837,0.0076378463,0.001044336,0.000258532],"study_design_scores_gemma":[0.00075705757,0.00058157474,0.000013015309,0.00024469307,0.00019340587,0.000028608143,0.0008513862,0.87826353,0.11499644,0.0015553532,0.0011577954,0.0013571208],"about_ca_topic_score_codex":0.000012612598,"about_ca_topic_score_gemma":0.000008213963,"teacher_disagreement_score":0.44056183,"about_ca_system_score_codex":0.0004161113,"about_ca_system_score_gemma":0.00006114822,"threshold_uncertainty_score":0.9995579},"labels":[],"label_agreement":null},{"id":"W2402333568","doi":"10.1139/cgj-2015-0456","title":"Stability analyses for deviated wellbores in unconsolidated cross-anisotropic formations","year":2016,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Geology; Pore water pressure; Geotechnical engineering; Consolidation (business); Drilling fluid; Lithification; Lost circulation; Drilling; Effective stress; Anisotropy; Underbalanced drilling; Petroleum engineering; Sedimentary rock; Materials science","score_opus":0.032745404183511836,"score_gpt":0.27733534573396823,"score_spread":0.24458994155045638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2402333568","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49576008,0.00038373278,0.5017698,0.00054099766,0.00046927357,0.0002601181,0.0001636045,0.00030403998,0.00034839805],"genre_scores_gemma":[0.99901056,0.00007892398,0.00072495145,0.000033164237,0.00007977926,0.000014789532,0.000007386291,0.000025442296,0.000025023688],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988678,0.000016381424,0.0004057452,0.00011332861,0.0000895041,0.00050722534],"domain_scores_gemma":[0.9991634,0.0001146334,0.000028996166,0.0001746735,0.00008648673,0.00043184657],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025788808,0.00013728059,0.0001881163,0.00030289876,0.000107921005,0.00008247722,0.00020111515,0.00014280165,0.00012572411],"category_scores_gemma":[0.00024057242,0.00010617087,0.00009394262,0.00026594792,0.000048073012,0.000219947,0.000008113537,0.00024162208,0.000018643497],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012032219,0.0000144062915,0.0038248496,0.000052180625,0.0000757253,0.000035079294,0.00005073623,0.97389525,0.009658341,0.00040359295,0.0020862499,0.009891561],"study_design_scores_gemma":[0.002876509,0.00012525074,0.034759652,0.00043450165,0.00006447269,0.00019376868,0.00006462135,0.85225546,0.019111384,0.003930276,0.08516403,0.0010200529],"about_ca_topic_score_codex":0.0009908065,"about_ca_topic_score_gemma":0.008530588,"teacher_disagreement_score":0.5032505,"about_ca_system_score_codex":0.00055487227,"about_ca_system_score_gemma":0.00017204904,"threshold_uncertainty_score":0.47602683},"labels":[],"label_agreement":null},{"id":"W2403964157","doi":"10.2118/180694-ms","title":"Geomechanical Properties of Clearwater Shale at Elevated Temperatures","year":2016,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Innovates","funders":"Alberta Innovates - Technology Futures","keywords":"Caprock; Oil shale; Geology; Compressibility; Geomechanics; Petroleum engineering; Geotechnical engineering; Steam-assisted gravity drainage; Oil sands; Materials science; Asphalt; Composite material; Engineering","score_opus":0.012741635799463184,"score_gpt":0.17294251240092934,"score_spread":0.16020087660146615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2403964157","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9908338,0.0005438194,0.0032743777,0.0008580606,0.00050860166,0.00011333254,0.0000646072,0.00079113623,0.0030122446],"genre_scores_gemma":[0.99830544,0.00015940543,0.0002470304,0.00003879379,0.000042177377,0.000013949158,0.0000029193072,0.00003673883,0.0011535205],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99883,0.00001336544,0.00030445124,0.00021452019,0.00026491613,0.00037271215],"domain_scores_gemma":[0.9993944,0.00003709076,0.00002268029,0.00031216472,0.00008169168,0.00015198266],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000088442706,0.00019310434,0.00026964085,0.00004337049,0.00003936491,0.000014225414,0.0002536481,0.000117515105,0.00016978222],"category_scores_gemma":[0.00006764117,0.00012948172,0.000044680855,0.00011390297,0.00006848264,0.000056265915,0.00006803899,0.00018202352,0.000013851463],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024379295,0.000007772222,0.000052221276,0.00014039672,0.000019535259,0.000015169868,0.00000820889,0.0007607446,0.99272025,0.0007711678,0.0023051167,0.0031750435],"study_design_scores_gemma":[0.00027901397,0.00004477528,0.00019016475,0.0004853286,0.000011089057,0.000025144693,0.00000703327,0.004713648,0.97864866,0.00009473644,0.015136102,0.0003643218],"about_ca_topic_score_codex":0.0089086685,"about_ca_topic_score_gemma":0.056739062,"teacher_disagreement_score":0.04783039,"about_ca_system_score_codex":0.00022784962,"about_ca_system_score_gemma":0.00015303367,"threshold_uncertainty_score":0.9976911},"labels":[],"label_agreement":null},{"id":"W2407041059","doi":"10.2118/180720-ms","title":"A Study of Sealability Evaluation Criteria for Casing Connections in Thermal Wells","year":2016,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"EVRAZ (Canada)","funders":"","keywords":"Casing; Finite element method; Seal (emblem); Leakage (economics); Steam injection; Mechanical engineering; Engineering; Structural engineering; Computer science; Petroleum engineering","score_opus":0.04453920964780401,"score_gpt":0.28688790243130735,"score_spread":0.24234869278350335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2407041059","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9888073,0.000044003824,0.008824833,0.00023982696,0.00030326378,0.0003110755,0.000034672263,0.000116333846,0.0013186602],"genre_scores_gemma":[0.99946934,0.000006444054,0.00035995708,0.000007460935,0.000028806257,0.00008981363,0.0000020701518,0.000016939795,0.000019196825],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990377,0.000039821763,0.00031104538,0.00018436076,0.000203209,0.00022388472],"domain_scores_gemma":[0.9993121,0.00022730406,0.00002545982,0.0002396065,0.00013085497,0.000064685606],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044555197,0.00011695999,0.00020534931,0.00005630792,0.000028942262,0.000010184993,0.00011944569,0.000059552556,0.00005280782],"category_scores_gemma":[0.00023951297,0.00009932188,0.000024062663,0.00014267165,0.00002539806,0.000057236462,0.000015650561,0.00009761362,5.0905663e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020121239,0.0005678911,0.0091198,0.00095697626,0.0001424692,0.000027335798,0.00091333233,0.28835616,0.3818426,0.0025369935,0.0017646214,0.31357062],"study_design_scores_gemma":[0.008807459,0.0011501011,0.09862763,0.0016671594,0.00022302916,0.00002855474,0.0016036776,0.7680759,0.109585516,0.0023667617,0.005796289,0.0020679582],"about_ca_topic_score_codex":0.038842395,"about_ca_topic_score_gemma":0.41840148,"teacher_disagreement_score":0.47971973,"about_ca_system_score_codex":0.00035054897,"about_ca_system_score_gemma":0.00027194855,"threshold_uncertainty_score":0.967558},"labels":[],"label_agreement":null},{"id":"W2414080389","doi":"10.1155/2016/9168747","title":"Stick-Slip Analysis of a Drill String Subjected to Deterministic Excitation and Stochastic Excitation","year":2016,"lang":"en","type":"article","venue":"Shock and Vibration","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Excitation; Drill string; White noise; Random vibration; Slip (aerodynamics); Gaussian; Additive white Gaussian noise; Drill; Mathematics; Mechanics; Vibration; Physics; Statistical physics; Engineering; Acoustics; Statistics; Quantum mechanics; Mechanical engineering","score_opus":0.005986382627857759,"score_gpt":0.2001316759611005,"score_spread":0.19414529333324276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2414080389","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5245636,0.00003690082,0.4752009,0.000009409797,0.00005030868,0.0000551633,0.0000068250715,0.00005293107,0.000023939221],"genre_scores_gemma":[0.99898225,0.000028588047,0.00089679094,0.0000052576424,0.000032730484,0.0000102836175,0.00001516943,0.000013615114,0.000015299845],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99947256,0.000010989333,0.00019026612,0.00013066144,0.000086384855,0.00010916799],"domain_scores_gemma":[0.99964476,0.00014662884,0.000027232478,0.0000798336,0.000039027873,0.00006249999],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007453798,0.0000954482,0.00015135908,0.0003275904,0.000034378598,0.000024748268,0.000024118941,0.00004251073,0.0000053863455],"category_scores_gemma":[0.00009261903,0.00008254218,0.00002217709,0.00034173913,0.000012251458,0.00014839339,0.00000877175,0.000026441667,0.0000015739154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033724627,0.000012104424,0.0015509165,0.0001488451,0.00028126096,0.0000010906075,0.00217004,0.5945364,0.3634903,0.0016338215,0.000014403943,0.03612707],"study_design_scores_gemma":[0.00029607225,0.00008112452,0.10040308,0.000104736886,0.00021467132,0.0000011957586,0.0000960151,0.89495665,0.003244875,0.00040221575,0.000012967147,0.0001864022],"about_ca_topic_score_codex":0.000007286928,"about_ca_topic_score_gemma":0.00003593444,"teacher_disagreement_score":0.47441864,"about_ca_system_score_codex":0.000021586353,"about_ca_system_score_gemma":0.000005471223,"threshold_uncertainty_score":0.33659723},"labels":[],"label_agreement":null},{"id":"W2416904711","doi":"10.2172/1235550","title":"International Energy Agency (IEA) Greenhouse Gas (GHG) Weyburn-Midale CO₂ Monitoring and Storage Project","year":2015,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petroleum Technology Research Centre","funders":"","keywords":"Greenhouse gas; Casing; Government (linguistics); Environmental science; Enhanced oil recovery; Work (physics); Petroleum engineering; Overburden; Engineering; Waste management; Mining engineering; Geology; Mechanical engineering","score_opus":0.032304051092794175,"score_gpt":0.25902381293637283,"score_spread":0.22671976184357867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2416904711","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.019223789,0.015633902,0.05106922,0.000027863825,0.028341884,0.00043897275,0.00012374208,0.004317918,0.8808227],"genre_scores_gemma":[0.86498183,0.06132452,0.0041865734,0.000008172482,0.008364859,0.00017595784,0.00025777917,0.00081356167,0.059886727],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99760836,0.00001457415,0.00046944205,0.0004165877,0.001067219,0.00042378722],"domain_scores_gemma":[0.99896115,0.000043189968,0.000081920014,0.00038027272,0.00034975997,0.00018370755],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047219824,0.00050898443,0.0004893849,0.00041556972,0.000045993867,0.00016671803,0.0003039232,0.0003830059,0.00005595814],"category_scores_gemma":[0.00010575196,0.00051742414,0.000120416196,0.00016542365,0.000026295409,0.00023118181,0.000118262826,0.0004710021,0.000016052754],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031894215,0.0001713949,0.0015776962,0.003075307,0.0026346163,0.0010878742,0.0017482481,0.40336952,0.0036590735,0.00029866007,0.30016547,0.28218025],"study_design_scores_gemma":[0.00032196572,0.000043540294,0.00012324826,0.00045766824,0.00007958133,0.00017747152,0.000049032897,0.05954598,0.00079362595,0.00006527444,0.93745553,0.000887084],"about_ca_topic_score_codex":0.001170651,"about_ca_topic_score_gemma":0.000030430516,"teacher_disagreement_score":0.8457581,"about_ca_system_score_codex":0.0006557159,"about_ca_system_score_gemma":0.00025381008,"threshold_uncertainty_score":0.9997277},"labels":[],"label_agreement":null},{"id":"W2428564949","doi":"10.5006/c2016-07888","title":"Prediction of Corrosion Occurrence by Simulating Multi-phased Fluid Flow in Downhole Tubulars in SAGD Production. I. Vertical and Horizontal Segments","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Corrosion; Petroleum engineering; Flow (mathematics); Fluid dynamics; Materials science; Geology; Environmental science; Geotechnical engineering; Mechanics; Metallurgy; Physics","score_opus":0.011510618883208635,"score_gpt":0.20555110089672815,"score_spread":0.1940404820135195,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2428564949","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8543009,0.00015366777,0.14495729,0.000009757277,0.00028396636,0.00012576034,0.000026111085,0.00010889074,0.00003364633],"genre_scores_gemma":[0.9985668,0.000055440265,0.0013139782,0.0000013996626,0.000018374747,0.0000081153485,0.000009384971,0.000011775355,0.000014726803],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992674,0.000011163113,0.0002585386,0.00017782206,0.00010487351,0.00018018586],"domain_scores_gemma":[0.99979985,0.00003449583,0.000008833952,0.000096477845,0.000013268836,0.00004706024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012900107,0.00010885673,0.00013315295,0.000098105185,0.000013711105,0.0000069616963,0.000038766466,0.00006299875,0.00000910527],"category_scores_gemma":[0.00007476193,0.000089637484,0.000013122311,0.00013721078,0.000020259662,0.00016730213,0.000012266761,0.000082306535,0.0000025904703],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009980321,0.00004207295,0.014883275,0.000045514586,0.0000026432003,8.985421e-7,0.000086943146,0.21198066,0.76565605,0.0000013902094,0.00006617143,0.0072244196],"study_design_scores_gemma":[0.0009600704,0.00004466884,0.0037910126,0.00024136544,0.0000032840212,0.0000017228016,0.000018823528,0.8083844,0.18641344,0.0000025607703,0.00003819615,0.0001004206],"about_ca_topic_score_codex":0.000019538238,"about_ca_topic_score_gemma":0.000012031275,"teacher_disagreement_score":0.5964038,"about_ca_system_score_codex":0.000077156,"about_ca_system_score_gemma":0.0000055362343,"threshold_uncertainty_score":0.36553106},"labels":[],"label_agreement":null},{"id":"W2433610418","doi":"10.5006/c2016-07815","title":"Understanding the Role of Microbes in Frequent Coiled Tubing Failures","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Coiled tubing; Petroleum engineering; Forensic engineering; Computer science; Materials science; Biochemical engineering; Engineering","score_opus":0.015454772695793328,"score_gpt":0.16985442925262062,"score_spread":0.1543996565568273,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2433610418","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23023506,0.001658076,0.7400346,0.00042682549,0.00037254058,0.00017041717,0.0000052074543,0.0004728346,0.026624437],"genre_scores_gemma":[0.99942404,0.00007099453,0.0004036527,0.0000049895243,0.000021723534,0.000003424497,2.4243317e-7,0.00001635828,0.0000545711],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999577,0.0000066575712,0.00013849307,0.00006327568,0.00005982634,0.00015477826],"domain_scores_gemma":[0.9997601,0.000094810166,0.000009391716,0.00011113725,0.0000055236696,0.000019037021],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010404509,0.000075444645,0.00009179008,0.000064369924,0.000014940193,0.000010009306,0.00009096178,0.000031481206,0.000033870525],"category_scores_gemma":[0.0000106534335,0.00004210859,0.00002935856,0.00008682569,0.000019190162,0.0000552012,0.000012647661,0.000050845563,0.000008250841],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029213709,0.000008784786,0.0035701573,0.000047264803,0.000041911342,0.0000020246841,0.0007033527,0.22919297,0.7238966,0.038195174,0.00016253714,0.004176269],"study_design_scores_gemma":[0.0009283522,0.000027446675,0.0007045965,0.00074935687,0.000017186687,0.000008140683,0.0022222302,0.16112632,0.81140155,0.01481933,0.0075105526,0.00048495445],"about_ca_topic_score_codex":0.000044077253,"about_ca_topic_score_gemma":0.0000750413,"teacher_disagreement_score":0.769189,"about_ca_system_score_codex":0.00007710699,"about_ca_system_score_gemma":0.000003791145,"threshold_uncertainty_score":0.17171384},"labels":[],"label_agreement":null},{"id":"W2438340690","doi":"10.5006/c2016-07298","title":"Application of Non-Metallic Materials in Oil Sands Operations","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Innovates","funders":"","keywords":"Oil sands; Materials science; Metal; Corrosion; Petroleum engineering; Metallurgy; Environmental science; Geology; Composite material; Asphalt","score_opus":0.003875187614265187,"score_gpt":0.19058955341920425,"score_spread":0.18671436580493905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2438340690","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6680132,0.00002534614,0.32798466,0.000030434912,0.00010261325,0.000029794626,0.000004837023,0.00011017935,0.0036988994],"genre_scores_gemma":[0.99802995,0.00008556659,0.0014659958,0.000003100768,0.000029116067,0.000024524923,0.0000029404855,0.0000120079,0.00034682913],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99968624,0.0000023077591,0.00014342126,0.000054815984,0.0000355004,0.00007771317],"domain_scores_gemma":[0.99985176,0.000013005638,0.00000447076,0.00010539613,0.000009006726,0.000016339754],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000063861095,0.000050579416,0.00008451392,0.000057718786,0.0000053255835,0.0000054089496,0.000046571535,0.000029554398,0.00006791297],"category_scores_gemma":[0.000005143529,0.000036310692,0.000011312804,0.00007541196,0.0000055524065,0.00005803221,0.000005505618,0.00001406233,0.00004294462],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.7789257e-7,0.0000044561266,0.00006837739,0.000026917143,0.0000043349114,9.900483e-8,0.000023608856,0.08750929,0.89850336,0.00074589753,0.000018681414,0.013094506],"study_design_scores_gemma":[0.00027491356,0.00000700293,0.001248206,0.000054725315,0.0000035563746,8.001415e-7,0.0000059842278,0.16467634,0.83251303,0.000060025188,0.0010369394,0.000118456395],"about_ca_topic_score_codex":0.000029608678,"about_ca_topic_score_gemma":0.000018544564,"teacher_disagreement_score":0.33001667,"about_ca_system_score_codex":0.000014806632,"about_ca_system_score_gemma":0.0000026900007,"threshold_uncertainty_score":0.14807071},"labels":[],"label_agreement":null},{"id":"W2441902299","doi":"","title":"Investigation of the Effects of Vibration Frequency On Rotary Drilling Penetration Rate Using Diamond Drag Bit","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drag; Bit (key); Drilling; Vibration; Rate of penetration; Penetration rate; Materials science; Diamond; Penetration (warfare); Mechanical engineering; Acoustics; Engineering; Composite material; Petroleum engineering; Mechanics; Computer science; Physics; Metallurgy","score_opus":0.01203611560825852,"score_gpt":0.1748101194706426,"score_spread":0.16277400386238408,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2441902299","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35549852,0.00027076615,0.64015454,0.00001352378,0.0029185836,0.00067444774,0.000017484552,0.00023966897,0.00021247742],"genre_scores_gemma":[0.9977511,0.00022874684,0.0016830908,0.000039585422,0.000115794115,0.000030427942,0.000025018813,0.000113134236,0.000013091336],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979935,0.000098852855,0.00070740224,0.0003492778,0.00039836476,0.0004525927],"domain_scores_gemma":[0.9986849,0.00012267323,0.00030258452,0.0006019378,0.00015641467,0.00013153422],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046553917,0.00039344662,0.00039842105,0.00029892445,0.00015146528,0.000025793943,0.00037006254,0.00029305802,0.0000132596415],"category_scores_gemma":[0.000094782925,0.00036980014,0.00017664077,0.0006561695,0.0000075995977,0.00033322617,0.000075435615,0.0003483707,0.000007265156],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007147361,0.000015084894,0.000025624991,0.0004225454,0.00004451892,0.000001208743,0.00056234177,0.39430887,0.5968728,0.0076872706,0.000005635794,0.00004692799],"study_design_scores_gemma":[0.00018962132,0.00012181483,0.000020307443,0.00032002476,0.00006115032,0.0000025077995,0.000020583357,0.49958706,0.49291363,0.0065600425,0.000004071181,0.00019918763],"about_ca_topic_score_codex":0.00006786636,"about_ca_topic_score_gemma":0.0000133223475,"teacher_disagreement_score":0.64225256,"about_ca_system_score_codex":0.00015553668,"about_ca_system_score_gemma":0.00007280386,"threshold_uncertainty_score":0.99987537},"labels":[],"label_agreement":null},{"id":"W2460833639","doi":"","title":"Assessment And Mitigation of Drilling Risks Using ROP Model Coupled With Monte - Carlo Simulation","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Monte Carlo method; Risk assessment; Computer science; Risk analysis (engineering); Environmental science; Medicine; Statistics; Mathematics; Computer security","score_opus":0.02975578845907305,"score_gpt":0.24221354607988507,"score_spread":0.21245775762081204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2460833639","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19154765,0.00019608259,0.80708843,0.000003294159,0.00034960243,0.00034042975,0.000022422162,0.00032280257,0.00012926834],"genre_scores_gemma":[0.982456,0.00030034952,0.016961506,0.000011710407,0.0000597015,0.000023480417,0.000014276414,0.00015772527,0.000015234726],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99803567,0.000024781932,0.0005726308,0.00043128495,0.00042728643,0.0005083625],"domain_scores_gemma":[0.9989101,0.000049061113,0.00018978865,0.00043537855,0.00022777711,0.00018789188],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034327715,0.0004436102,0.00048903225,0.00027907462,0.00015845869,0.000046205434,0.00019224222,0.00026008332,0.000008538585],"category_scores_gemma":[0.000010269854,0.00046352536,0.00008869188,0.0003305433,0.0000053471163,0.00034819843,0.0000825204,0.00033695897,0.0000019402958],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018770637,0.000030562776,0.0000259343,0.00021074309,0.0001035265,0.0000037420477,0.00052408996,0.94819486,0.047734722,0.0030698858,9.324124e-7,0.00008220162],"study_design_scores_gemma":[0.00061023165,0.00014533605,0.0000070225265,0.00021430822,0.00017754945,0.000011435949,0.00012304547,0.98397624,0.012641683,0.0015706784,0.0000063285906,0.00051611336],"about_ca_topic_score_codex":0.00007989414,"about_ca_topic_score_gemma":0.0000143212255,"teacher_disagreement_score":0.7909084,"about_ca_system_score_codex":0.00019841548,"about_ca_system_score_gemma":0.000065677545,"threshold_uncertainty_score":0.99978167},"labels":[],"label_agreement":null},{"id":"W2462019521","doi":"10.3968/8525","title":"Application of Ultrasonic Wavesfor Degassing of Drilling Fluids and Crude OilsApplication of Ultrasonic Waves for Degassing of Drilling Fluids and Crude Oils","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Separator (oil production); Drilling; Petroleum engineering; Drilling fluid; Ultrasonic sensor; Materials science; Crude oil; Environmental science; Geology; Metallurgy; Acoustics","score_opus":0.009978715731529699,"score_gpt":0.231790718817302,"score_spread":0.2218120030857723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2462019521","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3399768,0.003798749,0.6559163,0.000018813991,0.000057381792,0.00015686039,0.000007792262,0.000031289146,0.000036075766],"genre_scores_gemma":[0.9236064,0.0075585097,0.06866669,0.0000029471487,0.000024476076,0.000083793784,0.000018059087,0.000030316036,0.000008806363],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984607,0.000016435084,0.00084005366,0.00027428253,0.00018232668,0.00022619743],"domain_scores_gemma":[0.99915653,0.00029010812,0.00022784942,0.00015392259,0.00010749501,0.00006408873],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037572824,0.00021161669,0.00041989426,0.00025456902,0.00006148401,0.000015584288,0.000077286546,0.000091876864,0.0000012948647],"category_scores_gemma":[0.00006543949,0.00019121898,0.000033250348,0.00017431338,0.00010742696,0.00059095933,0.000020410444,0.00006375793,1.7342288e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037400223,0.000027373422,0.0030138404,0.0010149778,0.000030186888,9.567612e-8,0.0011583457,0.06627979,0.7029692,0.0008111057,6.9851114e-7,0.22465698],"study_design_scores_gemma":[0.0009337998,0.00006608233,0.001199339,0.000820716,0.00002141677,0.0000029378027,0.00045116886,0.14973828,0.84529006,0.0005198469,0.0007182701,0.00023805385],"about_ca_topic_score_codex":0.000003886525,"about_ca_topic_score_gemma":0.000015305166,"teacher_disagreement_score":0.5872496,"about_ca_system_score_codex":0.00007007988,"about_ca_system_score_gemma":0.000042263327,"threshold_uncertainty_score":0.77976835},"labels":[],"label_agreement":null},{"id":"W2463318651","doi":"10.2118/cim-01-06-ms","title":"Drilling Practices for SAGD Wells in the Athabasca Oil Sands","year":2001,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cameco (Canada)","funders":"","keywords":"Oil sands; Drilling; Borehole; Petroleum engineering; Asphalt; Casing; Geology; Mining engineering; Geotechnical engineering; Engineering","score_opus":0.020988557794892764,"score_gpt":0.24618873191927937,"score_spread":0.22520017412438662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2463318651","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4011031,0.0025379423,0.24109069,0.0012943748,0.0014589468,0.00031363257,0.0000067659066,0.0011801303,0.3510144],"genre_scores_gemma":[0.9942665,0.000771747,0.0028469919,0.0001304845,0.00028120851,0.00004025559,0.0000055406417,0.000034720906,0.0016225578],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993398,0.000009091132,0.0001641812,0.0001163541,0.000100964266,0.0002695968],"domain_scores_gemma":[0.9994544,0.0003022607,0.000026866663,0.00017322628,0.000012710839,0.000030575346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036682683,0.0001193573,0.00011150112,0.00006772283,0.000042344054,0.00006319384,0.00016276572,0.00005559016,0.000037379697],"category_scores_gemma":[0.000067091045,0.00008792538,0.000052808096,0.00018999974,0.0000071316927,0.00015243505,0.0000075698435,0.00013496529,0.000029166835],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013119572,0.000034912024,0.0019136285,0.00017830954,0.00004127278,0.000016265398,0.0012004096,0.95486116,0.000892158,0.0012988437,0.004660782,0.034889113],"study_design_scores_gemma":[0.0002883013,0.000016858015,0.00029475818,0.000043885255,0.000011610787,0.000016910377,0.00028737678,0.5864233,0.0009765668,0.00008643405,0.41137502,0.00017898725],"about_ca_topic_score_codex":0.00010797057,"about_ca_topic_score_gemma":0.000085332875,"teacher_disagreement_score":0.5931634,"about_ca_system_score_codex":0.000021740996,"about_ca_system_score_gemma":0.000005184407,"threshold_uncertainty_score":0.3585493},"labels":[],"label_agreement":null},{"id":"W247108900","doi":"","title":"Accelerated calcium carbonate precipitation by aquifer microorganisms: A possible in situ remediation technique for radionuclides and metals","year":2000,"lang":"en","type":"article","venue":"ACS Division of Environmental Chemistry, Preprints","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Environmental remediation; Radionuclide; Precipitation; Environmental chemistry; In situ; Carbonate; Environmental science; Calcium carbonate; Microorganism; Aquifer; Calcium; Contamination; Groundwater; Geology; Radiochemistry; Chemistry; Bacteria; Ecology; Geotechnical engineering","score_opus":0.008724691540252686,"score_gpt":0.21310826240833733,"score_spread":0.20438357086808465,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W247108900","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.995129,0.00022699633,0.0033932538,0.00000781293,0.000022510794,0.00032302603,0.00003650119,0.00005691974,0.0008040086],"genre_scores_gemma":[0.99826145,0.0003320208,0.0009500001,0.0000040729974,0.000011542442,0.00007374092,0.00010226003,0.00003363268,0.00023126745],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99919087,0.000009646899,0.00028164173,0.0002471199,0.00011286839,0.00015787197],"domain_scores_gemma":[0.999688,0.000042795604,0.000037590275,0.00017356384,0.000004591857,0.000053419837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017734012,0.00015169052,0.00016892522,0.000030464042,0.000022690481,0.0000147057735,0.000096080876,0.00011892998,0.00017396983],"category_scores_gemma":[0.000020909933,0.00017339745,0.00003104081,0.000057956655,0.000031733507,0.000107231695,0.00003110653,0.000092488815,0.000007721119],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000109452085,0.00004237424,0.00077322265,0.0000926715,0.00001696547,4.0393365e-7,0.00014646523,0.02178196,0.97446674,2.9308944e-7,0.000032486154,0.0026354997],"study_design_scores_gemma":[0.0004144704,0.000010957057,0.0074322335,0.000055418244,0.000010329921,0.000002355069,0.0000220276,0.0072763646,0.98437214,0.000055660934,0.00018681999,0.00016123998],"about_ca_topic_score_codex":0.0000067819205,"about_ca_topic_score_gemma":3.2770572e-7,"teacher_disagreement_score":0.014505596,"about_ca_system_score_codex":0.000085407235,"about_ca_system_score_gemma":0.0000033089373,"threshold_uncertainty_score":0.70709425},"labels":[],"label_agreement":null},{"id":"W2471149676","doi":"","title":"Wellbore Stress Changes and Microannulus Development Because of Cement Shrinkage","year":2015,"lang":"en","type":"article","venue":"49th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Shrinkage; Cement; Stress (linguistics); Forensic engineering; Wellbore; Geology; Petroleum engineering; Engineering; Materials science; Composite material; Philosophy","score_opus":0.012945036805004492,"score_gpt":0.1944926136243627,"score_spread":0.1815475768193582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2471149676","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06539265,0.0060096486,0.9188519,0.00028665352,0.004776341,0.0012574774,0.00022987525,0.0016543448,0.0015410816],"genre_scores_gemma":[0.99561614,0.0010271361,0.0024567838,0.000053280783,0.0001805676,0.0000838723,0.00008924584,0.00018339242,0.0003095553],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975178,0.000031645523,0.00061256555,0.0005249916,0.00052194146,0.0007910511],"domain_scores_gemma":[0.9985917,0.000041814605,0.00013205771,0.0005622392,0.0001919841,0.00048019565],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004815796,0.00058012706,0.00059760205,0.0003610873,0.00011294506,0.00006713506,0.000425064,0.00028577284,0.00003341417],"category_scores_gemma":[0.000025583278,0.00062596943,0.000076685545,0.0003769959,0.0000058292326,0.00016460552,0.00032606305,0.00033464175,0.000051777424],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060217335,0.0002294398,0.000035792968,0.0017273673,0.0005156153,0.000058253347,0.0052420804,0.82388794,0.15115042,0.00932662,0.0017752878,0.005990932],"study_design_scores_gemma":[0.0011045524,0.00022964587,0.0000020542982,0.00033423916,0.00008884856,0.000031586045,0.0006711064,0.6104079,0.36435887,0.0007079849,0.021173839,0.0008893777],"about_ca_topic_score_codex":0.000025834499,"about_ca_topic_score_gemma":0.00006765165,"teacher_disagreement_score":0.9302235,"about_ca_system_score_codex":0.00023848648,"about_ca_system_score_gemma":0.000086022934,"threshold_uncertainty_score":0.9996192},"labels":[],"label_agreement":null},{"id":"W2472012298","doi":"10.3968/8265","title":"The Study on Sand Consolidation Agent Formula System of H Block","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Curing (chemistry); Consolidation (business); Permeability (electromagnetism); Porosity; Materials science; Composite material; Petroleum engineering; Chemistry; Geology","score_opus":0.01339373639785167,"score_gpt":0.22830774699092157,"score_spread":0.21491401059306992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2472012298","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46766105,0.0025658843,0.5229039,0.00011575056,0.0013606758,0.00055818656,0.0000037030072,0.0003234424,0.0045073847],"genre_scores_gemma":[0.99882036,0.0007990108,0.0002486276,0.0000025293311,0.000014766917,0.00006748248,0.000001265559,0.0000088967945,0.00003704841],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941593,0.000013129268,0.00025079987,0.00009121644,0.00012295182,0.00010594001],"domain_scores_gemma":[0.9997624,0.00007628025,0.000031939326,0.000087692904,0.000017379494,0.000024267729],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017559048,0.00008535006,0.000095530115,0.000065070686,0.00005338593,0.000014018351,0.000044355293,0.000016963499,5.9813135e-7],"category_scores_gemma":[0.00001145076,0.000051713603,0.000007683487,0.000053783366,0.000011703167,0.00018804903,0.00000984468,0.000031701606,0.0000068786567],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045686338,0.00005911894,0.0030391582,0.00011945548,0.000038515165,0.000003334303,0.0025963127,0.8282785,0.0010774464,0.0017606722,0.000036009915,0.1629458],"study_design_scores_gemma":[0.011086163,0.0009881904,0.016536383,0.00273931,0.000038196034,0.000016872318,0.025707364,0.4225193,0.229527,0.0006465326,0.2883729,0.0018217791],"about_ca_topic_score_codex":3.3324136e-7,"about_ca_topic_score_gemma":0.0000112454345,"teacher_disagreement_score":0.53115934,"about_ca_system_score_codex":0.00007179869,"about_ca_system_score_gemma":0.000008985292,"threshold_uncertainty_score":0.21088196},"labels":[],"label_agreement":null},{"id":"W2473250245","doi":"10.1002/cjce.22575","title":"Experimental investigation of the effects of SnO<sub>2</sub> nanoparticles and KCl salt on a water base drilling fluid properties","year":2016,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":42,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Drilling; Petroleum engineering; Rheology; Thermal conductivity; Thixotropy; Nanoparticle; Materials science; Filtration (mathematics); Nanofluid; Conductivity; Electrical resistivity and conductivity; Chemical engineering; Chemistry; Composite material; Geology; Metallurgy; Nanotechnology","score_opus":0.005266660056188115,"score_gpt":0.1417199242469196,"score_spread":0.13645326419073148,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2473250245","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9982911,0.00092521677,0.0002569256,0.00012519608,0.00029944105,0.000076925826,0.0000017237651,0.000018152668,0.0000053146064],"genre_scores_gemma":[0.9997925,0.000010545178,0.00006286404,0.000013208396,0.00008447096,0.0000034571262,1.6679849e-7,0.000031363998,0.0000014344434],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99924934,0.000013291957,0.00029324033,0.00006516127,0.00014753683,0.00023145176],"domain_scores_gemma":[0.99949944,0.000099079465,0.000042028263,0.00013466836,0.00003969995,0.00018507082],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016418479,0.00013778792,0.00018846843,0.00008795416,0.000033160744,0.000015503574,0.00015811791,0.000055155197,0.000001461499],"category_scores_gemma":[0.00012498112,0.00006802822,0.00006852981,0.000079480225,0.000096916185,0.000085720916,0.000014465368,0.00014681678,7.2994726e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006757615,0.0000019953113,0.000040737723,0.0001382864,0.000032413398,0.0000026572427,0.00060736964,0.062330812,0.93647987,0.000053164757,0.0000138277555,0.0002920864],"study_design_scores_gemma":[0.00026902673,0.000035605404,0.000057691443,0.00097199326,0.000020145226,0.000022792936,0.0000083751665,0.015103373,0.9833666,0.000032148706,0.000013392394,0.00009887147],"about_ca_topic_score_codex":0.00003627703,"about_ca_topic_score_gemma":0.000007243735,"teacher_disagreement_score":0.047227442,"about_ca_system_score_codex":0.00009555439,"about_ca_system_score_gemma":0.000041010167,"threshold_uncertainty_score":0.27741104},"labels":[],"label_agreement":null},{"id":"W2476446836","doi":"10.5006/c2016-07892","title":"Establishing Operating Envelops for Material Susceptibility to Environmentally Assisted Cracking in Thermal Oil Sands Operation","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Innovates","funders":"","keywords":"Cracking; Materials science; Petroleum engineering; Thermal; Environmentally friendly; Waste management; Environmental science; Composite material; Geology; Engineering","score_opus":0.0092590051417679,"score_gpt":0.20407733613228846,"score_spread":0.19481833099052057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2476446836","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8818199,0.000008954757,0.115381986,0.00007559795,0.00048780287,0.00013525627,0.000016637876,0.00024989905,0.0018239572],"genre_scores_gemma":[0.98576087,0.0000058106984,0.013537599,0.000036753943,0.00021776998,0.000065058746,0.000017012144,0.00004865252,0.0003104884],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99897915,0.000017633683,0.00031692372,0.00024539098,0.00010958115,0.00033130267],"domain_scores_gemma":[0.9996339,0.000096497264,0.000013198146,0.00016985234,0.00001147529,0.00007506144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004057305,0.00017165727,0.00016832803,0.00008103006,0.00006532721,0.00014933138,0.00012399348,0.000081503174,0.00020044016],"category_scores_gemma":[0.000080252634,0.0001347996,0.0000353664,0.00007397182,0.000009649481,0.0004166802,0.000038712707,0.00006163284,0.00001891812],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000849437,0.000009499814,0.0013044291,0.00003478554,0.0000067410856,0.0000010026164,0.0002198156,0.21971847,0.733818,0.000026697418,0.00003624028,0.044815816],"study_design_scores_gemma":[0.001883232,0.000100880476,0.027305264,0.00038312573,0.000013563823,0.0000057880425,0.00021636176,0.25502297,0.71170044,0.000016483438,0.0024025573,0.0009493212],"about_ca_topic_score_codex":0.000036791283,"about_ca_topic_score_gemma":0.00010808739,"teacher_disagreement_score":0.10394094,"about_ca_system_score_codex":0.00021286674,"about_ca_system_score_gemma":0.000009951992,"threshold_uncertainty_score":0.54969686},"labels":[],"label_agreement":null},{"id":"W2481851473","doi":"","title":"Technical Reviews in Rock Engineering: Experience in a Consulting Practice","year":2013,"lang":"en","type":"article","venue":"ISRM SINOROCK","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Engineering; Geology; Engineering ethics; Construction engineering; Mining engineering","score_opus":0.01630526098254997,"score_gpt":0.2504900108688592,"score_spread":0.23418474988630922,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2481851473","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7384186,0.02804731,0.19202888,0.0005374165,0.0023115077,0.003393113,0.000005324042,0.003749105,0.031508736],"genre_scores_gemma":[0.9922554,0.0005252945,0.006763527,0.000060108054,0.00006782513,0.000218672,0.0000019461886,0.000045911274,0.000061321305],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998648,0.000020298672,0.00051122694,0.0002355405,0.00012868065,0.00045625962],"domain_scores_gemma":[0.9993765,0.00020184173,0.000033715693,0.00026539984,0.000026825874,0.000095712996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000208729,0.00022679495,0.00031338315,0.0001875644,0.00001711726,0.000049546976,0.0001943814,0.00012583128,0.000041903826],"category_scores_gemma":[0.00068984745,0.00023958579,0.000044765347,0.00051299814,0.0000058272108,0.00043661328,0.00004088799,0.0004281615,0.00030723095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000032680182,0.000053067768,0.0015397173,0.00019713912,0.000005377136,0.000038442293,0.001186493,0.9592496,0.030845005,0.00013054538,0.0008008454,0.005950481],"study_design_scores_gemma":[0.0005362618,0.00002163761,0.0034566796,0.0005961293,0.00000638428,0.00007515654,0.00023137918,0.9162985,0.002483776,0.000017710083,0.075690225,0.000586135],"about_ca_topic_score_codex":0.0001235828,"about_ca_topic_score_gemma":0.000027039569,"teacher_disagreement_score":0.25383678,"about_ca_system_score_codex":0.0001461129,"about_ca_system_score_gemma":0.000009442299,"threshold_uncertainty_score":0.9770025},"labels":[],"label_agreement":null},{"id":"W2483902342","doi":"10.2118/00-10-05","title":"Application of Multiphase Flow Methods to Horizontal Underbalanced Drilling","year":2000,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Underbalanced drilling; Petroleum engineering; Drilling; Drilling fluid; Directional drilling; Multiphase flow; Lost circulation; Coiled tubing; Tripping; Completion (oil and gas wells); Well drilling; Geology; Engineering; Mechanical engineering; Mechanics","score_opus":0.004320844780433094,"score_gpt":0.22445444293299496,"score_spread":0.22013359815256187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2483902342","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16713305,0.00080797233,0.8288444,0.0005390595,0.00036468837,0.00007521449,0.000013428242,0.0001420931,0.0020800822],"genre_scores_gemma":[0.8412983,0.00011938967,0.15840115,0.00002206446,0.000089562265,0.0000042915935,0.0000012658558,0.000029391618,0.000034593006],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908286,0.000010852819,0.00040970344,0.000094213465,0.00010031408,0.00030202325],"domain_scores_gemma":[0.9994003,0.000028762122,0.000059088612,0.00019794791,0.00006416697,0.00024972743],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022081826,0.00012847454,0.00030794987,0.0018286973,0.000029528494,0.000009131557,0.00025640646,0.0001732163,0.0000339584],"category_scores_gemma":[0.00003715209,0.0001373109,0.00007577433,0.00077767007,0.00002568061,0.00006306774,0.000005205244,0.00030698712,0.000012496628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000065442496,0.0000051925595,0.00010519379,0.000014167958,0.00003997262,0.000012964362,0.000038779166,0.7332969,0.028065069,0.00015489286,0.00016819035,0.23809215],"study_design_scores_gemma":[0.00058420404,0.0002000471,0.00014922395,0.00007757369,0.000033789653,0.00020018028,0.00008268738,0.76590216,0.044593606,0.00038905264,0.18754083,0.00024662507],"about_ca_topic_score_codex":0.00093146315,"about_ca_topic_score_gemma":0.0033309637,"teacher_disagreement_score":0.67416525,"about_ca_system_score_codex":0.00020742741,"about_ca_system_score_gemma":0.00006443173,"threshold_uncertainty_score":0.5599376},"labels":[],"label_agreement":null},{"id":"W2484684925","doi":"","title":"Shear Failure and Shear Fracturing in Shales","year":2007,"lang":"en","type":"article","venue":"1st Canada - U.S. Rock Mechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Shear (geology); Geology; Geotechnical engineering; Petrology","score_opus":0.0031981726581760688,"score_gpt":0.1627137600240301,"score_spread":0.15951558736585403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2484684925","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.460966,0.0056031835,0.51700056,0.0011024826,0.005079034,0.00083303894,0.00007947344,0.001486558,0.007849674],"genre_scores_gemma":[0.99886435,0.00015150828,0.0005478967,0.00008783649,0.00017008981,0.000006568137,0.000010370787,0.00008485893,0.000076523946],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984655,0.000008708773,0.00032667044,0.00027945804,0.00028119382,0.0006384899],"domain_scores_gemma":[0.99939525,0.00006958835,0.0000249822,0.00024369803,0.000024094606,0.00024239619],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024273341,0.0002804921,0.00026462084,0.00017519579,0.00008508808,0.000044716166,0.00016616561,0.00015782744,0.000020426616],"category_scores_gemma":[0.000015970933,0.00032161942,0.00003407108,0.00022534085,0.0000028166025,0.00012567086,0.00005330839,0.00039917562,0.000005085816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000054349575,0.000008095687,0.00017104181,0.00020081956,0.000028837032,0.00014340723,0.00019092031,0.9868018,0.010251531,0.0007125655,0.0010128263,0.00047274446],"study_design_scores_gemma":[0.0005839412,0.000036679,0.00036164242,0.00026073834,0.00002629761,0.00009195229,0.00036370315,0.89214617,0.04140216,0.0002473688,0.06356737,0.0009119559],"about_ca_topic_score_codex":0.035402555,"about_ca_topic_score_gemma":0.29486918,"teacher_disagreement_score":0.53789836,"about_ca_system_score_codex":0.00034938022,"about_ca_system_score_gemma":0.00008848283,"threshold_uncertainty_score":0.9999236},"labels":[],"label_agreement":null},{"id":"W2487146908","doi":"10.2118/180544-ms","title":"Case Study of Enhancing Wellbore Strengthening While Drilling Subnormal and Overpressured Formation Types","year":2016,"lang":"en","type":"article","venue":"IADC/SPE Asia Pacific Drilling Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Wellbore; Drilling fluid; Underbalanced drilling; Geology; High pressure; Completion (oil and gas wells); Lead (geology); Lost circulation; Engineering; Mechanical engineering; Paleontology","score_opus":0.011257005534217844,"score_gpt":0.2004099309445789,"score_spread":0.18915292541036105,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2487146908","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8605863,0.000476094,0.13603003,0.00004902756,0.00033644374,0.00027720124,0.000014819987,0.0010747698,0.0011553159],"genre_scores_gemma":[0.9972915,0.00025246863,0.0022603427,0.0000011893513,0.0000572191,0.000028025119,0.000003508473,0.000060039394,0.000045705732],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982024,0.00003215885,0.00064241665,0.00040101274,0.00021262688,0.00050941174],"domain_scores_gemma":[0.9989163,0.00016862249,0.00014891411,0.0005237069,0.00014822265,0.000094218456],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029474305,0.00036256795,0.00048598007,0.00054170715,0.00015926837,0.00005113735,0.0002524907,0.00030357862,0.000023220917],"category_scores_gemma":[0.00008695686,0.00031298646,0.000049530572,0.00043425287,0.00012637983,0.0003006505,0.00009688837,0.00032888653,0.000011614147],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009750901,0.00038074853,0.023224756,0.001066058,0.0009837707,0.0019117981,0.024183808,0.2178309,0.4037452,0.0069401474,0.00014699603,0.3194883],"study_design_scores_gemma":[0.00282182,0.0006253973,0.00014842146,0.0015713886,0.000273711,0.0024284457,0.03386095,0.6366605,0.31679624,0.0015936797,0.0015594615,0.0016599613],"about_ca_topic_score_codex":0.000027860246,"about_ca_topic_score_gemma":0.000092875685,"teacher_disagreement_score":0.41882962,"about_ca_system_score_codex":0.000053458803,"about_ca_system_score_gemma":0.000023280787,"threshold_uncertainty_score":0.9999322},"labels":[],"label_agreement":null},{"id":"W2488301674","doi":"10.3968/8293","title":"Design and Application of a Rock Breaking Experimental Device With Rotary Percussion","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling; Piston (optics); Rate of penetration; Percussion; Engineering; Petroleum engineering; Mechanical engineering; Marine engineering; Acoustics","score_opus":0.00891364211407367,"score_gpt":0.21707438624438968,"score_spread":0.20816074413031602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2488301674","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.031209003,0.0019209037,0.9665739,0.000017849592,0.000028844805,0.00008649628,2.6643298e-7,0.000060968385,0.0001017524],"genre_scores_gemma":[0.97038573,0.00081868406,0.028677955,0.000006194754,0.000008743225,0.00008086716,0.0000024463254,0.000012454703,0.0000069257817],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99953055,0.000008483182,0.0001579369,0.00012418599,0.00008446754,0.00009435987],"domain_scores_gemma":[0.9998483,0.000030307487,0.000024458363,0.00005350718,0.000011630269,0.000031793745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007476075,0.00009499024,0.00009742373,0.00007742333,0.000029152578,0.000007671378,0.00002660819,0.000023455734,0.0000017324213],"category_scores_gemma":[0.0000022560992,0.00006629883,0.0000036892861,0.000057169473,0.000010811445,0.0004491021,0.000011383155,0.000028602732,0.0000018318989],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030071731,0.000014127901,0.0011272392,0.00005676606,0.0000062688937,9.422866e-7,0.0010359352,0.8743882,0.019747518,0.00010813362,0.0000017270795,0.103483066],"study_design_scores_gemma":[0.0011535198,0.000089829904,0.00081506476,0.00043576892,0.0000038448907,0.000012761388,0.0009131322,0.79511875,0.19438414,0.000109460154,0.006623228,0.00034048216],"about_ca_topic_score_codex":0.0000010416097,"about_ca_topic_score_gemma":0.000004012801,"teacher_disagreement_score":0.93917674,"about_ca_system_score_codex":0.000041499196,"about_ca_system_score_gemma":0.000008979654,"threshold_uncertainty_score":0.27035877},"labels":[],"label_agreement":null},{"id":"W2490592798","doi":"10.2118/09-06-50-cs","title":"Advances in SAGD Drilling in Western Canada Using Innovative Bit Technology","year":2009,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"University of Alberta; Suncor Energy Incorporated; ConocoPhillips","keywords":"Drilling; Bit (key); Abrasive; Steam-assisted gravity drainage; Petroleum engineering; Engineering; Compaction; Asphalt; Geology; Oil sands; Mechanical engineering; Geotechnical engineering; Materials science; Computer science; Composite material","score_opus":0.004069951419333647,"score_gpt":0.19104706615870873,"score_spread":0.1869771147393751,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2490592798","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9870691,0.0055606924,0.0038639437,0.0018118077,0.0005540752,0.000057781905,0.0000051958755,0.00009003636,0.0009873732],"genre_scores_gemma":[0.99789315,0.00063318806,0.0013229368,0.00005611315,0.000057203608,0.0000014677864,6.401874e-7,0.000026160973,0.000009138551],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99845874,0.000009406904,0.0006321734,0.00013623526,0.00014312784,0.0006203101],"domain_scores_gemma":[0.99945116,0.000020155661,0.000117668475,0.00016655492,0.0001209376,0.00012352027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001850715,0.00020188975,0.0004572696,0.008865826,0.0000291485,0.000013808623,0.0003491195,0.00028965346,0.0000038714684],"category_scores_gemma":[0.00009105857,0.00022420827,0.000024087358,0.004968748,0.00004156602,0.0002086329,0.000010509497,0.00096625584,8.856352e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047662174,0.0000061588817,0.032720495,0.000018412395,0.000014286791,0.0008611957,0.00004468349,0.9437131,0.0020878655,0.0005644228,0.00005474715,0.019909812],"study_design_scores_gemma":[0.0056997477,0.0009605965,0.024566518,0.003645583,0.00005872163,0.004433393,0.003336029,0.5115501,0.026200205,0.009012608,0.4075304,0.003006083],"about_ca_topic_score_codex":0.13721965,"about_ca_topic_score_gemma":0.96045816,"teacher_disagreement_score":0.8232385,"about_ca_system_score_codex":0.0018987051,"about_ca_system_score_gemma":0.0009951425,"threshold_uncertainty_score":0.9142948},"labels":[],"label_agreement":null},{"id":"W2493114309","doi":"","title":"Use of Multiple Lithology And Rock Property Indicators to Evaluate Wellbore Failure In Layered Formations","year":2012,"lang":"en","type":"article","venue":"46th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Lithology; Geology; Wellbore; Petroleum engineering; Mining engineering; Property (philosophy); Geotechnical engineering; Petrology","score_opus":0.016306808047742875,"score_gpt":0.21295796845783246,"score_spread":0.1966511604100896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2493114309","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1137741,0.00046494763,0.8822555,0.0002329709,0.0013160451,0.0011635273,0.00012995272,0.00056483294,0.00009811246],"genre_scores_gemma":[0.9964155,0.00032617667,0.0026703258,0.000073819545,0.000096887394,0.00014437978,0.000043401593,0.00013039404,0.000099092176],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975978,0.000071067654,0.0007149639,0.00036559885,0.00032410925,0.0009264692],"domain_scores_gemma":[0.9987453,0.00011759783,0.00011328817,0.000535063,0.000086473214,0.0004022646],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00048843736,0.00045601805,0.0005638205,0.00081169244,0.00011142501,0.00005013091,0.00029875056,0.0003657495,0.000027869512],"category_scores_gemma":[0.00014071446,0.00041053217,0.0000966777,0.00089997373,0.0000026703328,0.0006313539,0.00023434099,0.00045599093,0.00006351606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026545422,0.00009311456,0.0005258685,0.0003194761,0.00007433909,0.000003224311,0.0018816267,0.92874485,0.06467529,0.0024340781,0.00032390625,0.0008977079],"study_design_scores_gemma":[0.00064066297,0.00012543012,0.000041999218,0.00017461843,0.000052342,0.00003361205,0.00027412002,0.95861244,0.030375129,0.0002547432,0.008854778,0.000560134],"about_ca_topic_score_codex":0.00005282962,"about_ca_topic_score_gemma":0.00011488258,"teacher_disagreement_score":0.88264143,"about_ca_system_score_codex":0.00016031264,"about_ca_system_score_gemma":0.00003604796,"threshold_uncertainty_score":0.99983466},"labels":[],"label_agreement":null},{"id":"W2493151112","doi":"10.2118/06-12-tn","title":"Structural Integrity of Casing and Cement Annulus in a Thermal Well Under Steam Stimulation","year":2006,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada); University of Calgary","funders":"Suncor Energy Incorporated; McMaster University","keywords":"Oil shale; Casing; Petroleum engineering; Annulus (botany); Steam injection; Cement; Geotechnical engineering; Geology; Materials science; Composite material","score_opus":0.005473644451785342,"score_gpt":0.18175990965286223,"score_spread":0.1762862652010769,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2493151112","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9968283,0.00087938074,0.0012161279,0.0002133047,0.00017220783,0.000026003725,0.0000032144758,0.000024174255,0.00063726906],"genre_scores_gemma":[0.99924445,0.000022667436,0.00065560156,0.000006232202,0.000045393943,4.388134e-7,8.140936e-7,0.000013493145,0.000010932977],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993283,0.000007873293,0.0003196923,0.000056953497,0.00008037403,0.00020677879],"domain_scores_gemma":[0.99974334,0.000015149855,0.00006636211,0.00007395644,0.000039854385,0.000061313774],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011788048,0.000092456576,0.00019622002,0.0016375004,0.000017498382,0.00000922445,0.00008419994,0.00013430692,0.00001043928],"category_scores_gemma":[0.00001023723,0.000091110735,0.000026809954,0.00029863985,0.000034976594,0.00007740222,0.000007244931,0.0003695332,4.207812e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004647513,0.0000025019604,0.01242162,0.000021289636,0.000015923724,0.000030960065,0.000028020058,0.9779507,0.006184141,0.00053749414,0.00003535914,0.0027673447],"study_design_scores_gemma":[0.0017474027,0.00024047376,0.14149721,0.0002499229,0.000043075106,0.00042689493,0.00049176643,0.83733946,0.01223139,0.0026226628,0.00274099,0.00036873837],"about_ca_topic_score_codex":0.008963493,"about_ca_topic_score_gemma":0.036666855,"teacher_disagreement_score":0.14061123,"about_ca_system_score_codex":0.0002843483,"about_ca_system_score_gemma":0.00006650685,"threshold_uncertainty_score":0.9976359},"labels":[],"label_agreement":null},{"id":"W2495065193","doi":"10.2118/2002-085","title":"Controlling Cement Tops Through Use of Fiber-Based Slurries Reduces Drilling Costs","year":2002,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada); Devon Energy (Canada)","funders":"","keywords":"TOPS; Slurry; Drilling; Cement; Petroleum engineering; Fiber; Materials science; Environmental science; Geology; Composite material; Metallurgy","score_opus":0.03132377613128447,"score_gpt":0.210668329983274,"score_spread":0.17934455385198955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2495065193","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87396246,0.000956601,0.053895358,0.0010822294,0.0041957167,0.00022211538,0.0004367329,0.00039600892,0.0648528],"genre_scores_gemma":[0.9969137,0.00011053183,0.0016552694,0.00007932337,0.00012566708,0.000016329695,0.000037515183,0.00002989675,0.0010318033],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989452,0.000011361805,0.00031115406,0.00018387665,0.00022953957,0.00031888642],"domain_scores_gemma":[0.9993469,0.00010345886,0.000049710292,0.00016875735,0.00015370881,0.0001774491],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000060681163,0.00018416149,0.00020335068,0.00021146523,0.00005669888,0.00012514088,0.00025367344,0.00007352999,0.001025399],"category_scores_gemma":[0.0000722363,0.00021114071,0.000073178875,0.00009042283,0.000050295923,0.00025162124,0.000007763215,0.00015988889,0.00005635333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003746882,0.000008603751,0.00031240366,0.00002084226,0.000078824916,0.000010896995,0.00013652633,0.99277914,0.0011755301,0.002501664,0.0012960173,0.0016758145],"study_design_scores_gemma":[0.00030948894,0.000019948804,0.000103721104,0.00017888409,0.000012609449,0.0000027927438,0.000032774267,0.8906635,0.00609892,0.00003803073,0.10232081,0.00021853652],"about_ca_topic_score_codex":0.0063213883,"about_ca_topic_score_gemma":0.005114751,"teacher_disagreement_score":0.122951224,"about_ca_system_score_codex":0.00032409263,"about_ca_system_score_gemma":0.0000628794,"threshold_uncertainty_score":0.9998878},"labels":[],"label_agreement":null},{"id":"W2496135240","doi":"","title":"Microwave Assisted Drilling And Its Influence On Rock Breakage A Review","year":2008,"lang":"en","type":"review","venue":"ISRM International Symposium - 5th Asian Rock Mechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Breakage; Drilling; Geology; Petroleum engineering; Mining engineering; Geotechnical engineering; Engineering; Computer science; Mechanical engineering; World Wide Web","score_opus":0.015664357877828917,"score_gpt":0.256646224293043,"score_spread":0.2409818664152141,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2496135240","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000054299103,0.97192335,0.014325856,0.00016716433,0.0031356264,0.0013312467,0.0002865201,0.0008960799,0.007928751],"genre_scores_gemma":[0.0026997442,0.993949,0.00016840416,0.0002708005,0.00075249246,0.00030778168,0.00048104316,0.0004539394,0.0009168115],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99504966,0.000111955116,0.0017226813,0.0012266192,0.00095232576,0.00093673903],"domain_scores_gemma":[0.9977583,0.00018976866,0.0004944662,0.00079043536,0.00027929776,0.00048770287],"candidate_categories":["metaepi_narrow"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.00027061577,0.0015681067,0.0023137094,0.0005647088,0.00026364494,0.00021387111,0.0012544116,0.000808944,0.000052113664],"category_scores_gemma":[0.00008797131,0.0015898516,0.0008129658,0.0006077421,0.000008471337,0.00037998884,0.00030027938,0.0014314257,0.0005579778],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005659973,0.00053046376,0.0000021741032,0.18382408,0.0057173264,0.0012230836,0.0011925214,0.5457885,0.0041002803,0.0063528693,0.011963161,0.23924892],"study_design_scores_gemma":[0.00034484194,0.00009048752,2.8474958e-7,0.06753622,0.00055968895,0.0016595267,0.000008441732,0.078941174,0.0002531005,0.000026744527,0.848966,0.001613497],"about_ca_topic_score_codex":0.0000066151965,"about_ca_topic_score_gemma":0.000004881299,"teacher_disagreement_score":0.8370028,"about_ca_system_score_codex":0.00077577005,"about_ca_system_score_gemma":0.00013093771,"threshold_uncertainty_score":0.9997067},"labels":[],"label_agreement":null},{"id":"W2496356427","doi":"","title":"Effect of Transient Temperature on MWD Resistivity Logs","year":2003,"lang":"en","type":"article","venue":"Petrophysics – The SPWLA Journal of Formation Evaluation and Reservoir Description","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Wellbore; Infiltration (HVAC); Petroleum engineering; Drilling fluid; Electrical resistivity and conductivity; Thermal conduction; Geology; Drilling; Transient (computer programming); Mineralogy; Mechanics; Materials science; Composite material; Electrical engineering","score_opus":0.012697222148360995,"score_gpt":0.23569848094727114,"score_spread":0.22300125879891014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2496356427","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97801274,0.0005057937,0.019921616,0.000062146624,0.0005152434,0.00018051294,0.0000031475438,0.000019004028,0.0007797916],"genre_scores_gemma":[0.99947006,0.00027971546,0.00012038347,0.000008349702,0.00007751762,0.00000496296,0.0000058642736,0.000012854631,0.000020324595],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867207,0.0002873463,0.0003588786,0.000058250946,0.0005141132,0.00010933029],"domain_scores_gemma":[0.9993275,0.00010114582,0.00015232727,0.0001286856,0.00024544357,0.000044925382],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0021914528,0.00012505187,0.0001873609,0.0001379655,0.00009383036,0.00004379269,0.000076633856,0.000058393784,0.0000089059395],"category_scores_gemma":[0.00016114471,0.00008146013,0.000096411575,0.00019776543,0.000023505156,0.00040256217,0.0000034056964,0.00026641303,0.0000027283897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000099438315,0.000025253803,0.000024785535,0.00024019145,0.000046793688,6.1425374e-7,0.00055067823,0.9284742,0.06278103,0.00076586765,0.00032425846,0.006666912],"study_design_scores_gemma":[0.002544225,0.0012723993,0.00494458,0.0005062247,0.00029696035,0.00006698688,0.00020963677,0.8077902,0.17946059,0.0012361519,0.0014039805,0.00026805623],"about_ca_topic_score_codex":0.0000010070193,"about_ca_topic_score_gemma":7.3507704e-7,"teacher_disagreement_score":0.12068396,"about_ca_system_score_codex":0.00009950276,"about_ca_system_score_gemma":0.000018923083,"threshold_uncertainty_score":0.33218476},"labels":[],"label_agreement":null},{"id":"W2497474690","doi":"10.2118/132640-pa","title":"Development of an Optimized Tubular Material for Thermal Slotted Liner Completions","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Buckling; Thermal expansion; Breakage; Deformation (meteorology); Materials science; Thermal; Compressive strength; Asphalt; Structural engineering; Compression (physics); Material properties; Mechanical engineering; Geotechnical engineering; Engineering; Composite material","score_opus":0.006162572222250707,"score_gpt":0.19025887647696318,"score_spread":0.1840963042547125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2497474690","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9818082,0.000037081878,0.016403412,0.00026982292,0.0010772273,0.000056108685,0.00003275742,0.00008649981,0.00022888188],"genre_scores_gemma":[0.83967376,0.0000050662943,0.16009805,0.0000097156735,0.00015215308,0.0000063621524,0.00000926878,0.000031817028,0.000013813338],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99914414,0.000004222783,0.0004273989,0.000066869026,0.00008202824,0.00027535442],"domain_scores_gemma":[0.99946564,0.000013461415,0.000082433486,0.00015245781,0.000110999346,0.00017499078],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019611427,0.000116278985,0.00027450477,0.001460911,0.000050799586,0.000014215362,0.00026091965,0.0002031391,0.000061081126],"category_scores_gemma":[0.000031628115,0.00011438811,0.00005796213,0.00021012934,0.000038700364,0.00006466447,0.000007696211,0.00031078476,0.0000017900027],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026954443,0.000020569922,0.000035634628,0.000038554386,0.00013575434,0.000022156017,0.00009435994,0.19296785,0.79756063,0.000962932,0.00030696153,0.007827648],"study_design_scores_gemma":[0.0025229515,0.00024822255,0.0005618193,0.00007915184,0.0000818671,0.00037097983,0.00014734152,0.24226414,0.36937878,0.00023599788,0.38361424,0.00049453584],"about_ca_topic_score_codex":0.00017017008,"about_ca_topic_score_gemma":0.0055588936,"teacher_disagreement_score":0.42818186,"about_ca_system_score_codex":0.00005838039,"about_ca_system_score_gemma":0.00017252557,"threshold_uncertainty_score":0.46646118},"labels":[],"label_agreement":null},{"id":"W2498122754","doi":"10.2118/180678-ms","title":"Proving the Value of Logging-While-Drilling Seismic Technology in a Challenging Offshore Exploration Setting","year":2016,"lang":"en","type":"article","venue":"IADC/SPE Asia Pacific Drilling Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Geology; Drilling; Vertical seismic profile; Measurement while drilling; Casing; Submarine pipeline; Logging while drilling; Mud logging; Seismology; Geophysical imaging; Drilling fluid; Petroleum engineering; Engineering; Geotechnical engineering","score_opus":0.012418215633526635,"score_gpt":0.20252696745118334,"score_spread":0.1901087518176567,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2498122754","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19569387,0.0015601094,0.7868231,0.008261574,0.00086830487,0.0007134273,0.000014589419,0.0033676687,0.0026973442],"genre_scores_gemma":[0.9936931,0.0010921693,0.0047944165,0.000008258606,0.000097983524,0.0001310867,0.000005709149,0.00011888861,0.000058352318],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969738,0.000054969532,0.00096715917,0.00068931637,0.00030505023,0.001009706],"domain_scores_gemma":[0.9982653,0.0002620014,0.00023549395,0.0010011861,0.0001625964,0.00007340161],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007222511,0.00054403866,0.0006732967,0.0016044279,0.00019270656,0.000052789,0.00090050517,0.0006892334,0.000014572906],"category_scores_gemma":[0.00027903458,0.00042181462,0.00011242996,0.001457094,0.00041565706,0.00037988476,0.00018260028,0.00088723435,0.00004217524],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020696081,0.00006613056,0.008092871,0.00042179428,0.00018321522,0.00006629326,0.0021570001,0.6361621,0.12622952,0.069311894,0.00007341592,0.15721509],"study_design_scores_gemma":[0.00071491493,0.00009429061,0.000104702776,0.0022639008,0.000043182685,0.00008032745,0.0050963173,0.8526475,0.10984685,0.025784338,0.002512796,0.0008108691],"about_ca_topic_score_codex":0.000010707411,"about_ca_topic_score_gemma":0.000015895534,"teacher_disagreement_score":0.79799926,"about_ca_system_score_codex":0.0002101913,"about_ca_system_score_gemma":0.00008389828,"threshold_uncertainty_score":0.9998234},"labels":[],"label_agreement":null},{"id":"W2501066445","doi":"10.1201/b14917-98","title":"Comparative study of shear strength models for fault-slip analysis","year":2013,"lang":"en","type":"book-chapter","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Slip (aerodynamics); Geology; Shear (geology); Shear strength (soil); Structural engineering; Engineering; Aerospace engineering; Soil science; Petrology","score_opus":0.03370821719907248,"score_gpt":0.23933278878957226,"score_spread":0.2056245715904998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2501066445","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004369626,0.00038986595,0.30596745,0.0000020262262,0.00024945725,0.0010685183,0.000121203986,0.0005097,0.68732214],"genre_scores_gemma":[0.83706063,0.000058987083,0.0027516226,0.0000023267905,0.00009304967,0.000055896304,0.000079795514,0.000098608005,0.15979905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988859,0.0000035172388,0.00045023774,0.00026079698,0.00019671526,0.00020282563],"domain_scores_gemma":[0.99926835,0.00009897055,0.00006416893,0.0003819016,0.000108643784,0.000077966455],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000659643,0.0003721435,0.0009732019,0.00039114206,0.000024676117,0.000023237235,0.00017438775,0.00018011554,0.00026486596],"category_scores_gemma":[0.000001815408,0.0003473764,0.00028122964,0.00007789508,0.000014909635,0.0000774521,0.000024217929,0.00020061703,0.00003052257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027223987,0.000027037982,0.000001045585,0.00008703107,0.0029896006,4.5893464e-7,0.00062873214,0.98784876,0.0000071187956,0.0070368024,0.0008712763,0.00049941445],"study_design_scores_gemma":[0.0002839352,0.00010735363,0.000003690332,0.000036620713,0.0009778951,1.2823763e-7,0.00018637785,0.9948212,0.00008300148,0.0008218631,0.0023177245,0.00036022568],"about_ca_topic_score_codex":0.000048232323,"about_ca_topic_score_gemma":0.00004026293,"teacher_disagreement_score":0.832691,"about_ca_system_score_codex":0.00004130898,"about_ca_system_score_gemma":0.000007327539,"threshold_uncertainty_score":0.99989784},"labels":[],"label_agreement":null},{"id":"W2501365774","doi":"10.2118/141651-pa","title":"Improved Drilling Efficiency Technique Using Integrated PDM and PDC Bit Parameters","year":2010,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":142,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Rate of penetration; Drilling; Bit (key); Petroleum engineering; Positive displacement meter; Volumetric flow rate; Drilling fluid; Displacement (psychology); Differential pressure; Engineering; Simulation; Mechanical engineering; Computer science; Mechanics","score_opus":0.004569339782363585,"score_gpt":0.1780658116027078,"score_spread":0.1734964718203442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2501365774","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90054554,0.00049837254,0.097238004,0.00023251321,0.00089054107,0.0000761314,0.0000064675783,0.00020379822,0.00030863698],"genre_scores_gemma":[0.96275103,0.0000810812,0.03702128,0.000015912181,0.00006562299,0.0000034677603,6.2526306e-7,0.000046649566,0.000014331048],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890447,0.00000753863,0.00040404923,0.00013010249,0.00009269778,0.00046114408],"domain_scores_gemma":[0.99928474,0.000030892083,0.000097581054,0.00020085821,0.00009538801,0.000290564],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029610432,0.0002018636,0.0003223883,0.0034725452,0.00007396542,0.000046567187,0.00027244314,0.00038477822,0.000009619373],"category_scores_gemma":[0.00012476287,0.00019589334,0.000066896675,0.0008439291,0.00010637982,0.000112066125,0.000015147281,0.0012480778,0.0000013824877],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005692469,0.0000092919245,0.0007646718,0.000046339326,0.00008976928,0.00017347996,0.00005387195,0.1434015,0.84556234,0.00047182062,0.00011695375,0.00930427],"study_design_scores_gemma":[0.0005036818,0.00019332243,0.000061853,0.00017502434,0.000063074855,0.0030354704,0.00015853145,0.8440478,0.12531838,0.00045991555,0.02548995,0.000492991],"about_ca_topic_score_codex":0.0022661388,"about_ca_topic_score_gemma":0.006992129,"teacher_disagreement_score":0.72024393,"about_ca_system_score_codex":0.0001468331,"about_ca_system_score_gemma":0.00016652209,"threshold_uncertainty_score":0.7988299},"labels":[],"label_agreement":null},{"id":"W2505408423","doi":"","title":"Eurocode 7 and Rock Engineering: Current Problems and Future Opportunities","year":2014,"lang":"en","type":"article","venue":"ISRM Regional Symposium - EUROCK 2014","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Eurocode; Current (fluid); Engineering; Civil engineering; Geology; Forensic engineering; Construction engineering; Architectural engineering; Structural engineering; Electrical engineering","score_opus":0.016777454633622856,"score_gpt":0.18557767265305486,"score_spread":0.168800218019432,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2505408423","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28402698,0.13246194,0.5072924,0.013249884,0.0159947,0.0026308415,0.00014907442,0.011365374,0.03282882],"genre_scores_gemma":[0.97176176,0.024486488,0.00043482508,0.00015623517,0.0023461317,0.000047841706,0.00004388551,0.00020095168,0.00052186346],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99879706,0.0000206387,0.00026006164,0.00031920747,0.00021485222,0.00038820147],"domain_scores_gemma":[0.99934894,0.000075520766,0.00003596733,0.00022775131,0.00004131636,0.0002705223],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012825162,0.00035297647,0.00027068547,0.00014696567,0.00009165507,0.000085789,0.00014307816,0.000102065926,0.0000075805165],"category_scores_gemma":[0.000007698284,0.00035272498,0.00005403978,0.000081241524,0.00001678602,0.00016626644,0.000064656444,0.0002991789,0.000026948002],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018757873,0.00006395923,0.00089739653,0.0023816293,0.00015222232,0.000017894918,0.0011937305,0.9061675,0.014875562,0.016297096,0.03905466,0.018879578],"study_design_scores_gemma":[0.0002296683,0.00003889922,0.000520533,0.00008745481,0.000020253994,0.00007540737,0.0000133939075,0.30649096,0.00012864471,0.000067900386,0.6919901,0.0003368161],"about_ca_topic_score_codex":0.0000028307325,"about_ca_topic_score_gemma":0.000001314477,"teacher_disagreement_score":0.6877348,"about_ca_system_score_codex":0.000021567994,"about_ca_system_score_gemma":0.000008305469,"threshold_uncertainty_score":0.9998925},"labels":[],"label_agreement":null},{"id":"W2506679077","doi":"10.2118/180649-ms","title":"Advanced Dynamic Drillstring Modeling Delivers Efficient Underreaming and Rathole Elimination Solutions","year":2016,"lang":"en","type":"article","venue":"IADC/SPE Asia Pacific Drilling Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Drilling; Finite element method; Petroleum engineering; Vibration; Mechanical engineering; Computer science; Engineering; Structural engineering; Acoustics","score_opus":0.009356423384914278,"score_gpt":0.19549305365094086,"score_spread":0.1861366302660266,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2506679077","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21606691,0.000740255,0.77840674,0.0004905802,0.0004633347,0.00018626635,0.000011157218,0.0019475835,0.0016871663],"genre_scores_gemma":[0.9889242,0.0014497667,0.009391056,0.0000027779136,0.000026637563,0.000035838428,0.000007744541,0.00006989093,0.000092105074],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99805653,0.000018933437,0.00042709714,0.0005504488,0.00020236327,0.00074460125],"domain_scores_gemma":[0.999098,0.000099091725,0.00006710519,0.00047314464,0.00014323858,0.00011942714],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002434735,0.0003788714,0.00035575448,0.0006513548,0.00028037265,0.00006527856,0.00028467676,0.00032948528,0.000012665681],"category_scores_gemma":[0.00011300511,0.0003531921,0.00006551532,0.00048595568,0.00018455645,0.00020633046,0.000110190565,0.00034459255,0.000038662754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005052621,0.00001455896,0.000068436355,0.000043027336,0.00004008199,0.00001077241,0.0002209303,0.8128024,0.067109466,0.008190805,0.0000048962847,0.1114896],"study_design_scores_gemma":[0.0004807769,0.000033639695,0.000032546253,0.0004177958,0.00003186297,0.00004131955,0.0010516254,0.98783964,0.007146773,0.0021214217,0.00032726492,0.00047533665],"about_ca_topic_score_codex":0.000003459805,"about_ca_topic_score_gemma":0.000010951564,"teacher_disagreement_score":0.77285725,"about_ca_system_score_codex":0.00024460198,"about_ca_system_score_gemma":0.000037093396,"threshold_uncertainty_score":0.999892},"labels":[],"label_agreement":null},{"id":"W2507999560","doi":"10.2118/174404-pa","title":"Quantitative Evaluation of Critical Conditions Required for Effective Hole Cleaning in Coiled-Tubing Drilling of Horizontal Wells","year":2016,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Shear stress; Drilling fluid; Rheology; Pressure drop; Settling; Geotechnical engineering; Dimensionless quantity; Viscosity; Drilling; Shear rate; Mechanics; Geology; Materials science; Engineering; Composite material; Metallurgy","score_opus":0.03650000832386187,"score_gpt":0.31286298462589424,"score_spread":0.2763629763020324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2507999560","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59198815,0.00019311433,0.40626216,0.000029485473,0.0004991615,0.0004554116,0.000071830655,0.00009975603,0.0004009503],"genre_scores_gemma":[0.9933006,0.00003605075,0.006369421,0.0000025946706,0.00010496384,0.00007913269,0.000052314594,0.000052454317,0.0000024486637],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983634,0.000097012,0.00059439597,0.00026184082,0.0003619263,0.00032145472],"domain_scores_gemma":[0.99779516,0.0014876216,0.00010728467,0.00018006553,0.00037438894,0.000055453856],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011943489,0.00020122564,0.0004219677,0.00031820417,0.00006874862,0.0000143580855,0.00010218783,0.00010825568,0.000022820572],"category_scores_gemma":[0.0008377785,0.00019571946,0.00013221423,0.00027206648,0.00011173901,0.00024425169,0.000016694135,0.00011516932,0.000008480581],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043849715,0.00003913454,0.00036512586,0.0002553932,0.00004637527,6.6754484e-7,0.0005946709,0.5923417,0.39450946,0.008452633,0.000016285718,0.0033346827],"study_design_scores_gemma":[0.0012781277,0.00023419377,0.0017737459,0.0012119208,0.00008511994,0.0000018387352,0.00029516677,0.8761466,0.115029514,0.0036353266,0.00005485045,0.00025357443],"about_ca_topic_score_codex":0.000024452378,"about_ca_topic_score_gemma":0.000023313307,"teacher_disagreement_score":0.40131247,"about_ca_system_score_codex":0.00023721223,"about_ca_system_score_gemma":0.000025536052,"threshold_uncertainty_score":0.7981208},"labels":[],"label_agreement":null},{"id":"W2510938941","doi":"10.2118/181668-ms","title":"New Hybrid Bit Technology Provides Improved Performance in Conventional Intervals","year":2016,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Shearing (physics); Durability; Drilling; Bit (key); Nozzle; Computer science; Engineering; Mechanical engineering; Geotechnical engineering","score_opus":0.009934318394209099,"score_gpt":0.21411058439488773,"score_spread":0.20417626600067862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2510938941","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73120934,0.0002978763,0.26328865,0.0013420837,0.00021080581,0.00028160197,0.000035450554,0.0010736192,0.0022605862],"genre_scores_gemma":[0.99808353,0.00038043314,0.0012271423,0.000014896495,0.000058068883,0.000021260652,0.0000065936174,0.000014948383,0.00019311442],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992777,0.000005573879,0.00022424737,0.00018829611,0.000072997726,0.00023120032],"domain_scores_gemma":[0.9997376,0.000023167899,0.00001962216,0.00011611682,0.00003871351,0.00006476113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010589618,0.00013133934,0.00015649897,0.00017583593,0.000021349013,0.000020784673,0.00009194689,0.00010848626,0.0000632786],"category_scores_gemma":[0.00003236921,0.000104223145,0.000028716282,0.0001336764,0.000057761492,0.0002784569,0.000039848997,0.00015692676,0.000031808966],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006876181,0.000057335852,0.004087971,0.00030175498,0.00003050098,0.000021206002,0.00008801424,0.0006564631,0.40486163,0.01793509,0.0030690837,0.5688222],"study_design_scores_gemma":[0.006596005,0.0017807938,0.031892426,0.0062259645,0.00006502987,0.00038318028,0.0003039371,0.13313428,0.69774544,0.068886355,0.050172947,0.0028136522],"about_ca_topic_score_codex":0.0000076478655,"about_ca_topic_score_gemma":0.00001571501,"teacher_disagreement_score":0.5660085,"about_ca_system_score_codex":0.000040829193,"about_ca_system_score_gemma":0.000022437272,"threshold_uncertainty_score":0.42500967},"labels":[],"label_agreement":null},{"id":"W2513078958","doi":"","title":"Stability Evaluation of Stopes and Pillars at MAX Mine and Development of a Surpac-FLAC3D Model-Building Technique","year":2013,"lang":"en","type":"article","venue":"47th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Stability (learning theory); Computer science","score_opus":0.01798700086390169,"score_gpt":0.21364420191158348,"score_spread":0.1956572010476818,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2513078958","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44536993,0.00066953036,0.55267435,0.00001621944,0.00017117547,0.0008325372,0.00002074477,0.0001593279,0.000086201384],"genre_scores_gemma":[0.9784588,0.00031426724,0.020850636,0.000006683513,0.000020432712,0.00022409129,0.000019229896,0.00008965028,0.000016173803],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976571,0.000048397174,0.0007849557,0.0004575252,0.00059184164,0.00046018258],"domain_scores_gemma":[0.99871355,0.0000746411,0.00017192958,0.0004484131,0.00040463047,0.00018685582],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014309036,0.0004096126,0.00057271775,0.00026920432,0.00011777769,0.000029813515,0.00020310633,0.0002635636,0.000039806295],"category_scores_gemma":[0.00006185989,0.0004352114,0.00006430822,0.00026229798,0.0000087488215,0.00023551537,0.00022212653,0.00020730642,0.0000034361656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009811581,0.000027865946,0.000021550604,0.0005441434,0.000064449065,2.873323e-7,0.00059098797,0.42490277,0.57146215,0.0010425436,0.000016238919,0.0013172034],"study_design_scores_gemma":[0.00035474222,0.00005685333,0.0000060400234,0.0001207889,0.000057643934,0.000009124192,0.000086935994,0.6585041,0.33845204,0.002019662,0.000047016256,0.00028503235],"about_ca_topic_score_codex":0.00003101357,"about_ca_topic_score_gemma":0.000030977764,"teacher_disagreement_score":0.5330889,"about_ca_system_score_codex":0.0002912428,"about_ca_system_score_gemma":0.00009093172,"threshold_uncertainty_score":0.99981},"labels":[],"label_agreement":null},{"id":"W2513457758","doi":"10.2118/181441-ms","title":"Evaluation of Completion Practices in the STACK Using Completion Diagnostics and Production Analysis","year":2016,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Production (economics); Computer science; Completion (oil and gas wells); Stack (abstract data type); Set (abstract data type); Data mining; Engineering; Petroleum engineering","score_opus":0.09055061929654634,"score_gpt":0.3178834103377354,"score_spread":0.22733279104118903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2513457758","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9307104,0.00022377563,0.068127014,0.00030217183,0.00006758366,0.00020120632,0.000015957508,0.00005568376,0.00029624582],"genre_scores_gemma":[0.9986039,0.00093541667,0.0003752601,0.0000054622037,0.000045796427,0.000010341623,0.000016774988,0.0000054270017,0.0000016454475],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991836,0.00008521562,0.00019933228,0.00014354478,0.00028942237,0.00009891208],"domain_scores_gemma":[0.9994807,0.00011215081,0.000079295394,0.000112501,0.00019552092,0.000019795392],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011989891,0.00008173622,0.00013865516,0.00013995048,0.000034669007,0.000022691202,0.000039515115,0.0000629827,0.0000098076425],"category_scores_gemma":[0.0003884845,0.000056679888,0.000021133848,0.00028491544,0.000060893082,0.00026251338,0.000012290203,0.0000878158,8.076084e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011114252,0.00039610616,0.035374742,0.0006349879,0.00044111922,0.0000067249807,0.003573029,0.2628737,0.47575882,0.017038418,0.0015032445,0.20228796],"study_design_scores_gemma":[0.0006817694,0.0001693404,0.22821182,0.00048513032,0.0010843012,0.000025001424,0.00084743503,0.75391895,0.0055421074,0.008271727,0.00039855955,0.00036387573],"about_ca_topic_score_codex":0.00004607637,"about_ca_topic_score_gemma":0.0001321074,"teacher_disagreement_score":0.49104524,"about_ca_system_score_codex":0.00004067241,"about_ca_system_score_gemma":0.000010828106,"threshold_uncertainty_score":0.23113386},"labels":[],"label_agreement":null},{"id":"W2515742976","doi":"","title":"Using Borehole Breakouts to Estimate In Situ Stresses At Depth","year":2012,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada; Polytechnique Montréal","funders":"","keywords":"Borehole; Geology; Seismology; Measured depth; Geotechnical engineering; Geophysics","score_opus":0.013724567007850018,"score_gpt":0.24563306554745656,"score_spread":0.23190849853960654,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2515742976","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.620557,0.0016540816,0.37428704,0.000080838894,0.00024897692,0.00028243,0.000014448774,0.0011647306,0.0017104477],"genre_scores_gemma":[0.9310225,0.000056209396,0.0682158,0.00014359211,0.00017279899,0.000109063556,0.000014004758,0.00013233678,0.00013367749],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99802536,0.000027089874,0.00037345334,0.00024732732,0.00022241495,0.0011043834],"domain_scores_gemma":[0.9989213,0.000058334535,0.000039672115,0.00049280224,0.000025953832,0.0004619483],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031594973,0.00035894293,0.00033574505,0.0004765638,0.00009116449,0.00007659213,0.0002672942,0.00020225224,0.00001408867],"category_scores_gemma":[0.000065390064,0.0004016642,0.00008551651,0.0005686044,0.000019939696,0.00035683846,0.00014526273,0.00030070444,0.000045037603],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000117210275,0.00005022807,0.05652372,0.00006941355,0.000020243488,0.00002276618,0.00033433427,0.87217456,0.06515108,0.00047106374,0.00042340733,0.00474745],"study_design_scores_gemma":[0.00033069725,0.000027416612,0.0789982,0.00020676192,0.0000253997,0.000104321734,0.000038687645,0.76040137,0.15561216,0.000070931186,0.0034595733,0.0007244648],"about_ca_topic_score_codex":0.0015707837,"about_ca_topic_score_gemma":0.0038397391,"teacher_disagreement_score":0.31046548,"about_ca_system_score_codex":0.0007888609,"about_ca_system_score_gemma":0.000027133554,"threshold_uncertainty_score":0.99984354},"labels":[],"label_agreement":null},{"id":"W2517976978","doi":"10.2523/72285-ms","title":"Multilateral Work-Overs: A New Possibility with Coiled Tubing","year":2001,"lang":"en","type":"article","venue":"Proceedings of SPE/IADC Middle East Drilling Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Drilling; Computer science; World Wide Web; Engineering; Mechanical engineering","score_opus":0.021890241001330926,"score_gpt":0.1860481291779628,"score_spread":0.16415788817663185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2517976978","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9652409,0.00046182083,0.027773302,0.00021604283,0.0002257221,0.00029582137,0.0000040685118,0.0022198446,0.003562466],"genre_scores_gemma":[0.97513384,0.00021855334,0.024148334,0.000009442729,0.00011098723,0.000021012145,0.0000035956914,0.00008584082,0.00026840455],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977927,0.000002187663,0.0005600785,0.0005814889,0.00029378734,0.000769761],"domain_scores_gemma":[0.9989892,0.000028971737,0.00015367061,0.00028898424,0.0003416584,0.00019747176],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019111957,0.0004898297,0.00061818305,0.0005449986,0.00009438387,0.000103832885,0.0006131106,0.00040153196,0.000057926936],"category_scores_gemma":[0.00008984094,0.00047599155,0.00008998312,0.0012912051,0.00024064757,0.00040145524,0.000107798645,0.0006553345,0.00003146518],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008575412,0.00039230956,0.5287225,0.0021727218,0.0010756482,0.00012316184,0.008320536,0.12204993,0.15794812,0.018423168,0.00040614608,0.15950818],"study_design_scores_gemma":[0.0072098807,0.0009809458,0.007820464,0.010323251,0.00040301372,0.0006938503,0.0048192455,0.7110375,0.22952306,0.018055128,0.0044349236,0.004698698],"about_ca_topic_score_codex":0.0000352752,"about_ca_topic_score_gemma":0.000011060599,"teacher_disagreement_score":0.5889876,"about_ca_system_score_codex":0.00010298756,"about_ca_system_score_gemma":0.00005401672,"threshold_uncertainty_score":0.99976915},"labels":[],"label_agreement":null},{"id":"W2518355805","doi":"10.2118/181415-ms","title":"Drill Rig Control Systems: Debugging, Tuning, and Long Term Needs","year":2016,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ExxonMobil (Canada)","funders":"","keywords":"Drill; Documentation; Debugging; Control system; Drilling; Crew; Engineering; Control (management); Drilling rig; Compensation (psychology); Computer science; Mechanical engineering; Aeronautics","score_opus":0.00952125456904213,"score_gpt":0.20899561167257075,"score_spread":0.19947435710352862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2518355805","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43452063,0.002071854,0.5556888,0.00036816308,0.00038113777,0.0003661329,0.00008911011,0.0018778457,0.0046363124],"genre_scores_gemma":[0.99881744,0.00072852516,0.00008227449,0.000026677835,0.00013808589,0.000019019999,0.000006776092,0.000025612539,0.00015557297],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991763,0.00001527833,0.00021984348,0.00018829532,0.00011540508,0.00028487388],"domain_scores_gemma":[0.9995677,0.000064361906,0.000025798381,0.00014820788,0.000054052176,0.00013987743],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014665003,0.00018568733,0.0002272515,0.00012339554,0.000060483646,0.000076546516,0.000069919275,0.00015572127,0.0000208653],"category_scores_gemma":[0.000028276383,0.00014065087,0.000031543266,0.00008820111,0.000085853615,0.00027274128,0.000028010088,0.00014231459,0.000017961405],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016151603,0.00014272807,0.03183073,0.0020014327,0.0003785246,0.00018680323,0.0015404469,0.0067280508,0.57532984,0.072294116,0.0125659825,0.29683983],"study_design_scores_gemma":[0.02466961,0.0036097234,0.232663,0.025290208,0.0012321635,0.0024120624,0.0021564108,0.5452198,0.053331524,0.01707576,0.08025448,0.012085285],"about_ca_topic_score_codex":0.000011792944,"about_ca_topic_score_gemma":0.00000709804,"teacher_disagreement_score":0.56429684,"about_ca_system_score_codex":0.000031027663,"about_ca_system_score_gemma":0.000009335995,"threshold_uncertainty_score":0.5735576},"labels":[],"label_agreement":null},{"id":"W2520242444","doi":"","title":"Permeability Variations Associated with Various Stress State during Pore Pressure Injection","year":2015,"lang":"en","type":"article","venue":"49th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Innovates; University of Alberta","funders":"","keywords":"Permeability (electromagnetism); Stress (linguistics); Pore water pressure; Materials science; Geotechnical engineering; Geology; Chemistry","score_opus":0.007420902522916144,"score_gpt":0.18304662253651532,"score_spread":0.1756257200135992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2520242444","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043504544,0.00037212062,0.9478762,0.000068856614,0.0027465094,0.0008840334,0.00039456392,0.0032826702,0.0008704613],"genre_scores_gemma":[0.9981312,0.00008113368,0.0003447238,0.00002025572,0.00019490164,0.00011907873,0.00024469456,0.00024362073,0.0006203891],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99685365,0.000095342075,0.0006299028,0.00070661196,0.0007223,0.0009922135],"domain_scores_gemma":[0.99800605,0.0000775688,0.00017913207,0.00079165015,0.00044854067,0.00049707637],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00059486396,0.00065821665,0.0005870636,0.00032154436,0.00030898687,0.00017795949,0.0004359586,0.0003901704,0.00003967853],"category_scores_gemma":[0.00013897309,0.00068472046,0.00013391237,0.0008627443,0.000005490197,0.0005028671,0.00015880914,0.00075806567,0.000044628294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042534866,0.00012578926,0.000054903485,0.00020097279,0.00034821368,0.000026665111,0.0011394786,0.9908906,0.005522665,0.0014591458,0.00012807522,0.000060946495],"study_design_scores_gemma":[0.0013020876,0.00028751703,0.000031798994,0.00019499483,0.00021887371,0.00006673653,0.0001953928,0.98395,0.009132492,0.0032839123,0.00046810706,0.0008680762],"about_ca_topic_score_codex":0.000087911365,"about_ca_topic_score_gemma":0.00015343475,"teacher_disagreement_score":0.9546267,"about_ca_system_score_codex":0.0005966893,"about_ca_system_score_gemma":0.00014688361,"threshold_uncertainty_score":0.9995604},"labels":[],"label_agreement":null},{"id":"W2520478624","doi":"10.2118/181076-ms","title":"A Step by Step Approach to Improving Data Quality in Drilling Operations: Field Trials in North America","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Computer science; Process (computing); Quality (philosophy); Data quality; Torque; Drilling; Block (permutation group theory); Software; Work (physics); Reliability engineering; Data mining; Operations research; Engineering; Operations management; Mechanical engineering; Metric (unit)","score_opus":0.053078428256650455,"score_gpt":0.28605665401072133,"score_spread":0.23297822575407087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2520478624","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.056492016,0.00019332024,0.9407888,0.00013604642,0.00017143627,0.00034070018,0.0000628088,0.00022810003,0.0015867917],"genre_scores_gemma":[0.9448007,0.00012298675,0.054440796,0.00014187816,0.000100644276,0.00007148549,0.000066434404,0.000040620467,0.00021446354],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99827147,0.00009835118,0.0007749284,0.00036700134,0.00014508131,0.00034314767],"domain_scores_gemma":[0.99868757,0.0005596882,0.000026124264,0.000616549,0.000015566693,0.00009450542],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013707741,0.00018304428,0.00047489078,0.00017292703,0.000023615577,0.00006159797,0.0003761107,0.00007666602,0.000022492826],"category_scores_gemma":[0.0010151003,0.00013877945,0.00003748028,0.00039449503,0.0000074045047,0.00030936697,0.00010291572,0.00015191281,0.00002308676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002127868,0.000076156226,0.0026090434,0.00013906663,0.000035595283,0.0000021744186,0.00037522134,0.80434775,0.009959247,0.00013077978,0.005022942,0.17728074],"study_design_scores_gemma":[0.00074269366,0.000025351732,0.00037965787,0.000072973555,0.000006520409,5.9851544e-7,0.00021388792,0.98646826,0.0012126779,0.0000022287202,0.010482531,0.0003926388],"about_ca_topic_score_codex":0.0014545905,"about_ca_topic_score_gemma":0.0017595326,"teacher_disagreement_score":0.8883087,"about_ca_system_score_codex":0.000081519334,"about_ca_system_score_gemma":0.000018237812,"threshold_uncertainty_score":0.5659262},"labels":[],"label_agreement":null},{"id":"W2523664865","doi":"10.22360/springsim.2016.anss.025","title":"Dem Simulation Of Enhancing Drilling Penetration Using Vibration And Experimental Validation","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Rate of penetration; Measurement while drilling; Vibration; Penetration rate; Penetration depth; Drill bit; Penetration (warfare); Engineering; Mechanical engineering; Petroleum engineering; Acoustics","score_opus":0.01366138729992094,"score_gpt":0.23271036776567128,"score_spread":0.21904898046575033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2523664865","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49462843,0.00005336033,0.50500077,0.0000016547715,0.000072778945,0.000034587294,3.5676962e-7,0.00007593428,0.00013214584],"genre_scores_gemma":[0.99454504,0.000012692464,0.005349628,0.000001850782,0.00005896024,0.0000016489279,0.000002686453,0.000016935224,0.0000105677145],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995507,0.0000072125467,0.0001901682,0.000085875545,0.00008076744,0.00008525743],"domain_scores_gemma":[0.999812,0.000055325512,0.000025738149,0.00006037015,0.000021443117,0.000025142053],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008577562,0.00007649541,0.00007712916,0.00007023795,0.00002880567,0.00001582269,0.000018744511,0.00004364418,0.000019805331],"category_scores_gemma":[0.000013483886,0.00006403747,0.000015723286,0.00006114149,0.000008116799,0.00034157193,0.000005856425,0.000019702878,0.0000017273647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.723865e-7,0.0000014005537,0.000086313434,0.000010207442,0.0000030380816,3.6187835e-8,0.0000670283,0.5213803,0.47758773,0.00004950735,2.86723e-7,0.0008132041],"study_design_scores_gemma":[0.00008353849,0.000006856686,0.00007744535,0.000033760865,0.0000029713951,4.896774e-7,0.000019901652,0.5051796,0.49452287,0.000019039808,0.000005369924,0.000048169277],"about_ca_topic_score_codex":0.0000048419442,"about_ca_topic_score_gemma":0.000001521421,"teacher_disagreement_score":0.49991658,"about_ca_system_score_codex":0.000041180698,"about_ca_system_score_gemma":0.0000038436256,"threshold_uncertainty_score":0.26113722},"labels":[],"label_agreement":null},{"id":"W2524866644","doi":"10.3968/8596","title":"Shallow Gas Well Cementing and Channeling Prevention Technology","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Engineering; Petroleum engineering; Civil engineering; Forensic engineering; Construction engineering","score_opus":0.009296090608777459,"score_gpt":0.21272742053601967,"score_spread":0.20343132992724222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2524866644","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.085456856,0.004691797,0.9079083,0.00021777218,0.00031152522,0.000088459965,4.2429596e-7,0.00029722296,0.0010276262],"genre_scores_gemma":[0.9824138,0.008467171,0.008888433,0.000007961131,0.000027982267,0.00005805008,0.0000035574747,0.000015753985,0.00011723834],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993727,0.000005453788,0.00021154401,0.0001601621,0.00007299131,0.00017715577],"domain_scores_gemma":[0.9998541,0.000018369155,0.000023900797,0.00005791392,0.000012506133,0.000033212036],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012703327,0.0001107794,0.00010548532,0.00020744126,0.000047913854,0.000018246736,0.000035260662,0.000045573222,0.0000071567083],"category_scores_gemma":[0.000012088665,0.00009438123,0.0000067002857,0.00009376062,0.000016719017,0.00050267234,0.000025022518,0.00005469888,0.00001168963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008774986,0.000018145829,0.004985763,0.00014680048,0.00001811163,0.0000045506713,0.0006868221,0.20277129,0.0039663953,0.0011193311,0.000010465147,0.7862635],"study_design_scores_gemma":[0.0036770182,0.00014620487,0.0009511281,0.0019781254,0.000014480791,0.00002648358,0.0022783247,0.6063354,0.0780405,0.012002995,0.29317343,0.0013759112],"about_ca_topic_score_codex":2.1446863e-7,"about_ca_topic_score_gemma":0.000021257827,"teacher_disagreement_score":0.8990199,"about_ca_system_score_codex":0.000043249554,"about_ca_system_score_gemma":0.0000072429452,"threshold_uncertainty_score":0.38487548},"labels":[],"label_agreement":null},{"id":"W2525976250","doi":"10.11159/mmme16.112","title":"New Generation Rotary Drill Bits: Klaw Bit Performance Analysis and Compared with Tricone Bit","year":2016,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Bit (key); Computer science; Drill bit; Bit field; Arithmetic; Drill; Mathematics; Engineering; Computer network; Mechanical engineering; Drilling","score_opus":0.005562911645222142,"score_gpt":0.1661139291868773,"score_spread":0.16055101754165518,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2525976250","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99831396,0.000036051457,0.0005030068,0.00009665048,0.00048898236,0.00017371982,0.000015239127,0.0002688382,0.000103554106],"genre_scores_gemma":[0.99633086,0.00022342212,0.0028988114,0.000014349436,0.0002681346,0.00002288315,0.0000035690891,0.0000552716,0.00018269822],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988315,0.0000022880786,0.00033986868,0.00030949773,0.00020773048,0.00030912424],"domain_scores_gemma":[0.99950546,0.000045126475,0.000077078905,0.00014886208,0.0000592779,0.00016420693],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011668052,0.00031117717,0.00045458833,0.00025262064,0.00005477666,0.00009736014,0.00020953732,0.00008864315,0.000021617247],"category_scores_gemma":[0.000025420386,0.00020123342,0.00006547559,0.00053979486,0.000040088133,0.00021128709,0.00008200933,0.00013289344,0.0000010839474],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051797844,0.00000943541,0.00008291179,0.00021691408,0.00021937149,3.6453008e-7,0.0000068559016,0.008505692,0.988864,0.000566806,0.00024149433,0.0012343563],"study_design_scores_gemma":[0.00058504636,0.000038369235,0.00005991613,0.00036100176,0.00018352232,0.000005709053,0.0000037493564,0.113996245,0.8836023,0.000014194376,0.0008646416,0.0002853063],"about_ca_topic_score_codex":0.000008509282,"about_ca_topic_score_gemma":0.0000029308205,"teacher_disagreement_score":0.10549055,"about_ca_system_score_codex":0.000041388234,"about_ca_system_score_gemma":0.0000071947275,"threshold_uncertainty_score":0.82060605},"labels":[],"label_agreement":null},{"id":"W2526497569","doi":"10.2118/174861-ms","title":"Success of Deepening Workovers in Permian Basin Carbonates","year":2015,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Infill; Completion (oil and gas wells); Drilling; Geology; Petroleum engineering; Engineering; Civil engineering; Mechanical engineering","score_opus":0.017358728284606637,"score_gpt":0.23035652231672077,"score_spread":0.21299779403211413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2526497569","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9769469,0.000335181,0.0101064285,0.00010742132,0.000113473194,0.00009686872,0.00001373742,0.00025051925,0.012029487],"genre_scores_gemma":[0.9992314,0.000107094405,0.00058295426,0.000009809058,0.000028835868,0.0000051131365,0.000009934527,0.000011888963,0.000012943405],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999428,0.000009627069,0.00017698495,0.000116700896,0.00010709275,0.00016159464],"domain_scores_gemma":[0.99975437,0.000023235118,0.000015555534,0.00008312208,0.000045964716,0.00007777349],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015750423,0.00009788703,0.00016177927,0.00009771949,0.00001040109,0.000017321405,0.00006272665,0.00009669118,0.00000803997],"category_scores_gemma":[0.000030232444,0.00010030804,0.000021570198,0.00015866882,0.00005087208,0.00017230741,0.000022771803,0.00016081668,0.0000027126869],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00032627903,0.00031856252,0.07503625,0.0014462179,0.000111218986,0.0002395306,0.010509302,0.5673365,0.10317229,0.06468241,0.0048950016,0.17192645],"study_design_scores_gemma":[0.0059970026,0.0010506236,0.079033755,0.004259238,0.000117753545,0.00014166039,0.008474535,0.71037686,0.1393408,0.040579062,0.00735574,0.0032729735],"about_ca_topic_score_codex":0.000104406165,"about_ca_topic_score_gemma":0.00007598234,"teacher_disagreement_score":0.16865347,"about_ca_system_score_codex":0.00003190369,"about_ca_system_score_gemma":0.000015455202,"threshold_uncertainty_score":0.40904433},"labels":[],"label_agreement":null},{"id":"W2527005374","doi":"10.1520/mnl7320140028","title":"Drilling Technology Methods","year":2016,"lang":"en","type":"book-chapter","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Drill; Petroleum engineering; Measurement while drilling; Casing; Engineering; Drilling engineering; Underbalanced drilling; Mechanical engineering; Submarine pipeline; Drilling fluid; Geology; Marine engineering; Geotechnical engineering","score_opus":0.01016200614496333,"score_gpt":0.23210498614649502,"score_spread":0.2219429800015317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2527005374","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[4.875468e-7,0.0014798915,0.42355692,0.00002605136,0.00065551087,0.00004465285,0.0000034559155,0.001764288,0.57246876],"genre_scores_gemma":[0.00065865775,0.0013436935,0.07808805,0.00001626456,0.0004409179,0.000008879811,0.000004302067,0.00028622465,0.91915303],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99913096,0.000002063432,0.00025960064,0.00023182925,0.00008931861,0.00028623288],"domain_scores_gemma":[0.999416,0.00006764522,0.000024948033,0.00039464817,0.000028843628,0.00006792704],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000120591496,0.0003527815,0.00037146258,0.0004049406,0.000025786623,0.000015202091,0.00019989662,0.00062478404,0.0006300502],"category_scores_gemma":[0.00001061708,0.00029298378,0.00011487082,0.000032261498,0.00003714199,0.00003474822,0.000041697087,0.00037554803,0.0006987366],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.8480244e-7,9.655131e-7,6.30947e-7,0.00012332392,0.00020164314,0.00001607079,0.000010749824,0.017031316,0.0019813532,0.614432,0.0017136213,0.36448768],"study_design_scores_gemma":[0.00007587196,0.000009042666,7.605982e-8,0.00028574766,0.000028826891,0.000015412967,0.0000011335655,0.014382558,0.0044563795,0.042073518,0.9381734,0.0004979982],"about_ca_topic_score_codex":2.1602278e-7,"about_ca_topic_score_gemma":5.0910586e-7,"teacher_disagreement_score":0.93645984,"about_ca_system_score_codex":0.00007281122,"about_ca_system_score_gemma":0.000008527071,"threshold_uncertainty_score":0.99995226},"labels":[],"label_agreement":null},{"id":"W2531505279","doi":"10.1002/geot.201600034","title":"Installation of a microseismic monitoring system in the Mittersill scheelite mine / Aufbau eines mikroseismischen Überwachungssystems im Mittersiller Scheelit Bergbau","year":2016,"lang":"en","type":"article","venue":"Geomechanics and Tunnelling","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Outcrop; Microseism; Seismology; Mining engineering; Geomorphology; Humanities; Art","score_opus":0.007817195274477383,"score_gpt":0.1757655213054522,"score_spread":0.16794832603097481,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2531505279","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8975889,0.0042113885,0.09681513,0.00008519965,0.0007309955,0.0002506899,0.000017391245,0.00016262478,0.00013767972],"genre_scores_gemma":[0.99827766,0.00059206696,0.00074610783,0.000015093492,0.00023663386,0.000022902788,0.0000051147777,0.000057488447,0.000046914483],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99844414,0.000034709436,0.0005483948,0.00029766338,0.00023105547,0.0004440325],"domain_scores_gemma":[0.9993006,0.00013353805,0.000094212766,0.0003205138,0.000057010915,0.00009410653],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005806019,0.0002964376,0.00035900244,0.0002535976,0.00009362076,0.00005965431,0.00023048621,0.00015553436,0.0000026941718],"category_scores_gemma":[0.000021142421,0.00021197318,0.000098512406,0.00030838352,0.000021688522,0.00019289987,0.000043463784,0.00018073754,0.000009186439],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045479304,0.000054518954,0.005691632,0.002799801,0.00030718496,0.000038289265,0.004855573,0.36741465,0.59456605,0.0024130605,0.0000897511,0.02172401],"study_design_scores_gemma":[0.0020843616,0.00008649484,0.0011570635,0.004632519,0.00011473577,0.00009686317,0.003102928,0.93255335,0.04912799,0.0002926319,0.0057697245,0.0009813198],"about_ca_topic_score_codex":0.00009079386,"about_ca_topic_score_gemma":0.000003896853,"teacher_disagreement_score":0.56513876,"about_ca_system_score_codex":0.0000846171,"about_ca_system_score_gemma":0.000011425191,"threshold_uncertainty_score":0.8644016},"labels":[],"label_agreement":null},{"id":"W2533800916","doi":"10.2118/1115-0080-jpt","title":"Wellbore Strengthening in Shales With Nanoparticle-Based Drilling Fluids","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Drilling fluid; Drilling; Petroleum engineering; Wellbore; Geology; Chemical engineering; Materials science; Engineering; Metallurgy","score_opus":0.00844348577693296,"score_gpt":0.19286285758510235,"score_spread":0.1844193718081694,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2533800916","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9529243,0.0017132825,0.04426824,0.00027635085,0.0002464574,0.000025092713,8.376118e-7,0.00024161019,0.0003037906],"genre_scores_gemma":[0.99090093,0.000035315028,0.008916331,0.00000868867,0.00008231445,0.0000028295258,5.219857e-7,0.000039710732,0.000013325566],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989671,0.000011300443,0.0004109598,0.000096375,0.00019946297,0.0003147689],"domain_scores_gemma":[0.99953896,0.00003745279,0.000079326834,0.000161623,0.0000808009,0.000101843936],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031422233,0.00015892829,0.00030704786,0.0007678422,0.0000178189,0.000024026776,0.00022723303,0.00014041284,0.0000055160076],"category_scores_gemma":[0.00006215619,0.00013416883,0.000044136,0.0004505606,0.00004990398,0.00011779303,0.000014866991,0.0004866316,0.000005888995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002792421,0.000022402251,0.010576642,0.000028782564,0.0000287789,0.00016078066,0.000075086034,0.97505563,0.010502515,0.00016575374,0.000051952404,0.003303745],"study_design_scores_gemma":[0.0026415554,0.0005988397,0.0002303171,0.00045148152,0.000037243462,0.0003208581,0.0006855736,0.9102614,0.07532117,0.00034682316,0.008764416,0.0003403551],"about_ca_topic_score_codex":0.0000025691088,"about_ca_topic_score_gemma":0.00001104647,"teacher_disagreement_score":0.06481865,"about_ca_system_score_codex":0.00013302159,"about_ca_system_score_gemma":0.000056373654,"threshold_uncertainty_score":0.5471246},"labels":[],"label_agreement":null},{"id":"W2536165401","doi":"10.1115/omae2016-55141","title":"Baseline Development of Rock Anisotropy Investigation Utilizing Empirical Relationships Between Oriented Physical and Mechanical Measurements and Drilling Performance","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Drilling fluid; Anisotropy; Compressive strength; Materials science; Geotechnical engineering; Schmidt hammer; Ultimate tensile strength; Geology; Composite material","score_opus":0.07758023270537263,"score_gpt":0.24749404901488892,"score_spread":0.1699138163095163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2536165401","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65219676,0.00002916023,0.34751746,0.00002048178,0.00003245096,0.000048188474,0.0000010679121,0.00011051281,0.000043914955],"genre_scores_gemma":[0.97805953,0.00002443831,0.021811258,0.0000031457382,0.00005770326,0.000004776812,0.0000049208847,0.000020761765,0.00001349022],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917257,0.000025241621,0.00028383353,0.000164778,0.00018513644,0.0001684591],"domain_scores_gemma":[0.9995829,0.00013684265,0.000027476319,0.000088538014,0.000043565786,0.000120673634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036901198,0.0001342188,0.00017686519,0.00007270887,0.000084805295,0.000009109767,0.00003905539,0.000065509215,0.0000030228437],"category_scores_gemma":[0.000088146444,0.00010194714,0.000015960086,0.00011993458,0.000018013883,0.00015326645,0.000029143783,0.00010887118,0.0000044479602],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027977234,0.000048471582,0.6316968,0.000612317,0.000255961,8.9134176e-7,0.0038137406,0.049728844,0.24510144,0.00089273363,0.00008077432,0.067740045],"study_design_scores_gemma":[0.0005790076,0.00003583572,0.04724036,0.00030330673,0.000032884254,0.0000018948177,0.000063632295,0.7351656,0.21585892,0.00013187458,0.00032352866,0.00026316757],"about_ca_topic_score_codex":7.072028e-7,"about_ca_topic_score_gemma":0.0000012004307,"teacher_disagreement_score":0.6854367,"about_ca_system_score_codex":0.000043415446,"about_ca_system_score_gemma":0.000015395231,"threshold_uncertainty_score":0.41572836},"labels":[],"label_agreement":null},{"id":"W2536699113","doi":"10.2118/1115-0078-jpt","title":"Case Study Shows Benefits of Applying Hollow Glass Spheres to Drilling Fluids","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Drilling; Petroleum engineering; Hydrostatic pressure; Emulsion; Geology; Mechanical engineering; Engineering; Mechanics; Chemical engineering; Physics","score_opus":0.020954724729077116,"score_gpt":0.2338527487008451,"score_spread":0.212898023971768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2536699113","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9605782,0.0013165271,0.036712263,0.000039303362,0.00079548615,0.0001097794,0.0000029598057,0.00021816259,0.00022731892],"genre_scores_gemma":[0.99285424,0.000019981928,0.006824994,0.0000062025633,0.00019352573,0.000010710542,1.9457038e-7,0.000052013183,0.000038146463],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985798,0.000014819004,0.00065755425,0.0001348311,0.0002872617,0.00032575883],"domain_scores_gemma":[0.999177,0.00004308554,0.00012624411,0.0002844974,0.00019105016,0.00017812499],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043324573,0.00020845546,0.00052959856,0.0007770791,0.000032981552,0.0000251846,0.00033455092,0.00017101584,0.000008798793],"category_scores_gemma":[0.0001322835,0.00019785378,0.00009559762,0.00050086254,0.00002691809,0.00011462551,0.00007050759,0.00046634054,0.0000076055544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015827607,0.00007037306,0.006769736,0.000034098837,0.0001449575,0.0011304837,0.00043675787,0.96521354,0.009340583,0.000075830314,0.0002042851,0.016563503],"study_design_scores_gemma":[0.012276498,0.009958802,0.00055750756,0.0013482505,0.00089863926,0.055313192,0.09371648,0.64658844,0.14146434,0.00074271526,0.03431791,0.0028172224],"about_ca_topic_score_codex":0.000019505791,"about_ca_topic_score_gemma":0.000052242347,"teacher_disagreement_score":0.31862512,"about_ca_system_score_codex":0.000111802474,"about_ca_system_score_gemma":0.000032135296,"threshold_uncertainty_score":0.80682427},"labels":[],"label_agreement":null},{"id":"W2541438689","doi":"10.3997/2214-4609.201602367","title":"Importance of Inclined Velocity Measurements and Variable Biot’s Poroelasticity for Anisotropic Stresses in Predicting Fracture Geometry in Unconventional Plays","year":2016,"lang":"en","type":"article","venue":"Proceedings","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Poromechanics; Biot number; Anisotropy; Isotropy; Fracture (geology); Geology; Constant (computer programming); Mechanics; Stress (linguistics); Geotechnical engineering; Geometry; Drilling; Azimuth; Mathematics; Physics; Engineering; Porous medium; Computer science; Porosity; Optics; Mechanical engineering","score_opus":0.01393706275855398,"score_gpt":0.2134880050139703,"score_spread":0.19955094225541634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2541438689","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9747234,0.00020037519,0.024524886,0.000032564058,0.000096359574,0.00015970375,0.000019908939,0.00007211949,0.0001706795],"genre_scores_gemma":[0.9958998,0.00003515468,0.00394532,0.000008765832,0.00005609774,0.00002378111,0.0000030057743,0.0000195693,0.000008524928],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99916285,0.0000015402376,0.00029497468,0.00017085101,0.00013190447,0.00023786564],"domain_scores_gemma":[0.99971193,0.000080601654,0.00005754963,0.00003758033,0.00006781846,0.000044521137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027424982,0.00012150773,0.00019125282,0.0001555865,0.000019779782,0.000011923368,0.00007358887,0.000081081576,0.000008881008],"category_scores_gemma":[0.0003423563,0.00010475992,0.000019873525,0.00021208843,0.00001771388,0.00019270717,0.000021813446,0.00009460434,2.8316032e-7],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023462177,0.000030083726,0.96310407,0.000756845,0.000026103913,4.4349858e-7,0.00012833886,0.013589705,0.021521293,0.00018952503,0.000062422296,0.00056771794],"study_design_scores_gemma":[0.003776921,0.00012921245,0.7094816,0.00226441,0.00003568247,0.0000050500967,0.00011474006,0.20450291,0.07552985,0.0031296492,0.00050508755,0.00052489893],"about_ca_topic_score_codex":0.000023043058,"about_ca_topic_score_gemma":0.000012666949,"teacher_disagreement_score":0.25362247,"about_ca_system_score_codex":0.000088958004,"about_ca_system_score_gemma":0.000016926273,"threshold_uncertainty_score":0.42719856},"labels":[],"label_agreement":null},{"id":"W2543732157","doi":"10.2118/182510-ms","title":"Risk-Based Analysis of Thermal Well Integrity Through Integration of Caprock Geomechanics and Cement Sheath Design","year":2016,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Caprock; Geomechanics; Cement; Geotechnical engineering; Geology; Petroleum engineering; Materials science; Composite material","score_opus":0.023166310764180933,"score_gpt":0.22260267366651498,"score_spread":0.19943636290233405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2543732157","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17233258,0.00045617044,0.8256703,0.00006559215,0.00016009386,0.00032169028,0.00004733918,0.0001347975,0.0008114025],"genre_scores_gemma":[0.985542,0.0010057788,0.013237822,0.000022411563,0.000053073007,0.000020335945,0.000010846672,0.00004683478,0.00006091283],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981516,0.0002209004,0.00060796016,0.00037268797,0.00027624567,0.00037062314],"domain_scores_gemma":[0.9987174,0.00046731168,0.00017225953,0.00038390583,0.00013936264,0.00011972931],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009875859,0.0004024383,0.000672295,0.00029152152,0.00007523797,0.000034799035,0.00021743303,0.00029078315,0.00012792462],"category_scores_gemma":[0.00004725738,0.0002867767,0.00018329488,0.00042227484,0.00011406042,0.00024228948,0.0000439329,0.00051372783,0.000008761218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024435317,0.00009373888,0.00047132015,0.00013738255,0.0006003285,0.000002585219,0.0007772255,0.45588812,0.5376376,0.000838386,0.000052912976,0.0032560641],"study_design_scores_gemma":[0.00055557804,0.00028056066,0.00048713095,0.00017229926,0.00058683153,0.0000015045546,0.00008853649,0.5533764,0.44360995,0.0004608269,0.00007279557,0.0003075918],"about_ca_topic_score_codex":0.00047926055,"about_ca_topic_score_gemma":0.000028659173,"teacher_disagreement_score":0.8132094,"about_ca_system_score_codex":0.00008290885,"about_ca_system_score_gemma":0.000043535783,"threshold_uncertainty_score":0.99995846},"labels":[],"label_agreement":null},{"id":"W2546982425","doi":"10.15530/urtec-2016-2461443","title":"A Generalized Methodology for Estimating Stress-Dependent Properties in Tight Petroleum Reservoirs and Its Application to Drill Cuttings Data","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China National Offshore Oil Corporation","keywords":"Drill cuttings; Petroleum engineering; Cutting; Petroleum; Stress (linguistics); Geology; Tight gas; Drill; Computer science; Engineering; Hydraulic fracturing; Drilling; Mechanical engineering; Botany; Biology","score_opus":0.07571621781093163,"score_gpt":0.28875363553962535,"score_spread":0.21303741772869372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2546982425","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19470128,0.00028052842,0.8037206,0.00045108848,0.00012028567,0.00033061823,0.000025198817,0.00025420796,0.00011620433],"genre_scores_gemma":[0.78625387,0.000044177283,0.21292204,0.000030148396,0.000118722965,0.00018591141,0.000014869459,0.00004415457,0.0003860932],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990784,0.000024550285,0.00024411976,0.00030015974,0.00008196606,0.00027079126],"domain_scores_gemma":[0.99940073,0.00015922116,0.000020999898,0.0003197471,0.000027357204,0.00007191419],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051239,0.00013702086,0.00019754504,0.0001156212,0.000032231652,0.000022624721,0.00023436979,0.00006287523,0.000005269179],"category_scores_gemma":[0.00020951951,0.000097088785,0.000013798994,0.00007053369,0.000007732098,0.0001711956,0.00011275919,0.000055781475,0.0000075193016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027322383,0.000012388531,0.00042018754,0.00034628378,0.000033456028,0.0000010866551,0.00033538954,0.7248292,0.250615,0.0009676048,0.00031304534,0.022099035],"study_design_scores_gemma":[0.00042058204,0.000017426803,0.00006362944,0.00011825466,0.000007838678,0.00000266961,0.000026039146,0.94968146,0.047708794,0.00011278651,0.0016765196,0.00016397833],"about_ca_topic_score_codex":0.00004269161,"about_ca_topic_score_gemma":0.000089759815,"teacher_disagreement_score":0.5915526,"about_ca_system_score_codex":0.000038775885,"about_ca_system_score_gemma":0.0000067818114,"threshold_uncertainty_score":0.39591658},"labels":[],"label_agreement":null},{"id":"W2550389299","doi":"10.2118/181018-ms","title":"Automatic Performance Analysis and Estimation of Risk Level Embedded in Drilling Operation Plans","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"Norges Forskningsråd","keywords":"Drilling; Context (archaeology); Computer science; Measurement while drilling; Probabilistic logic; Task (project management); Risk analysis (engineering); Reliability engineering; Engineering; Geology; Systems engineering; Mechanical engineering; Artificial intelligence","score_opus":0.0073578357888612255,"score_gpt":0.19310466026686537,"score_spread":0.18574682447800414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2550389299","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.569366,0.000014937496,0.4303992,0.000002326542,0.000020663278,0.00002138993,0.0000043076398,0.000066407214,0.00010476962],"genre_scores_gemma":[0.98787796,0.00012780425,0.011951786,8.62523e-7,0.0000075732164,0.000003419109,0.000004008766,0.0000083708765,0.000018216157],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995807,0.000006513115,0.00019061113,0.000071931565,0.00006154407,0.000088739136],"domain_scores_gemma":[0.9997993,0.00006890357,0.000017763225,0.00008484237,0.00000860172,0.00002059352],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013873712,0.000068525136,0.00013238123,0.0002210894,0.0000142024755,0.000009154067,0.000029790901,0.00003335568,0.000022840582],"category_scores_gemma":[0.000025159667,0.00005039632,0.000019133438,0.00021158205,0.000007633576,0.00015094693,0.0000049388937,0.00003383929,0.0000045054376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.1093965e-7,0.0000022228674,0.013534828,0.000039207953,0.000034885863,1.13457e-7,0.00026803077,0.9275739,0.0013755264,0.000023385875,0.0000016036155,0.05714566],"study_design_scores_gemma":[0.00015402235,0.000005195488,0.084581845,0.000053905518,0.000037375346,4.0694343e-7,0.000014010416,0.9027455,0.012321918,0.000014944656,0.0000012495315,0.000069651],"about_ca_topic_score_codex":0.000029181543,"about_ca_topic_score_gemma":0.000070097005,"teacher_disagreement_score":0.41851196,"about_ca_system_score_codex":0.000021937669,"about_ca_system_score_gemma":0.000002990093,"threshold_uncertainty_score":0.20551023},"labels":[],"label_agreement":null},{"id":"W2551783966","doi":"10.2118/183399-ms","title":"A Comparative Study on the Performance of Acid Systems for High Temperature Matrix Stimulation","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Corrosion; Penetration (warfare); Materials science; Matrix (chemical analysis); Carbonate; Methanesulfonic acid; Permeability (electromagnetism); Chemistry; Composite material; Metallurgy; Mathematics; Organic chemistry; Biochemistry","score_opus":0.015015216382729865,"score_gpt":0.23737729176574288,"score_spread":0.222362075383013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2551783966","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99143136,0.00006547043,0.0074261567,0.000018119566,0.00026508083,0.0004527316,0.000008748412,0.00012622937,0.00020609354],"genre_scores_gemma":[0.9994638,0.0000075130965,0.000069127615,0.0000015599508,0.00006075012,0.000052385873,0.0000012489526,0.000012601703,0.00033100895],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99962044,0.000008473075,0.00012885914,0.000068208195,0.000082097125,0.00009193118],"domain_scores_gemma":[0.9996923,0.00010775263,0.000015854357,0.00013427887,0.00003535279,0.000014413739],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010889163,0.00008596644,0.0001317237,0.00003253281,0.000030101975,0.000011836525,0.00006599287,0.000028306426,0.000005622562],"category_scores_gemma":[0.00000585736,0.000041485055,0.000019349814,0.00006265349,0.000006343257,0.000049614453,0.000004480136,0.00004034775,0.000010585111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001445125,0.000018764536,0.00046109536,0.000055260072,0.000048260914,7.858599e-8,0.00030015022,0.9530977,0.044229236,0.0012920082,0.00043028942,0.00005271531],"study_design_scores_gemma":[0.00081368507,0.00045013294,0.004074316,0.00020067078,0.000020970741,6.823992e-7,0.00047809808,0.8509995,0.14256851,0.00001011453,0.00020366818,0.00017967583],"about_ca_topic_score_codex":0.0000026678883,"about_ca_topic_score_gemma":5.6835927e-7,"teacher_disagreement_score":0.10209822,"about_ca_system_score_codex":0.000020598534,"about_ca_system_score_gemma":0.0000027592503,"threshold_uncertainty_score":0.16917114},"labels":[],"label_agreement":null},{"id":"W2557421639","doi":"10.1115/pvp2016-63306","title":"Application of Numerical Modeling for Predicting the Fatigue Crack Growth of an Elliptical Crack in Kelly Valves","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Workbench; Structural engineering; Python (programming language); Paris' law; Fracture mechanics; Fatigue testing; Finite element method; Computer science; Engineering; Mechanical engineering; Crack closure","score_opus":0.014527239750237227,"score_gpt":0.2333571580436125,"score_spread":0.21882991829337528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2557421639","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19193618,0.00003337162,0.80732536,0.000040119106,0.00004760503,0.00015482507,0.00000453836,0.00009545393,0.00036256865],"genre_scores_gemma":[0.9866796,0.0000206203,0.013145347,0.0000037766242,0.00007508777,0.000033498618,0.0000026879184,0.000028343338,0.000011004867],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992316,0.000010295015,0.00034515766,0.00012733917,0.0001088899,0.00017671187],"domain_scores_gemma":[0.9994706,0.00022649142,0.000028784429,0.00018181052,0.000052446725,0.00003987229],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023656782,0.00009994529,0.00016612184,0.000055361692,0.000016243519,0.000005747759,0.00014704242,0.00006317525,0.0000038364824],"category_scores_gemma":[0.000078173995,0.00006302192,0.000055517445,0.000120605735,0.000021189146,0.000112060276,0.000013274656,0.00006695993,0.0000014767224],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000064201395,0.00002185049,0.0012395311,0.00011839328,0.000012688153,5.5599138e-8,0.0001632245,0.9729194,0.01647839,0.0033208218,0.000006018583,0.005713212],"study_design_scores_gemma":[0.00020536504,0.000030498399,0.0003051104,0.00005903372,0.000009302863,6.0884605e-7,0.000044418182,0.97982514,0.018155374,0.0012675272,0.000013925513,0.00008367361],"about_ca_topic_score_codex":0.000035835757,"about_ca_topic_score_gemma":0.000004309403,"teacher_disagreement_score":0.7947435,"about_ca_system_score_codex":0.000019936266,"about_ca_system_score_gemma":0.000008610492,"threshold_uncertainty_score":0.25699595},"labels":[],"label_agreement":null},{"id":"W2559648456","doi":"","title":"Understanding Seismic Anisotropy in Hunt Well of Fort McMurray, Canada","year":2014,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Seismology","score_opus":0.01735677572811388,"score_gpt":0.19006702518574345,"score_spread":0.17271024945762958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2559648456","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9545714,0.00011416703,0.010597199,0.000034801087,0.0006062205,0.000083872466,0.000004895311,0.0001859144,0.033801507],"genre_scores_gemma":[0.99888235,0.00004063279,0.0008716141,0.000030170671,0.000083856045,0.0000032410226,0.000007879824,0.000051279552,0.000028947119],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987414,0.000014116482,0.00043023247,0.00017643506,0.00021809491,0.00041971155],"domain_scores_gemma":[0.99943656,0.00018004191,0.000065299726,0.00019909754,0.00001772028,0.000101303776],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034975162,0.00019275045,0.00026190263,0.00011155879,0.000036644982,0.00001906443,0.00015511598,0.0000857369,0.0000014020477],"category_scores_gemma":[0.00008028503,0.00021814124,0.000041489617,0.00015736345,0.00001594009,0.00007075988,0.000018625127,0.00024260196,0.0000050418216],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022212903,0.000007105233,0.0075792596,0.00015747723,0.000014779656,0.000010310027,0.00007732328,0.9900991,0.0011830716,0.00015497948,0.0005233002,0.00019108945],"study_design_scores_gemma":[0.00064017024,0.000037478047,0.014952521,0.00072240527,0.000021829273,0.00001101755,0.00025362385,0.9634437,0.010742122,0.00045561654,0.008147795,0.0005717307],"about_ca_topic_score_codex":0.31320727,"about_ca_topic_score_gemma":0.43899003,"teacher_disagreement_score":0.12578277,"about_ca_system_score_codex":0.00033060048,"about_ca_system_score_gemma":0.00005342465,"threshold_uncertainty_score":0.88955414},"labels":[],"label_agreement":null},{"id":"W2559877605","doi":"10.2118/184159-ms","title":"Use of Technical Design and Surveillance Tools to Minimize Operating Integrity Risk in High Temperature Wells","year":2016,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Casing; Lead (geology); Structural integrity; Component (thermodynamics); Risk analysis (engineering); Key (lock); Computer science; Environmental science; Reliability engineering; Engineering; Petroleum engineering; Geology; Computer security; Structural engineering","score_opus":0.029440745278617727,"score_gpt":0.22404159539700047,"score_spread":0.19460085011838274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2559877605","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9676515,0.00008500776,0.031573404,0.0003028599,0.00008103095,0.000091031616,0.000037769492,0.00009199722,0.00008542502],"genre_scores_gemma":[0.98341626,0.0013671779,0.015095931,0.000025849531,0.000032508422,0.000012552338,0.0000047332583,0.000014112226,0.000030904874],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992916,0.000046848956,0.00021894398,0.00018916732,0.0000786493,0.0001747832],"domain_scores_gemma":[0.9995113,0.00023038633,0.000019882758,0.00011824444,0.000047609854,0.00007255989],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026803373,0.00013462653,0.00021970652,0.000079941696,0.000028509763,0.0000691006,0.000039946462,0.00012369649,0.000011717976],"category_scores_gemma":[0.00017734719,0.00010526344,0.000015898784,0.000107632586,0.00003347245,0.00021977098,0.000020891015,0.00018639742,0.0000036484912],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015667129,0.00004880069,0.023156654,0.00040277294,0.000029323714,0.00001705738,0.0006008579,0.071756385,0.7817259,0.0014902904,0.00083907496,0.11977621],"study_design_scores_gemma":[0.0042291116,0.0006396509,0.34710744,0.007027005,0.000042318115,0.00007363017,0.00031708874,0.12420884,0.5109324,0.0021399076,0.0009936969,0.0022889245],"about_ca_topic_score_codex":0.000111425754,"about_ca_topic_score_gemma":0.00006100165,"teacher_disagreement_score":0.3239508,"about_ca_system_score_codex":0.000028398992,"about_ca_system_score_gemma":0.00001474624,"threshold_uncertainty_score":0.42925185},"labels":[],"label_agreement":null},{"id":"W2559936306","doi":"10.2118/184155-ms","title":"Application of Vacuum-Insulated Tubing VIT in Thermal Oil Sand Projects","year":2016,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Product (mathematics); Thermal insulation; Thermal; Quality (philosophy); Mechanical engineering; Engineering; Process engineering; Computer science; Environmental science; Petroleum engineering; Materials science","score_opus":0.01238611519877241,"score_gpt":0.20447956130737038,"score_spread":0.19209344610859796,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2559936306","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9829314,0.0001667474,0.012165857,0.00008969384,0.00007148907,0.00003580123,0.0000059647164,0.00013606795,0.0043970235],"genre_scores_gemma":[0.9992,0.00046901088,0.00017054727,0.0000072815765,0.00004318501,0.000017616065,0.0000090933645,0.000016158114,0.00006712883],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99940693,0.000010701682,0.00018772714,0.00014212218,0.00008279006,0.00016973428],"domain_scores_gemma":[0.9997706,0.00002587199,0.000023994853,0.0001074321,0.000033740806,0.000038366252],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010418514,0.000109305496,0.00014248065,0.0001012907,0.000020130943,0.000015266656,0.000039761933,0.00007974331,0.000012164315],"category_scores_gemma":[0.000008038362,0.000090279005,0.00001908534,0.00011929371,0.000024183548,0.00015282746,0.000009943338,0.00007198871,0.000011492526],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023261093,0.000017154072,0.0008504017,0.00028648457,0.000009636178,0.0000020768146,0.0004738621,0.004176019,0.65645725,0.00052279315,0.000012287967,0.3371688],"study_design_scores_gemma":[0.002329364,0.00010737517,0.011970198,0.0021633795,0.000026713706,0.000014403821,0.00017643475,0.33203915,0.64882475,0.0009774463,0.00069288653,0.00067789294],"about_ca_topic_score_codex":0.00007555921,"about_ca_topic_score_gemma":0.00002354799,"teacher_disagreement_score":0.3364909,"about_ca_system_score_codex":0.000028750554,"about_ca_system_score_gemma":0.0000136958415,"threshold_uncertainty_score":0.3681471},"labels":[],"label_agreement":null},{"id":"W2559952554","doi":"10.2118/184102-ms","title":"Unique Cement Design to Mitigate Trapped Annular Pressure TAP Between Two Casing Strings in Steam Injection Wells","year":2016,"lang":"en","type":"article","venue":"SPE Heavy Oil Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"Shell Canada","keywords":"Casing; Materials science; Composite material; Cement; Annulus (botany); Steam injection; Slurry; Completion (oil and gas wells); Hydrostatic test; Petroleum engineering; Geology","score_opus":0.022286671155074045,"score_gpt":0.2288312391148988,"score_spread":0.20654456795982476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2559952554","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.63627315,0.00015009199,0.3619408,0.0002757806,0.00015662936,0.00021765736,0.000019063182,0.000249742,0.0007170734],"genre_scores_gemma":[0.9985901,0.00027125282,0.00079336384,0.00002909211,0.000112875096,0.000037780508,0.000009805471,0.000028701157,0.00012698838],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990281,0.000036700825,0.00024465303,0.00024549465,0.00012897493,0.00031608544],"domain_scores_gemma":[0.9996363,0.00004162591,0.000023725015,0.00012914445,0.000041749387,0.00012748459],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024642528,0.00018901758,0.00021072984,0.00018752081,0.000051041447,0.000057387984,0.00005650168,0.00009668379,0.000019617704],"category_scores_gemma":[0.000012222119,0.00017440124,0.000026098103,0.00015873059,0.00002001738,0.00023912203,0.000016329539,0.00013603033,0.000019143474],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009422286,0.000049580496,0.0048791724,0.000517636,0.00009211202,0.000033886627,0.002419293,0.39152104,0.13826811,0.0006546353,0.0004909558,0.46097934],"study_design_scores_gemma":[0.0049640764,0.0008031148,0.022147782,0.0061047263,0.0001860572,0.000048769252,0.00063774415,0.18787198,0.76184815,0.0032501514,0.009885067,0.002252389],"about_ca_topic_score_codex":0.00015740747,"about_ca_topic_score_gemma":0.000041242834,"teacher_disagreement_score":0.62358004,"about_ca_system_score_codex":0.00007182147,"about_ca_system_score_gemma":0.000021584943,"threshold_uncertainty_score":0.7111876},"labels":[],"label_agreement":null},{"id":"W2560067888","doi":"10.1016/j.petrol.2016.12.010","title":"Dynamic model for longitudinal and torsional motions of a horizontal oilwell drillstring with wellbore stick-slip friction","year":2016,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Vibration; Drill pipe; Engineering; Rate of penetration; Directional drilling; Mechanics; Torsional vibration; Drilling; Coupling (piping); Geology; Mechanical engineering; Acoustics; Physics","score_opus":0.005561950272910624,"score_gpt":0.1874508732457919,"score_spread":0.18188892297288128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2560067888","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5316655,0.00020400889,0.46787584,0.000022116483,0.00016102573,0.000022962116,0.0000064051496,0.000023381584,0.000018752373],"genre_scores_gemma":[0.9872875,0.00020005804,0.012407297,0.0000010277862,0.00006531819,0.0000025959703,2.9120787e-7,0.0000204513,0.000015416934],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903226,0.0000017785856,0.000268401,0.00013424209,0.00030222096,0.00026111232],"domain_scores_gemma":[0.9994921,0.00006027589,0.00006561424,0.00008089728,0.00014949271,0.00015159904],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037605813,0.00014337977,0.0002116992,0.00036420306,0.000075382326,0.00003494392,0.0001136055,0.000040236242,0.0000010880068],"category_scores_gemma":[0.00006232669,0.00010088198,0.00004235752,0.00019930591,0.00007877988,0.00050601555,0.000020949194,0.00011053471,1.6351194e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011272563,0.000008014059,0.0005303666,0.00009183169,0.000024410805,0.0000023539776,0.00008231503,0.8500493,0.14677367,0.00019951418,0.000008617544,0.0022182965],"study_design_scores_gemma":[0.00048440995,0.00017237583,0.0036218432,0.00032052724,0.000034080243,0.000122067184,0.000040545674,0.99206436,0.002915893,0.000028738386,0.000055724577,0.00013941665],"about_ca_topic_score_codex":0.0000014585122,"about_ca_topic_score_gemma":0.000001931888,"teacher_disagreement_score":0.45562202,"about_ca_system_score_codex":0.000115718714,"about_ca_system_score_gemma":0.000050415587,"threshold_uncertainty_score":0.4113848},"labels":[],"label_agreement":null},{"id":"W2560769868","doi":"","title":"Groundwater baseline sampling programs designed to identify potential leakage from unconventional gas plays in Alberta, Canada","year":2014,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Baseline (sea); Leakage (economics); Groundwater; Environmental science; Sampling (signal processing); Hydrology (agriculture); Computer science; Geology; Telecommunications; Economics","score_opus":0.011213817221969622,"score_gpt":0.21277801744675856,"score_spread":0.20156420022478894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2560769868","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.962594,0.000058082736,0.03456,0.00013388332,0.0010884105,0.00018959785,0.000007185517,0.00022524831,0.0011436319],"genre_scores_gemma":[0.9930649,0.0000060369534,0.0060360637,0.00007902877,0.00045380444,0.000029264793,0.00016109111,0.000085270105,0.00008455252],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99797016,0.000043935113,0.00059330836,0.00038482837,0.00036337855,0.0006443865],"domain_scores_gemma":[0.9990562,0.0003428185,0.000057664416,0.0002494639,0.000046496538,0.00024736338],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00062247954,0.00031127484,0.00029789563,0.00012518954,0.00008105079,0.00013954354,0.0002423389,0.0001243575,0.000009543093],"category_scores_gemma":[0.00022959616,0.00034667115,0.00007279659,0.00017345764,0.000012214168,0.00013688221,0.000040542032,0.0003158827,0.00007569475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000983452,0.000029738761,0.004164129,0.000061160215,0.00003562823,0.000031973752,0.0001233802,0.9846895,0.006375063,0.000010243771,0.0002309061,0.004238483],"study_design_scores_gemma":[0.002113513,0.00011580975,0.13853608,0.0020553966,0.00011120144,0.00003246895,0.00018079986,0.82527643,0.01498698,0.0005294343,0.013835203,0.0022266903],"about_ca_topic_score_codex":0.8333704,"about_ca_topic_score_gemma":0.90016305,"teacher_disagreement_score":0.15941304,"about_ca_system_score_codex":0.00020051409,"about_ca_system_score_gemma":0.000053835847,"threshold_uncertainty_score":0.99989855},"labels":[],"label_agreement":null},{"id":"W2562821943","doi":"10.1115/1.4035514","title":"Drill Bit Contact Dynamics Including Side Cutting: Simulation and Validation","year":2016,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Drilling; Computer science; Curvature; Context (archaeology); Finite element method; Drill bit; Fidelity; Contact dynamics; Directional drilling; Drill; Wellbore; Mechanical engineering; Simulation; Engineering; Structural engineering; Geology; Petroleum engineering; Mathematical optimization; Geometry; Mathematics","score_opus":0.008454573003574327,"score_gpt":0.2179070042589007,"score_spread":0.20945243125532637,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2562821943","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7875143,0.00056412106,0.21045814,0.00025760007,0.00019830198,0.000015301106,0.0000012108788,0.00020696926,0.00078402314],"genre_scores_gemma":[0.99870217,0.00027238732,0.0007984972,0.0000079735755,0.000132093,9.0518483e-7,6.3990603e-7,0.000029677496,0.000055629407],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999271,0.000011534949,0.00034418132,0.00008733108,0.00010979047,0.00017619264],"domain_scores_gemma":[0.9994731,0.00015870944,0.00013918296,0.000109578665,0.000069249116,0.00005016197],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015564496,0.00012118401,0.00021202216,0.0005328843,0.00004433863,0.000020081605,0.00012289008,0.0001772898,0.0000035072126],"category_scores_gemma":[0.0001367094,0.000091360824,0.000042660304,0.00020118055,0.000031279713,0.00014578622,0.000036015168,0.00013885178,9.99664e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010971689,0.0000067915435,0.0032435753,0.000019025227,0.000074166965,0.00001697594,0.000053941614,0.88224345,0.024418633,0.0029111987,0.000019901057,0.08698138],"study_design_scores_gemma":[0.00083573506,0.00019327551,0.000476942,0.00040132838,0.000048821898,0.00022749003,0.00008982717,0.91197795,0.03719207,0.0033625176,0.044890482,0.0003035383],"about_ca_topic_score_codex":0.0000025675993,"about_ca_topic_score_gemma":0.0000035443038,"teacher_disagreement_score":0.21118787,"about_ca_system_score_codex":0.000105471576,"about_ca_system_score_gemma":0.000005253011,"threshold_uncertainty_score":0.37255862},"labels":[],"label_agreement":null},{"id":"W2562889610","doi":"10.13140/rg.2.1.4884.8807","title":"Natural Fractures Characterization in a Carbonate Heavy Oil Field","year":2012,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Carbonate; Natural (archaeology); Geology; Field (mathematics); Characterization (materials science); Metallurgy; Materials science; Mathematics; Paleontology","score_opus":0.0035436615354089997,"score_gpt":0.19060965237387484,"score_spread":0.18706599083846584,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2562889610","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9714626,0.0006956439,0.00693657,0.00008384891,0.0015360512,0.000027000713,0.0000016812293,0.00047663986,0.018779945],"genre_scores_gemma":[0.99900305,0.000065914646,0.00020021581,0.00010580066,0.00018084465,0.0000052009846,0.000014843971,0.000016981145,0.0004071356],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995939,0.0000036063252,0.00009316965,0.000049424696,0.00005261389,0.00020726373],"domain_scores_gemma":[0.999856,0.000022495453,0.0000053190997,0.00007231476,0.000004468619,0.000039379],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000049157756,0.00008096492,0.00007637517,0.00006476907,0.000009111942,0.000012499499,0.000040458985,0.00005226157,0.000043136522],"category_scores_gemma":[0.000011005969,0.00007454313,0.000018807521,0.0000860072,0.000002140344,0.00014857842,0.0000069430876,0.00013838691,0.000018211598],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030757197,0.00008805576,0.027641885,0.00045765552,0.00008256895,0.000013458595,0.003414886,0.41100276,0.36873284,0.001693613,0.0009965745,0.18584494],"study_design_scores_gemma":[0.00032053236,0.000011055081,0.064216904,0.00008385111,0.000006886632,0.0000068663912,0.000027395807,0.7818399,0.12637167,0.000018067536,0.026623249,0.00047364467],"about_ca_topic_score_codex":0.00001821665,"about_ca_topic_score_gemma":0.000007151679,"teacher_disagreement_score":0.37083712,"about_ca_system_score_codex":0.000021194339,"about_ca_system_score_gemma":0.0000016515844,"threshold_uncertainty_score":0.3039781},"labels":[],"label_agreement":null},{"id":"W2565202738","doi":"10.1007/s11663-016-0879-3","title":"Gas-Enhanced Ultra-High Shear Mixing: A Concept and Applications","year":2016,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions B","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Materials science; Shear (geology); Mixing (physics); Slurry; Rotor (electric); Stator; Mechanical engineering; Composite material; Process engineering; Mechanics; Metallurgy; Engineering","score_opus":0.005443428527663889,"score_gpt":0.18159862387029585,"score_spread":0.17615519534263196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2565202738","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07442733,0.00026767532,0.9242341,0.00007245821,0.00019525332,0.00013617352,0.000048952297,0.00030527991,0.00031279188],"genre_scores_gemma":[0.99711806,0.0011503574,0.0011386607,0.000008503731,0.000087680826,0.00010467537,0.0000046332407,0.00002365842,0.00036375577],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993974,0.000012208461,0.00018007786,0.0001713214,0.000059646136,0.00017937084],"domain_scores_gemma":[0.9997234,0.00004789895,0.000011363943,0.00009759159,0.000012128049,0.00010766404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000064590204,0.00012769196,0.00019768802,0.000036987018,0.00007866106,0.000057367342,0.0000414475,0.00007003984,0.00044520214],"category_scores_gemma":[0.0000023579075,0.0000977139,0.000028488173,0.00006163492,0.00006912841,0.00010882102,0.0000021874412,0.00004520422,0.000023925772],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012517833,0.00003461931,1.3666902e-7,0.00012861963,0.00011330949,0.0000049740624,0.00014111614,0.022502394,0.94279987,0.0020553712,0.000018913983,0.03218815],"study_design_scores_gemma":[0.0017629435,0.000075034586,0.00018893293,0.00016036267,0.00018043748,0.00018047118,0.000047300746,0.0034546212,0.9288478,0.001388875,0.062944904,0.00076831965],"about_ca_topic_score_codex":0.000015803565,"about_ca_topic_score_gemma":0.0000020982948,"teacher_disagreement_score":0.9230954,"about_ca_system_score_codex":0.0000093022145,"about_ca_system_score_gemma":0.0000027525186,"threshold_uncertainty_score":0.4874651},"labels":[],"label_agreement":null},{"id":"W2566354965","doi":"10.4095/211600","title":"Apparent formation-factor and porosity variation with pressure for Cretaceous shale of the Western Canada Sedimentary Basin, southern Alberta","year":2000,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Geology; Cretaceous; Oil shale; Structural basin; Sedimentary rock; Geochemistry; Variation (astronomy); Porosity; Paleontology; Geomorphology; Petrology; Geotechnical engineering","score_opus":0.006796780343635821,"score_gpt":0.17218370159375773,"score_spread":0.16538692125012192,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2566354965","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5368154,0.01883091,0.27969718,0.0009882237,0.011300008,0.013527637,0.017169438,0.0015506366,0.120120555],"genre_scores_gemma":[0.98361397,0.00018458448,0.00031855406,0.000041839,0.00018954127,0.000048160247,0.00025055173,0.000092479444,0.015260319],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99903566,0.000007306765,0.00028172438,0.00015130523,0.00034713958,0.00017688934],"domain_scores_gemma":[0.9994685,0.000066660505,0.00009272892,0.00024380411,0.000075061165,0.00005324142],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000701641,0.00023580634,0.00028865348,0.000031524385,0.000049931845,0.000023727673,0.00011402202,0.00012268755,0.000048134865],"category_scores_gemma":[0.000008186074,0.0001633693,0.00004891174,0.000046913,0.000010152901,0.000067042994,0.000016956452,0.00014178158,3.5817834e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005178204,0.000028617938,0.007850838,0.005627618,0.0012316741,0.00000272852,0.0027512347,0.950071,0.00008241056,0.0000028060663,0.02794074,0.004358542],"study_design_scores_gemma":[0.0012877146,0.00010698874,0.013690387,0.0014873219,0.0011962935,0.00014124217,0.00019405679,0.25487962,0.003493885,0.000012190829,0.722037,0.0014732552],"about_ca_topic_score_codex":0.40847746,"about_ca_topic_score_gemma":0.32669568,"teacher_disagreement_score":0.6951914,"about_ca_system_score_codex":0.00012686662,"about_ca_system_score_gemma":0.00023805273,"threshold_uncertainty_score":0.6855903},"labels":[],"label_agreement":null},{"id":"W2567289679","doi":"10.22360/summersim.2016.scsc.007","title":"DEM Simulation of Enhancing Drilling Penetration using Vibration and Experimental Validation","year":2016,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Rate of penetration; Measurement while drilling; Vibration; Penetration rate; Penetration depth; Drill bit; Drilling fluid; Penetration (warfare); Petroleum engineering; Engineering; Mechanical engineering; Acoustics","score_opus":0.01366138729992094,"score_gpt":0.23271036776567128,"score_spread":0.21904898046575033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2567289679","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49462843,0.00005336033,0.50500077,0.0000016547715,0.000072778945,0.000034587294,3.5676962e-7,0.00007593428,0.00013214584],"genre_scores_gemma":[0.99454504,0.000012692464,0.005349628,0.000001850782,0.00005896024,0.0000016489279,0.000002686453,0.000016935224,0.0000105677145],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995507,0.0000072125467,0.0001901682,0.000085875545,0.00008076744,0.00008525743],"domain_scores_gemma":[0.999812,0.000055325512,0.000025738149,0.00006037015,0.000021443117,0.000025142053],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008577562,0.00007649541,0.00007712916,0.00007023795,0.00002880567,0.00001582269,0.000018744511,0.00004364418,0.000019805331],"category_scores_gemma":[0.000013483886,0.00006403747,0.000015723286,0.00006114149,0.000008116799,0.00034157193,0.000005856425,0.000019702878,0.0000017273647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.723865e-7,0.0000014005537,0.000086313434,0.000010207442,0.0000030380816,3.6187835e-8,0.0000670283,0.5213803,0.47758773,0.00004950735,2.86723e-7,0.0008132041],"study_design_scores_gemma":[0.00008353849,0.000006856686,0.00007744535,0.000033760865,0.0000029713951,4.896774e-7,0.000019901652,0.5051796,0.49452287,0.000019039808,0.000005369924,0.000048169277],"about_ca_topic_score_codex":0.0000048419442,"about_ca_topic_score_gemma":0.000001521421,"teacher_disagreement_score":0.49991658,"about_ca_system_score_codex":0.000041180698,"about_ca_system_score_gemma":0.0000038436256,"threshold_uncertainty_score":0.26113722},"labels":[],"label_agreement":null},{"id":"W2578715501","doi":"10.1007/978-3-319-52773-4_34","title":"Profiling the In Situ Compressibility of Cretaceous Shale Using Grouted-in Piezometers and Laboratory Testing","year":2017,"lang":"en","type":"book-chapter","venue":"Springer series in geomechanics and geoengineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Borehole; In situ; Piezometer; Geology; Oil shale; Mineralogy; Consolidation (business); Compressibility; Analytical Chemistry (journal); Geotechnical engineering; Aquifer; Chemistry; Groundwater","score_opus":0.0169359849268525,"score_gpt":0.20267898414826488,"score_spread":0.18574299922141238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2578715501","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9420581,0.03232415,0.012345144,0.00002472216,0.0017884545,0.00136239,0.00011834452,0.00047266204,0.009506065],"genre_scores_gemma":[0.99498653,0.0012821594,0.003276926,0.0000037248915,0.000078879726,0.000018586688,0.000006281915,0.00015133372,0.00019555207],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981892,0.000010908872,0.0006705075,0.00044822105,0.0001853572,0.0004957865],"domain_scores_gemma":[0.99906594,0.00013684364,0.00013168724,0.00053964916,0.000047178368,0.0000787244],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006223546,0.0005148709,0.00074063026,0.0004917162,0.000066398636,0.00008360989,0.0002811963,0.00032479176,0.0000022901324],"category_scores_gemma":[0.000092282295,0.00053058914,0.000053470667,0.000121866775,0.00006688633,0.00024640665,0.00025242165,0.0008991854,3.9809825e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015583018,0.000010169503,0.0011110001,0.0022715598,0.00006239406,0.00011120753,0.0006459971,0.974685,0.014635257,0.0030964145,6.790378e-7,0.0033547138],"study_design_scores_gemma":[0.0004397488,0.000040269864,0.0006653264,0.002775764,0.00003358394,0.00003061455,0.00010633537,0.99148965,0.0015969415,0.001456034,0.0005723566,0.00079337775],"about_ca_topic_score_codex":0.000047568858,"about_ca_topic_score_gemma":0.00022974817,"teacher_disagreement_score":0.05292849,"about_ca_system_score_codex":0.00013838673,"about_ca_system_score_gemma":0.000030537078,"threshold_uncertainty_score":0.99971455},"labels":[],"label_agreement":null},{"id":"W2585903415","doi":"10.2118/0616-0020-jpt","title":"Technology Update: Biocide Treatment Program Reduces Premature Coiled Tubing Failures","year":2016,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Eagle; Engineering; Service provider; Forensic engineering; Geology; Service (business); Business; Materials science; Paleontology; Composite material","score_opus":0.0038679392749156136,"score_gpt":0.20906794095885423,"score_spread":0.20520000168393862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2585903415","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97155523,0.006821597,0.010328859,0.0073645576,0.0010455811,0.00016475715,0.000008276129,0.0023289495,0.00038216688],"genre_scores_gemma":[0.9870751,0.001427094,0.011058259,0.0000058853802,0.00020224488,0.000032346412,8.727851e-7,0.000059875274,0.00013834903],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986085,0.0000119766755,0.000541642,0.00018402605,0.00016415224,0.00048966816],"domain_scores_gemma":[0.9992746,0.00004029833,0.00018151272,0.00031487277,0.00010226629,0.0000864263],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013853265,0.000292789,0.0005206918,0.0013265488,0.000053093718,0.00002904742,0.00042987382,0.0005123961,0.000025424144],"category_scores_gemma":[0.00008424808,0.00018905375,0.00014759396,0.00052191335,0.00013837713,0.00015719338,0.000042069576,0.00040706436,0.000030990315],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038219932,0.00014336548,0.0009969629,0.000056099532,0.00057286496,0.00024961197,0.00004648385,0.012377641,0.453377,0.0015483589,0.0014686744,0.52912474],"study_design_scores_gemma":[0.0022418264,0.0015049743,0.000109248664,0.00066558045,0.00014789155,0.0016011868,0.00025221155,0.0035282806,0.74270517,0.0026297995,0.24406506,0.00054876565],"about_ca_topic_score_codex":8.969579e-7,"about_ca_topic_score_gemma":0.0000040670993,"teacher_disagreement_score":0.52857596,"about_ca_system_score_codex":0.00025579415,"about_ca_system_score_gemma":0.000039154205,"threshold_uncertainty_score":0.7709388},"labels":[],"label_agreement":null},{"id":"W2586951003","doi":"10.2118/184986-ms","title":"2D Transient Simulation of Conjugate Natural Convection and Radiation within Thermal Wellbore Annuli","year":2017,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Mechanics; Heat transfer; Annulus (botany); Thermal radiation; Finite volume method; Convection; Transient (computer programming); Thermal conduction; Convective heat transfer; Thermodynamics; Physics; Materials science; Computer science","score_opus":0.010095192183271737,"score_gpt":0.21369648550502954,"score_spread":0.2036012933217578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2586951003","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97707564,0.0005366352,0.016207619,0.00040213254,0.0011584994,0.00013342964,0.00003486363,0.00026488327,0.0041862777],"genre_scores_gemma":[0.999576,0.00008498197,0.00019574258,0.000017591252,0.000047187084,0.0000041294725,0.000009323155,0.000016532653,0.000048561822],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999285,0.000010222738,0.00022668419,0.00014807329,0.00016637288,0.0001636937],"domain_scores_gemma":[0.9995148,0.000043088272,0.00006382122,0.00023106165,0.00006376048,0.00008346586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010252666,0.00013119039,0.00017921146,0.00003231405,0.00010272429,0.00004425058,0.00012805453,0.00008307605,0.000012874861],"category_scores_gemma":[0.000062081155,0.00013180093,0.000022671024,0.00003861616,0.00007383362,0.00013239191,0.000013495154,0.00021677492,5.6360426e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003092763,0.000006497405,0.0003066862,0.00019721361,0.000024342184,0.0000072966877,0.00011259696,0.90561485,0.026222138,0.00084152474,0.00007911429,0.06655678],"study_design_scores_gemma":[0.0003106083,0.000029470815,0.013877377,0.00009875462,0.000016021777,0.000003893684,0.000017897153,0.9670335,0.016827544,0.0000435879,0.0015402898,0.00020102384],"about_ca_topic_score_codex":0.01792123,"about_ca_topic_score_gemma":0.051911756,"teacher_disagreement_score":0.06635576,"about_ca_system_score_codex":0.00007956105,"about_ca_system_score_gemma":0.00009709104,"threshold_uncertainty_score":0.9886185},"labels":[],"label_agreement":null},{"id":"W2587411043","doi":"10.2118/184972-ms","title":"Learnings from the Grand Rapids Field Trial of Tubing Deployed Inflow Control Devices for SAGD Application","year":2017,"lang":"en","type":"article","venue":"SPE Canada Heavy Oil Technical Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cenovus Energy (Canada)","funders":"Cenovus Energy","keywords":"Inflow; Field trial; Petroleum engineering; Completion (oil and gas wells); Oil field; Wellbore; Field (mathematics); Environmental science; Engineering; Meteorology; Geography; Chemistry","score_opus":0.01245105906225789,"score_gpt":0.22115752078386264,"score_spread":0.20870646172160476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2587411043","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2671088,0.00082787516,0.7214454,0.0036489735,0.0013690044,0.0010019502,0.00015781308,0.00057470705,0.0038654674],"genre_scores_gemma":[0.99876606,0.00006825755,0.00073419133,0.00010043352,0.00017849795,0.00009454079,0.000009167132,0.000022820434,0.000026039335],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913293,0.000012638021,0.00028201123,0.00017400768,0.00017723884,0.00022114921],"domain_scores_gemma":[0.99869484,0.0005882057,0.00009090148,0.00048278936,0.000069716574,0.00007355418],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002109592,0.00014376274,0.00026747934,0.000016669035,0.00017801468,0.000072380884,0.0004912587,0.000110355526,0.000009072252],"category_scores_gemma":[0.00044979615,0.00011955686,0.00006168725,0.000036705092,0.00004901112,0.000070924354,0.000026118789,0.00025252474,6.031777e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.005946006,0.000060929426,0.0026464493,0.00069306354,0.00038926076,0.000008040458,0.0001880749,0.0751362,0.050319377,0.004796427,0.015017372,0.8447988],"study_design_scores_gemma":[0.04245319,0.0007395392,0.007291093,0.001054331,0.00036379148,0.0000051807606,0.00012086744,0.6650693,0.05981746,0.0028211966,0.21859519,0.0016688528],"about_ca_topic_score_codex":0.07072231,"about_ca_topic_score_gemma":0.28234094,"teacher_disagreement_score":0.84312993,"about_ca_system_score_codex":0.00004526824,"about_ca_system_score_gemma":0.00014082028,"threshold_uncertainty_score":0.9354658},"labels":[],"label_agreement":null},{"id":"W2588419698","doi":"10.3968/8868","title":"Laboratory Study of the Heavy Weight Reversible Invert Emulsion Drilling Fluid","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Emulsion; Chemical engineering; Petroleum engineering; Filter cake; Brine; Chemistry; Rheology; Materials science; Chromatography; Drilling; Geology; Composite material; Organic chemistry; Metallurgy; Engineering","score_opus":0.008435730101856416,"score_gpt":0.20233524290247673,"score_spread":0.19389951280062032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2588419698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75300294,0.0043621757,0.23936549,0.00017535902,0.0017177043,0.00032558155,0.0000036549548,0.00023731356,0.00080979656],"genre_scores_gemma":[0.9969395,0.002090432,0.00082700275,0.000014586567,0.000024766734,0.000029545077,0.0000010510671,0.00001436285,0.000058783855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992837,0.000020972286,0.00026815545,0.00013569444,0.00015967162,0.0001318502],"domain_scores_gemma":[0.99973667,0.000034518238,0.00003257919,0.00013408532,0.000028405162,0.00003374003],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001275813,0.00011214644,0.00012963421,0.00009700891,0.00005654514,0.000008832774,0.00008067495,0.000030694086,0.000005074727],"category_scores_gemma":[0.00001640437,0.00007263997,0.00001075253,0.00017538575,0.000016758402,0.00046443305,0.00003197226,0.000058681213,0.0000056440404],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003422065,0.00011903038,0.026041161,0.00015208828,0.000033101496,0.0000031923414,0.0054398323,0.9006749,0.009842599,0.00019605376,0.00019479886,0.05726906],"study_design_scores_gemma":[0.0067578955,0.00030233889,0.010217001,0.0019275377,0.00002638623,0.0000039536744,0.006350047,0.251902,0.39442447,0.00075451133,0.3258923,0.0014415449],"about_ca_topic_score_codex":0.0000012615518,"about_ca_topic_score_gemma":0.000047484675,"teacher_disagreement_score":0.64877284,"about_ca_system_score_codex":0.00007217316,"about_ca_system_score_gemma":0.000015652167,"threshold_uncertainty_score":0.2962172},"labels":[],"label_agreement":null},{"id":"W2589013735","doi":"10.5006/c2013-02858","title":"Application of Plastic Strain Damage Models to Characterize Dent with Crack","year":2013,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Materials science; Strain (injury); Composite material; Forensic engineering; Structural engineering; Engineering","score_opus":0.009024064455072566,"score_gpt":0.16935659467821437,"score_spread":0.1603325302231418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2589013735","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.348463,0.000004891098,0.64920104,0.000006781013,0.00003371363,0.00011238827,0.0000050834606,0.00018819829,0.0019849502],"genre_scores_gemma":[0.9948156,0.0000051345505,0.0049878703,0.000009615277,0.0000241929,0.00005405132,0.000009269066,0.000025688141,0.00006858293],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996123,0.000001482053,0.000112282585,0.000075071344,0.000073826675,0.00012505348],"domain_scores_gemma":[0.99974895,0.000018574308,0.000007650419,0.00013598202,0.00002128959,0.00006755931],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000022534507,0.000087009976,0.000093651426,0.00004786613,0.0000072831745,0.00001534241,0.000069491085,0.00002637086,0.000039901613],"category_scores_gemma":[0.0000014131693,0.00007483337,0.0000152575985,0.00008461308,0.000005355956,0.00011225295,0.0000070838246,0.00004598903,0.00006017046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.1334085e-7,0.000004509514,0.00004205519,0.000048733633,0.00001196872,1.3706797e-7,0.00007876928,0.93929064,0.057458855,0.0003393124,0.000063603315,0.0026606803],"study_design_scores_gemma":[0.00007296808,0.00001770472,0.006751429,0.000020730618,0.0000046061027,5.733232e-7,0.000021689164,0.98869616,0.004122195,0.00007573598,0.00011206966,0.000104159706],"about_ca_topic_score_codex":0.000033485132,"about_ca_topic_score_gemma":0.0000057201673,"teacher_disagreement_score":0.6463526,"about_ca_system_score_codex":0.000015774773,"about_ca_system_score_gemma":0.0000023859702,"threshold_uncertainty_score":0.30516163},"labels":[],"label_agreement":null},{"id":"W2591254411","doi":"10.3968/9160","title":"Drilling Engineering Design and Construction of Well Dong 11","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling; Casing; Petroleum engineering; Drill bit; Geology; Drilling fluid; Drill hole; Drilling engineering; Engineering; Mechanical engineering","score_opus":0.009035988372542266,"score_gpt":0.19071822769295002,"score_spread":0.18168223932040775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2591254411","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.035094436,0.0015448867,0.96281415,0.000021585538,0.00024777476,0.00005498973,4.503947e-7,0.00010348189,0.00011825108],"genre_scores_gemma":[0.8857639,0.0054578395,0.10869974,0.0000029251014,0.000020994848,0.000023362893,0.0000015737126,0.000016527712,0.000013148556],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99940175,0.000007240112,0.00024681565,0.00012585155,0.00008171883,0.00013661297],"domain_scores_gemma":[0.99979126,0.00006944997,0.000026654692,0.000055264736,0.00001511593,0.000042261898],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013626761,0.0001152173,0.00013548469,0.00015150923,0.00002257806,0.000011668153,0.000028678398,0.000036798414,0.0000037238403],"category_scores_gemma":[0.0000133544445,0.00009788179,0.00000759184,0.000074437165,0.000021986607,0.000500303,0.000011756317,0.000040614774,0.0000022845186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000554713,0.0000036710305,0.0015814577,0.000091905145,0.0000071013615,0.0000012268756,0.00031839186,0.9320331,0.0026628098,0.0009084885,0.0000025174306,0.06238374],"study_design_scores_gemma":[0.0011154608,0.00003453891,0.00068726775,0.00061961735,0.0000059392105,0.000015225585,0.00031361287,0.8482777,0.11526189,0.000636593,0.032563034,0.00046913754],"about_ca_topic_score_codex":5.28102e-7,"about_ca_topic_score_gemma":0.0000040430155,"teacher_disagreement_score":0.8541144,"about_ca_system_score_codex":0.0000383876,"about_ca_system_score_gemma":0.0000091240845,"threshold_uncertainty_score":0.39915037},"labels":[],"label_agreement":null},{"id":"W2591961981","doi":"10.2118/184683-ms","title":"Horizontal Drilling with Dual Channel Drill Pipe","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drill string; Drilling; Drag; Drill; Drill pipe; Underbalanced drilling; Drilling fluid; Petroleum engineering; Buoyancy; Torque; Annulus (botany); Pressure gradient; Geology; Casing; Measurement while drilling; Engineering; Marine engineering; Mechanical engineering; Mechanics; Materials science; Physics; Aerospace engineering","score_opus":0.007439730153275601,"score_gpt":0.1802463714225148,"score_spread":0.1728066412692392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2591961981","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38106334,0.00030818314,0.404458,0.00014290768,0.0023417966,0.00021755099,0.000009217449,0.0025282232,0.20893079],"genre_scores_gemma":[0.99695,0.000047519577,0.0017999496,0.000009532337,0.00039047905,0.000008089469,0.0000038719713,0.000063283085,0.0007273174],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924517,0.0000022852846,0.0001177936,0.00016434854,0.00013646153,0.00033394055],"domain_scores_gemma":[0.9994039,0.000014533313,0.000021386972,0.00042786807,0.000021694896,0.00011064591],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007510371,0.00018836415,0.00016894372,0.00005229167,0.00021644795,0.00015775388,0.00018246823,0.00006671859,0.000029922134],"category_scores_gemma":[0.00001127888,0.00015564606,0.000042355343,0.00003332424,0.000033341377,0.00023985599,0.0000315117,0.00015346913,0.00008429345],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021812439,0.000029808638,0.0011944433,0.00016916629,0.00023280234,0.00015533002,0.0006232704,0.97325075,0.008986502,0.0022133337,0.0019831425,0.011139642],"study_design_scores_gemma":[0.0008939561,0.00012328992,0.0020660504,0.00015972544,0.00003446604,0.000078587815,0.00012807274,0.9367344,0.042209838,0.00014476886,0.016554082,0.0008728114],"about_ca_topic_score_codex":0.00004208195,"about_ca_topic_score_gemma":0.00004372103,"teacher_disagreement_score":0.6158866,"about_ca_system_score_codex":0.000027844406,"about_ca_system_score_gemma":0.000006548069,"threshold_uncertainty_score":0.6347062},"labels":[],"label_agreement":null},{"id":"W2592235776","doi":"10.2118/184693-ms","title":"Use of Quantitative Risk Analysis Methods to Determine the Expected Drilling Parameter Operating Window Prior to Operation Start: Example From Two Wells in the North Sea","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"Norges Forskningsråd","keywords":"Drilling; Drill; Context (archaeology); Measurement while drilling; Window (computing); Drilling engineering; Drill pipe; Plan (archaeology); Computer science; Marine engineering; Trajectory; Reliability engineering; Engineering; Petroleum engineering; Risk analysis (engineering); Geology; Mechanical engineering","score_opus":0.0787187980299164,"score_gpt":0.3260405462452206,"score_spread":0.24732174821530423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2592235776","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5530916,0.000025200135,0.44640854,0.000036731944,0.000073625095,0.00025668324,0.00001932277,0.000041014664,0.00004728732],"genre_scores_gemma":[0.73383266,0.000014959256,0.2659485,0.000062001774,0.000047291825,0.000035346864,0.000015037592,0.000023707375,0.00002049963],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985437,0.00021809616,0.0004678251,0.0002930416,0.00020011382,0.0002772227],"domain_scores_gemma":[0.99733853,0.0015485997,0.00008016831,0.0008851325,0.00007362646,0.00007392416],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00078031386,0.000224069,0.00039668512,0.0002002647,0.00026975694,0.00041611615,0.00045032296,0.000043763106,0.000029086345],"category_scores_gemma":[0.0006274568,0.00014202422,0.00011486449,0.0004599285,0.000023341874,0.00031484367,0.000074410185,0.0002190486,0.000010148458],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008733479,0.000007613192,0.02555757,0.0000044107073,0.0002210845,0.0000017671887,0.00921726,0.9542971,0.0044462713,0.000018102366,0.000015440608,0.0062046354],"study_design_scores_gemma":[0.00019950671,0.000034694047,0.054622967,0.000025177429,0.00015657427,2.1887513e-7,0.00062746165,0.9281268,0.015762165,0.0000068024274,0.0002372742,0.00020032136],"about_ca_topic_score_codex":0.015784794,"about_ca_topic_score_gemma":0.011347528,"teacher_disagreement_score":0.18074106,"about_ca_system_score_codex":0.000037187267,"about_ca_system_score_gemma":0.000009917291,"threshold_uncertainty_score":0.9907692},"labels":[],"label_agreement":null},{"id":"W2592319772","doi":"10.1155/2017/9642917","title":"A New Calculation Method of Dynamic Kill Fluid Density Variation during Deep Water Drilling","year":2017,"lang":"en","type":"article","venue":"Mathematical Problems in Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"National Natural Science Foundation of China","keywords":"Superposition principle; Drilling fluid; Petroleum engineering; Drilling; Process (computing); Multiphase flow; Geology; Mechanics; Computer science; Engineering; Mechanical engineering; Mathematics; Physics","score_opus":0.006413132315487329,"score_gpt":0.21769082007877455,"score_spread":0.21127768776328723,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2592319772","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13504313,0.00006318012,0.8638737,0.000013087419,0.000252958,0.00020963755,0.0000010134096,0.00029376528,0.00024951855],"genre_scores_gemma":[0.8953057,0.000017242426,0.10447775,8.2832037e-7,0.000059945858,0.000016549846,0.000004797616,0.0000762006,0.00004096755],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99848413,0.00001154685,0.0005986518,0.00023686407,0.0002233759,0.0004454353],"domain_scores_gemma":[0.99920785,0.000076193865,0.00005858561,0.0005128531,0.000032048534,0.00011247342],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00048185716,0.00027131077,0.00043688595,0.00021579747,0.00007916147,0.00007690768,0.0002629134,0.0001666591,0.00002520513],"category_scores_gemma":[0.00014939767,0.00025297262,0.00009506812,0.00008945413,0.000012730017,0.00030052982,0.000081541395,0.0002757372,0.000018520675],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020569994,0.000015009075,0.000031091655,0.0010700594,0.000031278978,0.0000033214537,0.0008381966,0.81137305,0.18486378,0.00041701645,8.5835774e-7,0.0013542708],"study_design_scores_gemma":[0.00059843244,0.000011357359,0.0010589649,0.0004853636,0.000023517801,0.000015941896,0.000005356703,0.95712316,0.038354896,0.0020261612,0.000011357509,0.0002854711],"about_ca_topic_score_codex":0.000028898206,"about_ca_topic_score_gemma":0.000007772932,"teacher_disagreement_score":0.7602626,"about_ca_system_score_codex":0.00014437822,"about_ca_system_score_gemma":0.00000626461,"threshold_uncertainty_score":0.99999225},"labels":[],"label_agreement":null},{"id":"W2592605825","doi":"","title":"Micro-CT Characterization of Pore-size Distribution and Effects on Matrix Acidizing","year":2016,"lang":"en","type":"article","venue":"OakTrust (Texas A&M University Libraries)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Alzheimer Society Research Program","keywords":"Characterization (materials science); Matrix (chemical analysis); Mineralogy; Materials science; Geology; Composite material; Nanotechnology","score_opus":0.0027012746872757355,"score_gpt":0.144700913643978,"score_spread":0.14199963895670226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2592605825","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97362435,0.000043771342,0.024353208,0.0001141231,0.00025603932,0.00011256457,0.0001304904,0.00031524053,0.0010502232],"genre_scores_gemma":[0.9986724,0.00019461534,0.00032276186,0.000010570635,0.0000614417,2.3863493e-7,0.00007629274,0.000024612602,0.0006370183],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994078,0.000020281,0.00011244531,0.00016650722,0.0000932087,0.00019975315],"domain_scores_gemma":[0.9995505,0.00014465851,0.00004168741,0.00016239252,0.000016359552,0.00008439485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000050938404,0.00015665333,0.00018250216,0.00006386846,0.0000655079,0.000029017858,0.000114250055,0.00006856165,0.00002910037],"category_scores_gemma":[0.000027810749,0.00014651718,0.000045005734,0.00018419343,0.000047152604,0.0004765236,0.000049996273,0.000084816274,0.000016813972],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021706802,0.00005887718,0.011637018,0.0009919626,0.00023228186,0.00013292147,0.00028919827,0.00198254,0.9133937,0.036321156,0.00091439334,0.033828925],"study_design_scores_gemma":[0.0018845155,0.00012964472,0.054463305,0.00069980434,0.000084138235,0.000014716396,0.000043393047,0.004254177,0.8495667,0.00017855343,0.08804204,0.0006389855],"about_ca_topic_score_codex":0.0000038997214,"about_ca_topic_score_gemma":2.9422696e-7,"teacher_disagreement_score":0.087127656,"about_ca_system_score_codex":0.000064825814,"about_ca_system_score_gemma":0.000012403392,"threshold_uncertainty_score":0.5974797},"labels":[],"label_agreement":null},{"id":"W2592761439","doi":"10.17485/ijst/2016/v9is1/85749","title":"A Digital Image Analysis to Evaluate Delamination Factor after Drilling GFRP Composites using a Kevlar Drill Bit","year":2016,"lang":"en","type":"article","venue":"Indian Journal of Science and Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Kevlar; Delamination (geology); Fibre-reinforced plastic; Drill bit; Drilling; Composite material; Drill; Materials science; Bit (key); Computer science; Epoxy; Geology","score_opus":0.005277181181493408,"score_gpt":0.2172445082984241,"score_spread":0.2119673271169307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2592761439","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8972167,0.00018044775,0.10213558,0.00020615876,0.00012136615,0.000038420734,0.00000715586,0.000057363653,0.00003685714],"genre_scores_gemma":[0.9952226,0.00003662207,0.004678129,0.00000856934,0.000034235374,0.00000119607,1.2653814e-7,0.000010947857,0.000007570313],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990402,0.0000040555183,0.000259511,0.0001408991,0.00027392127,0.00028141928],"domain_scores_gemma":[0.9993718,0.000032621312,0.000064030944,0.00011908713,0.0002845666,0.00012786909],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003093548,0.00011270363,0.0002047613,0.0023301772,0.000080180616,0.0001164091,0.00022465784,0.00006952261,0.00000776532],"category_scores_gemma":[0.00014971502,0.00008115948,0.000047681544,0.0020233544,0.00028551143,0.0006799865,0.000041816125,0.000114184026,0.0000064452697],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013136815,0.00002000798,0.022412764,0.00002683859,0.0003051929,0.00024198662,0.0010550388,0.045194898,0.75527644,0.00005913933,0.000008694304,0.17538588],"study_design_scores_gemma":[0.001545318,0.0007149516,0.01845028,0.0009831085,0.000568179,0.0016081556,0.0008364501,0.5218343,0.44854322,0.0016267687,0.0019048116,0.0013844424],"about_ca_topic_score_codex":6.9333015e-7,"about_ca_topic_score_gemma":0.0000014574155,"teacher_disagreement_score":0.4766394,"about_ca_system_score_codex":0.00011416036,"about_ca_system_score_gemma":0.00003968191,"threshold_uncertainty_score":0.33095875},"labels":[],"label_agreement":null},{"id":"W2592882366","doi":"10.2118/184741-ms","title":"Taking a Different Approach to Drilling Data Aggregation to Improve Drilling Performance","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Computer science; Leverage (statistics); Flexibility (engineering); Data quality; Usability; Workflow; Consistency (knowledge bases); Automation; Systems engineering; Engineering; Database; Human–computer interaction","score_opus":0.03593734765156818,"score_gpt":0.24021598974491398,"score_spread":0.20427864209334579,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2592882366","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37450922,0.000049997125,0.6055179,0.000038842238,0.0010228881,0.0002714263,0.000010075099,0.00053727475,0.018042365],"genre_scores_gemma":[0.9749878,0.000048214988,0.02396359,0.000040000785,0.0005054321,0.000034639394,0.000031487627,0.000077326054,0.00031151957],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985278,0.0000051497996,0.00028247765,0.00046569676,0.0002321648,0.00048670737],"domain_scores_gemma":[0.9979986,0.000025356978,0.000058145037,0.0016520715,0.000035236917,0.00023058173],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002470183,0.00027657486,0.00025841352,0.00014101515,0.00034465917,0.00038794885,0.0010152911,0.000081310594,0.000010962723],"category_scores_gemma":[0.000116137766,0.00025728406,0.000039679817,0.00009152872,0.000011615911,0.0004896181,0.0003489152,0.00020809853,0.000079653364],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000044869385,0.00001302322,0.000772782,0.00015460022,0.000034435314,8.5555536e-7,0.00033827857,0.89675254,0.006867773,0.00014858066,0.00018015575,0.09473252],"study_design_scores_gemma":[0.0001558844,0.000021007372,0.002782841,0.0001725797,0.000014764664,0.0000025169538,0.00003334798,0.9775187,0.016436515,0.000007763955,0.0024679042,0.00038618228],"about_ca_topic_score_codex":0.00004296398,"about_ca_topic_score_gemma":0.000012982539,"teacher_disagreement_score":0.6004786,"about_ca_system_score_codex":0.000081268925,"about_ca_system_score_gemma":0.0000074561035,"threshold_uncertainty_score":0.99998796},"labels":[],"label_agreement":null},{"id":"W2593250032","doi":"10.2118/184628-ms","title":"Drill Bit Connections: A Time for Change","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Drilling; Torque; Drill; Rate of penetration; Service life; Drill pipe; Engineering; Computer science; Mechanical engineering; Structural engineering; Physics","score_opus":0.029516705767753164,"score_gpt":0.2358180273830299,"score_spread":0.20630132161527673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2593250032","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04907036,0.0012146777,0.5891192,0.0012846403,0.0061539356,0.0014963079,0.00007869647,0.0063967253,0.3451855],"genre_scores_gemma":[0.9922175,0.00005051261,0.002660176,0.000045979945,0.000543384,0.000122051126,0.000005650289,0.00004337137,0.0043113953],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99968433,8.095839e-7,0.00006273587,0.00007305613,0.00003122042,0.00014786691],"domain_scores_gemma":[0.99967843,0.00002413818,0.000009186367,0.00023436824,0.000014380032,0.000039512106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000052058414,0.00007257219,0.00008153034,0.00003464835,0.00012593114,0.0000622942,0.00010243827,0.00003927458,0.00006870674],"category_scores_gemma":[0.000029925865,0.00007022491,0.00004099921,0.00001465949,0.000008616809,0.00012695813,0.000011008585,0.000035613088,0.0001892501],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035347635,0.000120010525,0.0012815149,0.0014860065,0.0008240181,0.00002176893,0.0019281923,0.51793027,0.038397077,0.044656206,0.16080791,0.23251167],"study_design_scores_gemma":[0.00020065323,0.000014046714,0.00025388706,0.000023407198,0.000007857144,0.0000023874284,0.000004015838,0.84058976,0.0029078743,0.0001893978,0.15566419,0.00014253262],"about_ca_topic_score_codex":0.000017539118,"about_ca_topic_score_gemma":0.0000062354734,"teacher_disagreement_score":0.9431471,"about_ca_system_score_codex":0.000013261227,"about_ca_system_score_gemma":0.0000014896967,"threshold_uncertainty_score":0.28636888},"labels":[],"label_agreement":null},{"id":"W2593382311","doi":"10.2118/184651-ms","title":"Maximizing Extended Reach Drilling Efficiency with Unconventional Thinking","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cenovus Energy (Canada)","funders":"","keywords":"Drilling; Measurement while drilling; Wellbore; Petroleum engineering; Borehole; Rate of penetration; Directional drilling; Underbalanced drilling; Reliability (semiconductor); Drilling fluid; Process (computing); Engineering; Mechanical engineering; Computer science; Geotechnical engineering","score_opus":0.008950615688443821,"score_gpt":0.20125552565171204,"score_spread":0.1923049099632682,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2593382311","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09302307,0.00024587224,0.7769114,0.000068289715,0.0008457501,0.000114041395,0.0000016504084,0.0012921015,0.12749784],"genre_scores_gemma":[0.9838616,0.000028885266,0.015064927,0.000011676482,0.00015392684,0.000006865862,0.000004313549,0.00004831732,0.00081944856],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990941,0.0000041938492,0.00016142087,0.00019060423,0.00023230519,0.00031733784],"domain_scores_gemma":[0.99939907,0.000026144033,0.000036706526,0.00043030723,0.000031999185,0.000075798496],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021195313,0.00017249225,0.00015305905,0.00007224477,0.00042307202,0.00024420174,0.0003211922,0.000057752,0.000052949064],"category_scores_gemma":[0.000021418105,0.00014612314,0.000054273634,0.000049244754,0.000037809128,0.00025417795,0.000038212198,0.00018728685,0.00003816507],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000064033125,0.000019489096,0.0012770746,0.000096939264,0.00007375658,0.000032312437,0.00024396343,0.9735431,0.0019165858,0.014835203,0.00013291539,0.007822226],"study_design_scores_gemma":[0.00067119143,0.000037760212,0.003824653,0.00030883853,0.000029963705,0.00004805661,0.000091481845,0.98170054,0.007303337,0.0016255352,0.003794082,0.00056457036],"about_ca_topic_score_codex":0.00002285217,"about_ca_topic_score_gemma":0.000010585119,"teacher_disagreement_score":0.89083856,"about_ca_system_score_codex":0.00004153709,"about_ca_system_score_gemma":0.000011844725,"threshold_uncertainty_score":0.5958729},"labels":[],"label_agreement":null},{"id":"W2593544023","doi":"10.11113/mjfas.v12n3.423","title":"The application of MWCNT to enhance the rheological behavior of drilling fluids at high temperature","year":2017,"lang":"en","type":"article","venue":"Malaysian Journal of Fundamental and Applied Sciences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Engineering Link (Canada)","funders":"Universiti Teknologi Malaysia; Ministry of Higher Education, Malaysia","keywords":"Drilling fluid; Rheology; Drilling; Viscosity; Petroleum engineering; Materials science; Volume (thermodynamics); Composite material; Geology; Metallurgy; Thermodynamics","score_opus":0.007505280731078331,"score_gpt":0.23802484010686792,"score_spread":0.23051955937578958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2593544023","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9975621,0.0002930452,0.0012680264,0.00021116395,0.00017906172,0.00009669129,0.0000028222664,0.000006400797,0.0003806974],"genre_scores_gemma":[0.99886245,0.00009249949,0.00091751874,0.000009607723,0.000073297386,0.0000073877295,1.9347914e-7,0.0000045286843,0.000032536256],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993045,0.0000063236284,0.00025859533,0.00008545525,0.00021000311,0.00013512437],"domain_scores_gemma":[0.9995923,0.00005294871,0.00013817233,0.00013960215,0.000022270364,0.000054672648],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046252698,0.00008482207,0.00015088654,0.000030176196,0.00045395244,0.000082825216,0.00042462043,0.000030737672,0.000005038239],"category_scores_gemma":[0.000009699874,0.000043964552,0.00004151266,0.00007610649,0.0003506811,0.00006240092,0.00006360198,0.00011227717,0.000001053709],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022841898,0.000018226157,0.004799655,0.000025792959,0.000020009304,0.0000012126344,0.00033786643,0.08000102,0.89398843,0.0030347938,0.000039691502,0.017710445],"study_design_scores_gemma":[0.0003026074,0.00037415914,0.056259558,0.00015838139,0.0000566588,0.00007547256,0.0012189822,0.015643202,0.92381716,0.00051952904,0.001306259,0.00026805964],"about_ca_topic_score_codex":0.0000029313867,"about_ca_topic_score_gemma":0.000002576347,"teacher_disagreement_score":0.06435782,"about_ca_system_score_codex":0.000015803056,"about_ca_system_score_gemma":0.0000071668487,"threshold_uncertainty_score":0.34914812},"labels":[],"label_agreement":null},{"id":"W2593581581","doi":"10.2118/184718-ms","title":"Real-Time Borehole Condition Monitoring using Novel 3D Cuttings Sensing Technology","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Excavator; Drilling; Cutting; Borehole; Engineering; Marine engineering; Computer science; Mechanical engineering; Geotechnical engineering","score_opus":0.012984013331766417,"score_gpt":0.24009379675006337,"score_spread":0.22710978341829696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2593581581","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77827054,0.000043028267,0.1994183,0.000049259048,0.000821841,0.00008969376,0.0000036436506,0.0020826128,0.019221056],"genre_scores_gemma":[0.87771195,0.000029954144,0.12162621,0.0000025592271,0.00032180114,0.0000012873882,0.0000030124193,0.0000666246,0.00023659335],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914324,0.000002450345,0.00019467817,0.00019075091,0.000108960194,0.00035993013],"domain_scores_gemma":[0.999361,0.000020457861,0.00005304321,0.00046109813,0.000041624302,0.0000628166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011511543,0.00018549636,0.00019597473,0.00017542575,0.00032263764,0.00014472111,0.00017999014,0.00015952796,0.000018228086],"category_scores_gemma":[0.000043803997,0.00020731658,0.00004188466,0.00008517717,0.000049417424,0.0002682058,0.00005521411,0.00019225317,0.000053734893],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.396297e-7,0.000005010757,0.00053109205,0.000038134705,0.00003112219,0.000009287267,0.0000503019,0.19991738,0.7944389,0.0002007967,0.000044286324,0.0047327583],"study_design_scores_gemma":[0.00022462464,0.0000076193064,0.00044200598,0.00018083634,0.00001890862,0.000039789244,0.00003579517,0.84309155,0.15471053,0.00011094194,0.0008577541,0.0002796455],"about_ca_topic_score_codex":0.00009931182,"about_ca_topic_score_gemma":8.6204716e-7,"teacher_disagreement_score":0.6431742,"about_ca_system_score_codex":0.0000920922,"about_ca_system_score_gemma":0.000008779726,"threshold_uncertainty_score":0.84541243},"labels":[],"label_agreement":null},{"id":"W2593814268","doi":"10.2118/165456-er","title":"Erratum for Understanding the Steam-Hammer Mechanism in Steam-Assisted-Gravity-Drainage Wells","year":2017,"lang":"en","type":"erratum","venue":"SPE Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Petroleum engineering; Steam-assisted gravity drainage; Mechanism (biology); Geology; Water hammer; Hammer; Drainage; Geotechnical engineering; Environmental science; Engineering; Materials science; Mechanical engineering; Oil sands; Composite material; Philosophy","score_opus":0.034526825444451445,"score_gpt":0.24979978253345395,"score_spread":0.21527295708900251,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2593814268","genre_codex":"methods","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00013047816,0.010018122,0.5130122,0.0012430428,0.19273424,0.0012087061,0.00016303074,0.00053608586,0.2809541],"genre_scores_gemma":[0.36815974,0.016665744,0.00397898,0.0004329701,0.038126934,0.00017547738,0.00032645217,0.0021946393,0.5699391],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99742055,0.000060640017,0.00068058225,0.00034447425,0.0004987789,0.0009949908],"domain_scores_gemma":[0.99857825,0.00013588963,0.00030719937,0.00069238106,0.00006594843,0.00022031603],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0013452576,0.0006392717,0.00075149914,0.0004675014,0.00060543045,0.000626372,0.0009821326,0.0007132787,0.000041522904],"category_scores_gemma":[0.00011680352,0.00051708,0.00044312526,0.00016219156,0.000062289495,0.00025277078,0.00008125701,0.0036640621,0.00003088203],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018760418,0.000028612796,0.0000034735826,0.0006083632,0.00036585014,0.00019741924,0.00050160574,0.039968327,0.00030663286,0.0053420872,0.95065886,0.0019999845],"study_design_scores_gemma":[0.0016713206,0.00014430034,0.0000983741,0.0032019615,0.0002997515,0.0005843165,0.001262736,0.095098116,0.00010654174,0.1143775,0.781558,0.0015970776],"about_ca_topic_score_codex":0.000017876662,"about_ca_topic_score_gemma":0.00012646742,"teacher_disagreement_score":0.5090332,"about_ca_system_score_codex":0.000964376,"about_ca_system_score_gemma":0.00017737936,"threshold_uncertainty_score":0.9997281},"labels":[],"label_agreement":null},{"id":"W2594018443","doi":"10.2118/184734-ms","title":"Curved Nozzle Design for PDC Bits Enhances Hydraulics for Bit Cleaning and Cooling Improvements","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Nozzle; Mechanical engineering; Bit (key); Hydraulics; Computational fluid dynamics; Pressure drop; Engineering; Simulation; Mechanics; Computer science; Aerospace engineering; Physics","score_opus":0.029409217114947143,"score_gpt":0.2503925390322331,"score_spread":0.22098332191728592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2594018443","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.045842417,0.0002052565,0.95127904,0.000019516508,0.0005710222,0.0004478899,0.000007698534,0.00029504413,0.0013321409],"genre_scores_gemma":[0.948674,0.00009821835,0.050412435,0.000021424337,0.00019296768,0.00009637736,0.0000052454707,0.00005864096,0.00044068974],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925494,0.000002768719,0.00017416822,0.00018519475,0.00006335195,0.00031956346],"domain_scores_gemma":[0.99949604,0.00013779686,0.000041114858,0.00021439166,0.000036890702,0.00007376308],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025852016,0.00016085716,0.00017915168,0.000047865004,0.0002831149,0.00018344285,0.0001604642,0.00006869126,0.00000253359],"category_scores_gemma":[0.00010536661,0.00015866426,0.000047771173,0.000021523936,0.000017251,0.00021460968,0.000027551823,0.00006124893,0.0000032096548],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006748926,0.000026913456,0.00017300718,0.00096293614,0.00022507229,0.0000014785925,0.00039981725,0.65628636,0.23948713,0.0010565894,0.0018789453,0.09943426],"study_design_scores_gemma":[0.00056047953,0.00005538324,0.00010484295,0.00006154704,0.000018089853,6.2383003e-7,0.000020790289,0.8286519,0.16629918,0.00021689771,0.0038018613,0.00020838929],"about_ca_topic_score_codex":0.000012376956,"about_ca_topic_score_gemma":0.000012582994,"teacher_disagreement_score":0.9028316,"about_ca_system_score_codex":0.000018145318,"about_ca_system_score_gemma":0.000006912257,"threshold_uncertainty_score":0.6470141},"labels":[],"label_agreement":null},{"id":"W2597425102","doi":"10.2118/185115-ms","title":"Evaluating Multiple Methods to Determine Porosity from Drilling Data","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Porosity; Drilling; Geology; Compressive strength; Yield (engineering); Mineralogy; Soil science; Materials science; Geotechnical engineering; Composite material","score_opus":0.2098402930537365,"score_gpt":0.41573888964264033,"score_spread":0.20589859658890383,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2597425102","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24017814,0.00011444251,0.7556701,0.000031344454,0.0009216523,0.00010243645,0.00003802698,0.0005189363,0.0024249316],"genre_scores_gemma":[0.54171735,0.000008776505,0.45787778,0.000019042514,0.00021414473,0.0000041402927,0.000028497901,0.000032635504,0.00009763637],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989715,0.000020064836,0.00022820427,0.00033827877,0.000146471,0.00029547213],"domain_scores_gemma":[0.9976297,0.00023960252,0.00003298065,0.001919202,0.00002694608,0.00015158816],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00072173256,0.00017807822,0.00022394203,0.000047017573,0.00023529916,0.00020820524,0.0009649033,0.000066779496,0.00006313723],"category_scores_gemma":[0.00081333605,0.00017743881,0.00003514158,0.000038914717,0.000012452545,0.00032311716,0.00041013668,0.00014661232,0.00008023428],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000365929,0.0000065329905,0.0018609525,0.0000238669,0.000049092385,0.000004820813,0.00014779803,0.5460341,0.13771349,0.000009012821,0.0003400157,0.31380665],"study_design_scores_gemma":[0.00019887812,0.000009252676,0.0033407668,0.000047114714,0.000020254865,0.000001073306,0.000011671908,0.9401151,0.052597057,0.000052662734,0.003367853,0.00023832526],"about_ca_topic_score_codex":0.00046989004,"about_ca_topic_score_gemma":0.00012602644,"teacher_disagreement_score":0.394081,"about_ca_system_score_codex":0.00003094149,"about_ca_system_score_gemma":0.0000072993003,"threshold_uncertainty_score":0.72357446},"labels":[],"label_agreement":null},{"id":"W2599000272","doi":"10.1139/cgj-2016-0028","title":"Geotechnical properties of polymer-amended tailings solvent recovery unit (TSRU) oil sands tailings","year":2017,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Tailings; Oil sands; Pyrite; Geotechnical engineering; Geology; Mining engineering; Asphalt; Geochemistry; Materials science; Metallurgy","score_opus":0.01726422369739717,"score_gpt":0.20321521635059253,"score_spread":0.18595099265319537,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2599000272","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9592991,0.0077377884,0.020332752,0.002916009,0.0030818635,0.00025729078,0.00005818737,0.00090134406,0.005415703],"genre_scores_gemma":[0.9976522,0.00084049616,0.0002775125,0.00007426746,0.0004821997,0.000009982211,0.000003787177,0.000091322225,0.0005682572],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997747,0.000022725606,0.00071308046,0.00026320602,0.00035796416,0.00089603604],"domain_scores_gemma":[0.9979264,0.000032398253,0.00017937538,0.00075506576,0.00012856418,0.0009781623],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006063905,0.00034593578,0.0005067417,0.00039385565,0.0005177445,0.0002782604,0.00101181,0.0004394427,0.00009620395],"category_scores_gemma":[0.0003190368,0.00033421218,0.0002906984,0.00013963661,0.00023429828,0.0003275643,0.00008513808,0.0013809435,0.000027708335],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007017047,0.00005358985,0.00013660312,0.0003899487,0.00037030652,0.00042312607,0.00017126587,0.75457245,0.15622652,0.00051792996,0.0025083788,0.0845597],"study_design_scores_gemma":[0.0024188845,0.00048617902,0.00048352117,0.0034004757,0.00027806454,0.0016884324,0.00021717095,0.5354574,0.32144558,0.0009910674,0.13064991,0.0024833141],"about_ca_topic_score_codex":0.004333491,"about_ca_topic_score_gemma":0.0010417796,"teacher_disagreement_score":0.21911508,"about_ca_system_score_codex":0.00032240912,"about_ca_system_score_gemma":0.00039517487,"threshold_uncertainty_score":0.999911},"labels":[],"label_agreement":null},{"id":"W2604284449","doi":"10.1016/j.isatra.2017.03.013","title":"Nonlinear model predictive control of managed pressure drilling","year":2017,"lang":"en","type":"article","venue":"ISA Transactions","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Setpoint; Control theory (sociology); Model predictive control; Controller (irrigation); Pressure control; Engineering; Offset (computer science); Nonlinear system; Well control; Drilling; Control engineering; Computer science; Control (management); Mechanical engineering","score_opus":0.008618575836782567,"score_gpt":0.2023330227774441,"score_spread":0.19371444694066153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604284449","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0041299486,0.00022175965,0.9898122,0.000031525728,0.0003657559,0.00011970272,0.00014844578,0.000296777,0.0048738816],"genre_scores_gemma":[0.9955719,0.000105974126,0.0038315451,0.0000039400393,0.00006734332,0.00001661246,0.000002498444,0.00003616174,0.00036398636],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99943453,0.000004851371,0.00016523874,0.00011533473,0.000105807296,0.00017422378],"domain_scores_gemma":[0.9994876,0.000027537013,0.000030365816,0.0003614576,0.000034590987,0.000058479254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006653633,0.00012207165,0.00017711529,0.000058425423,0.00017807163,0.000031709435,0.00018016875,0.00007993599,0.000020077705],"category_scores_gemma":[0.000007641494,0.00013155823,0.000095659634,0.00003152468,0.00004168086,0.000196866,0.0000021206743,0.00019590024,0.0000062204513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071291884,0.000015889009,0.000024135983,0.000081268176,0.00016519908,9.703996e-7,0.00018973228,0.9953154,0.0027333985,0.00004403759,0.000017237537,0.0014056222],"study_design_scores_gemma":[0.0004244077,0.000012241184,0.00012362031,0.000050193412,0.00012580809,0.0000014492418,0.000019951303,0.9917569,0.0061117504,0.00006358984,0.001189992,0.000120077915],"about_ca_topic_score_codex":0.000015871872,"about_ca_topic_score_gemma":0.000008964978,"teacher_disagreement_score":0.99144197,"about_ca_system_score_codex":0.000011849281,"about_ca_system_score_gemma":0.000008409951,"threshold_uncertainty_score":0.53647894},"labels":[],"label_agreement":null},{"id":"W2604448105","doi":"10.25518/0037-9565.6666","title":"Evaluation of PAC with Nanoclay as drilling mud","year":2017,"lang":"en","type":"article","venue":"Bulletin de la Société Royale des Sciences de Liège","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Imam Khomeini International University","keywords":"Rheology; Materials science; Suspension (topology); Drilling fluid; Composite material; Viscosity; Shear rate; Porous medium; Porosity; Chemical engineering; Drilling; Engineering; Mathematics","score_opus":0.033666167023229256,"score_gpt":0.31611407259844065,"score_spread":0.2824479055752114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604448105","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8620261,0.000946831,0.015147763,0.00010079983,0.00021046815,0.00013170486,0.0000030380854,0.00018541816,0.121247895],"genre_scores_gemma":[0.98628825,0.00008852731,0.013221477,0.00002524982,0.00010496246,0.000021853366,7.80429e-7,0.000026976993,0.00022193833],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986122,0.000087824745,0.00016793987,0.00019719584,0.0005508786,0.00038393735],"domain_scores_gemma":[0.99926597,0.00018552125,0.00008070346,0.0002769928,0.00011007937,0.00008070875],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0032433923,0.00015080012,0.00017275472,0.00006174696,0.00054710015,0.00021367843,0.0004504839,0.000104784966,0.00022066425],"category_scores_gemma":[0.00026886063,0.0001360429,0.000058924987,0.000088893656,0.00077789335,0.0000873184,0.000039511022,0.00015051167,0.000027866756],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004430566,0.000017260612,0.004228052,0.00007881852,0.00004033769,0.000006135681,0.0009164985,0.9766091,0.0027651216,0.0008104299,0.00064255396,0.013881275],"study_design_scores_gemma":[0.00089338457,0.00014951495,0.006780051,0.000409194,0.00014900227,0.000047913534,0.00048277515,0.94826823,0.028513731,0.004210967,0.009617995,0.0004772265],"about_ca_topic_score_codex":0.00019281323,"about_ca_topic_score_gemma":0.000012058181,"teacher_disagreement_score":0.124262154,"about_ca_system_score_codex":0.00016531393,"about_ca_system_score_gemma":0.00012456057,"threshold_uncertainty_score":0.55476683},"labels":[],"label_agreement":null},{"id":"W2604454316","doi":"10.2118/185643-ms","title":"A New Method of Calculating Rig Parameters and its Application in Downhole Weight on Bit Automation in Horizontal Drilling","year":2017,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rate of penetration; Drilling; Bit (key); Directional drilling; Block (permutation group theory); Torque; Automation; Computer science; Hook; Marine engineering; Automotive engineering; Engineering; Mechanical engineering; Mathematics","score_opus":0.01724013926001014,"score_gpt":0.26668139167384247,"score_spread":0.24944125241383233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2604454316","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92648685,0.00016517869,0.07212427,0.00009602492,0.0001222483,0.00017293697,0.0000012642289,0.00008533552,0.00074586],"genre_scores_gemma":[0.97148126,0.000038705344,0.028324688,0.0000067633996,0.000092063274,0.000010885929,0.0000046293144,0.000029404047,0.0000116129595],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907434,0.000021851018,0.00032208182,0.00021553744,0.00016005266,0.00020616564],"domain_scores_gemma":[0.99950486,0.00012592586,0.00011600498,0.00018191042,0.000013949573,0.00005732488],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034902268,0.00015013828,0.00022081418,0.00018821546,0.000054569904,0.00004149202,0.00012763511,0.00008915448,6.470219e-7],"category_scores_gemma":[0.00006219151,0.00016177075,0.000031153762,0.00009076858,0.000011019458,0.00017034553,0.000029626086,0.00017568636,0.0000042190454],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013307168,0.0000110248775,0.025682226,0.00018056906,0.000016544911,0.0000064852247,0.000670553,0.90473133,0.026378697,0.0007529569,0.0000035114053,0.04155282],"study_design_scores_gemma":[0.0004977436,0.000024600655,0.028868621,0.0009933265,0.000007141502,0.000008894103,0.000037669022,0.95765513,0.011246179,0.0003606044,0.00009163235,0.00020848337],"about_ca_topic_score_codex":0.0004227423,"about_ca_topic_score_gemma":0.00023112894,"teacher_disagreement_score":0.0529238,"about_ca_system_score_codex":0.0000702685,"about_ca_system_score_gemma":0.000010107545,"threshold_uncertainty_score":0.659682},"labels":[],"label_agreement":null},{"id":"W2605225611","doi":"10.2118/185741-ms","title":"An Empirical Model to Estimate a Critical Stimulation Design Parameter Using Drilling Data","year":2017,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Porosity; Drilling; Offset (computer science); Rate of penetration; Borehole; Geology; Algorithm; Petroleum engineering; Geotechnical engineering; Mathematical optimization; Computer science; Engineering; Mathematics; Mechanical engineering","score_opus":0.23635947015772232,"score_gpt":0.4177806326760224,"score_spread":0.18142116251830007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2605225611","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26830614,0.000041922736,0.73082066,0.00015450812,0.00020199585,0.00010596827,0.0000068982195,0.00027301945,0.000088858775],"genre_scores_gemma":[0.69842786,0.0000036807294,0.30113053,0.000055970864,0.0002863808,0.0000040105106,0.00001565786,0.00006789868,0.000008005369],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99843884,0.00003130286,0.0003120577,0.00045605656,0.00029638116,0.00046534502],"domain_scores_gemma":[0.9983022,0.0002474108,0.000045681652,0.0010890998,0.000057637808,0.00025794192],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00048619363,0.00025095153,0.00024907486,0.00010081315,0.00034331484,0.0004178301,0.00069403974,0.00011353431,0.0000023589255],"category_scores_gemma":[0.00041452897,0.00026825845,0.00004236405,0.000054354874,0.000048604343,0.0007375502,0.0001591376,0.00021152587,0.000023955152],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001170812,0.000012167846,0.003430856,0.000044355882,0.000014833205,0.000013646041,0.00015256584,0.9915753,0.0032785973,0.000028215662,0.00004306219,0.0013947155],"study_design_scores_gemma":[0.00014447063,0.000022580334,0.0009321116,0.00033423942,0.00003324276,0.000021683718,0.000008803631,0.9971047,0.00047569466,0.00048533076,0.00009638958,0.00034071892],"about_ca_topic_score_codex":0.000022617669,"about_ca_topic_score_gemma":0.000009951849,"teacher_disagreement_score":0.43012172,"about_ca_system_score_codex":0.00006578722,"about_ca_system_score_gemma":0.000027283148,"threshold_uncertainty_score":0.99997693},"labels":[],"label_agreement":null},{"id":"W2606336752","doi":"10.11159/icgre17.104","title":"Characterisation and Index Properties Correlations for Marlstone and Marly Limestone of Saudi Arabia","year":2017,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"King Fahd University of Petroleum and Minerals","keywords":"Marl; Index (typography); Geology; Mining engineering; Geochemistry; Computer science; Paleontology; World Wide Web","score_opus":0.007196657510300024,"score_gpt":0.1785121086786477,"score_spread":0.17131545116834768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2606336752","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9985587,0.00046796468,0.00011925623,0.00006064453,0.00036404046,0.0002494517,0.000027809734,0.000043885386,0.00010824757],"genre_scores_gemma":[0.9989787,0.00029894727,0.00037048364,0.0000039090196,0.000041028314,0.000021728296,0.0000026090374,0.000034176963,0.0002484212],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935895,0.000001005449,0.0002082706,0.00016143746,0.00010885349,0.00016146507],"domain_scores_gemma":[0.99968815,0.000027191307,0.00011194023,0.000111588895,0.000009791375,0.000051315234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006642107,0.00019341068,0.00022793257,0.00008844141,0.00016472285,0.00007111131,0.00012931321,0.000052921616,0.000002286374],"category_scores_gemma":[0.000025743044,0.00016045976,0.000035457095,0.000030071707,0.00015092906,0.0002949602,0.000081728445,0.0001307474,1.0236132e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013761419,0.000026541144,0.08386602,0.0033655418,0.00032755337,5.6765344e-7,0.0010402994,0.084719345,0.81016856,0.0026226714,0.00010887753,0.013616416],"study_design_scores_gemma":[0.00071820954,0.00006298472,0.4477479,0.0006873083,0.00007106918,0.000016812553,0.00008821065,0.48356208,0.06625852,0.00015626116,0.0002703635,0.00036030405],"about_ca_topic_score_codex":0.000007786646,"about_ca_topic_score_gemma":0.000004140007,"teacher_disagreement_score":0.74391,"about_ca_system_score_codex":0.000024205587,"about_ca_system_score_gemma":0.0000015378561,"threshold_uncertainty_score":0.6543359},"labels":[],"label_agreement":null},{"id":"W2606474737","doi":"10.71781/17302","title":"Étude de la relation structure-fonction du segment S6 du canal potassique K��3.1","year":2005,"lang":"fr","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Institutes of Health Research","keywords":"Humanities; Art","score_opus":0.0018745407112481863,"score_gpt":0.1439637561705556,"score_spread":0.14208921545930742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2606474737","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9335335,0.0095020505,0.028246764,0.00028825336,0.0032071213,0.00035779795,0.0001072453,0.0004602096,0.02429705],"genre_scores_gemma":[0.9881664,0.0016265186,0.0034525348,0.00003838021,0.0011296163,0.000018589577,0.00068898045,0.00009061833,0.0047883606],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99769634,0.00015710927,0.00048977224,0.00053185207,0.00055196445,0.00057297654],"domain_scores_gemma":[0.99874496,0.0001446453,0.00024350129,0.0003016474,0.00017110187,0.00039416223],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00026032847,0.00061277626,0.00041486495,0.00038931853,0.0031959303,0.00010669374,0.000286111,0.00090216595,0.0000869263],"category_scores_gemma":[0.00005773247,0.0007955386,0.00029589748,0.00031313222,0.00012132285,0.0005488069,0.0000600085,0.0009052561,0.000038642902],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015001008,0.00007234236,0.015370646,0.0002404393,0.00043911548,0.0007777935,0.012625758,0.916769,0.03145068,0.018187784,0.00032024522,0.0035961363],"study_design_scores_gemma":[0.0018464915,0.00009885001,0.35763085,0.00083814684,0.0009011089,0.002618851,0.0073949755,0.537942,0.02449965,0.0002324275,0.064448826,0.0015478263],"about_ca_topic_score_codex":0.042559154,"about_ca_topic_score_gemma":0.015509823,"teacher_disagreement_score":0.37882707,"about_ca_system_score_codex":0.016636651,"about_ca_system_score_gemma":0.0010305395,"threshold_uncertainty_score":0.99944955},"labels":[],"label_agreement":null},{"id":"W2606697873","doi":"","title":"Evaluation of preservative chemistries to control microbial activity during well completion","year":2015,"lang":"en","type":"article","venue":"CORROSION","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Preservative; Completion (oil and gas wells); Chemistry; Pulp and paper industry; Environmental chemistry; Nuclear chemistry; Food science; Engineering; Petroleum engineering","score_opus":0.031367950908754445,"score_gpt":0.23962576914087397,"score_spread":0.20825781823211953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2606697873","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89971894,0.0000737382,0.098460935,0.000015171887,0.00031267508,0.00019568126,0.000010012397,0.000119676624,0.0010931534],"genre_scores_gemma":[0.99968535,0.000004138579,0.00015657944,0.0000025888874,0.000072164024,0.000012545117,0.000008124889,0.000016123477,0.000042383126],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99933904,0.000026133728,0.00011834713,0.00010103835,0.0002953721,0.000120048884],"domain_scores_gemma":[0.9995104,0.00002137841,0.000025384155,0.00012982643,0.00024151312,0.00007151879],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004346006,0.00009206171,0.0001354086,0.00004392272,0.000025602247,0.000010955143,0.000066034736,0.00004663313,0.000012883949],"category_scores_gemma":[0.00009998219,0.000098819524,0.000026199672,0.000111141584,0.000010655596,0.00008895917,0.000014243388,0.00006861729,0.000019628264],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021648679,0.000007082573,0.00011933181,0.000028310325,0.0000018947642,1.02122435e-7,0.000163884,0.45816803,0.54097533,0.0000017935944,0.0002440839,0.00026852323],"study_design_scores_gemma":[0.0006776487,0.000018695544,0.0015934593,0.000054683478,0.000023055749,7.6972344e-7,0.000013486223,0.37531543,0.6219077,0.000012524396,0.0003030638,0.00007946003],"about_ca_topic_score_codex":0.000017668139,"about_ca_topic_score_gemma":0.000007009712,"teacher_disagreement_score":0.09996639,"about_ca_system_score_codex":0.00015785181,"about_ca_system_score_gemma":0.00002554788,"threshold_uncertainty_score":0.4029743},"labels":[],"label_agreement":null},{"id":"W2607018606","doi":"","title":"A Comparison of Bayesian Techniques and Non-Probabilistic Models in Rock Engineering Design","year":2013,"lang":"en","type":"article","venue":"47th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Probabilistic logic; Bayesian probability; Computer science; Geology; Artificial intelligence","score_opus":0.012590972108874656,"score_gpt":0.2109720696033615,"score_spread":0.19838109749448685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2607018606","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004434432,0.00070787675,0.99210155,0.00003024714,0.0004973721,0.0011130581,0.000012374879,0.0008273731,0.00027570451],"genre_scores_gemma":[0.9864949,0.00034846578,0.012482205,0.000011507932,0.00009068049,0.0003239265,0.000013198947,0.00020540546,0.000029733743],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972232,0.000031692234,0.0009767503,0.0005579682,0.00035190085,0.0008584696],"domain_scores_gemma":[0.9987276,0.00015687029,0.00012548061,0.0005872144,0.00012642717,0.0002763602],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00040426498,0.000634383,0.0009134242,0.000621805,0.00007197685,0.000086255306,0.0004472107,0.00041838828,0.00002566185],"category_scores_gemma":[0.00003508657,0.00071639917,0.00011731225,0.0006311866,0.0000028543507,0.0004653795,0.00014146414,0.00058583234,0.00002165574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009437096,0.000057861667,0.0000057610264,0.0005369101,0.00004307365,0.0000063102566,0.00043567677,0.91501105,0.07872906,0.0046100644,0.00008535296,0.00046945337],"study_design_scores_gemma":[0.00039782986,0.00021181151,0.0000010853537,0.00039126392,0.00003894401,0.000022104337,0.0001025925,0.913025,0.07827104,0.0068076476,0.000079938225,0.0006507122],"about_ca_topic_score_codex":0.000076049204,"about_ca_topic_score_gemma":0.000008950016,"teacher_disagreement_score":0.98206043,"about_ca_system_score_codex":0.00020607153,"about_ca_system_score_gemma":0.00003926634,"threshold_uncertainty_score":0.9995287},"labels":[],"label_agreement":null},{"id":"W2607981028","doi":"10.3968/9415","title":"Experimental study on loss-prevention performance of oil-based drilling fluids","year":2017,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Lost circulation; Drilling fluid; Petroleum engineering; Drilling; Rheology; Wellbore; Filtration (mathematics); Materials science; Mechanical engineering; Engineering; Composite material","score_opus":0.020798752498382915,"score_gpt":0.270525921369563,"score_spread":0.24972716887118007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2607981028","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9467255,0.00071777386,0.050841738,0.000009505379,0.00040053696,0.0000653152,5.250589e-7,0.00007475438,0.0011643415],"genre_scores_gemma":[0.99724835,0.00043048817,0.0021576385,0.000004438952,0.00002361737,0.000063616666,0.0000063680573,0.000015796038,0.00004971133],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928993,0.000008667146,0.00026350148,0.0001478889,0.00015921943,0.00013076814],"domain_scores_gemma":[0.99971145,0.000014276954,0.000052060695,0.00017405575,0.000015169005,0.00003301211],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001453507,0.00013059197,0.00014958197,0.000117334384,0.00012245076,0.000035482855,0.000093100214,0.000027989556,0.0000052625364],"category_scores_gemma":[0.000008806653,0.00013326069,0.000014037525,0.00003414471,0.000022930215,0.0005641438,0.000017974615,0.00007399707,0.00000580896],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003246393,0.00012967401,0.0076110074,0.00006934376,0.000008608245,0.000002282721,0.00080681057,0.9580353,0.0010219617,0.000028212624,0.0000013677382,0.032253],"study_design_scores_gemma":[0.0020769446,0.0004325346,0.006163255,0.0004044693,0.0000043131026,8.2161836e-7,0.0009982605,0.76861405,0.21732083,0.000016049466,0.003592487,0.00037598435],"about_ca_topic_score_codex":7.799676e-7,"about_ca_topic_score_gemma":0.0000057712414,"teacher_disagreement_score":0.21629888,"about_ca_system_score_codex":0.00005810969,"about_ca_system_score_gemma":0.000014755383,"threshold_uncertainty_score":0.5434213},"labels":[],"label_agreement":null},{"id":"W2608778076","doi":"10.3968/9467","title":"Safety and Fast Horizontal Drilling Technology in Xujiahe Formation of Western Sichuan Basin","year":2017,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Sichuan basin; Drilling; Geology; Structural basin; Petroleum engineering; Directional drilling; Horizontal and vertical; Well drilling; Mining engineering; Engineering; Geomorphology; Geochemistry; Geodesy; Mechanical engineering","score_opus":0.008796927894084693,"score_gpt":0.22237999407083797,"score_spread":0.21358306617675327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2608778076","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32410988,0.002022256,0.672056,0.00017116661,0.0002990478,0.00011860066,0.0000024150138,0.00010605917,0.0011145564],"genre_scores_gemma":[0.99205756,0.0038468137,0.004033129,0.0000034606046,0.000011867076,0.000017250772,0.0000081115995,0.000009989333,0.000011789681],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993917,0.0000050739086,0.00028891553,0.00011081885,0.000072797055,0.00013070328],"domain_scores_gemma":[0.99979234,0.0000138073265,0.000055913693,0.00010109802,0.000012650678,0.000024170597],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013025968,0.00010178894,0.00016226646,0.00021698694,0.000067732355,0.000029536495,0.0000634431,0.000053025546,6.502274e-7],"category_scores_gemma":[0.00001657561,0.00010671317,0.000005974845,0.000054440006,0.00003166599,0.00093613146,0.00003172927,0.00009069887,0.0000014192094],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032015338,0.000019480301,0.044605732,0.00023963241,0.000008098027,0.0000058715295,0.002830707,0.6132418,0.0010644005,0.0009448809,0.0000015618691,0.33700582],"study_design_scores_gemma":[0.002631244,0.00009523923,0.025805116,0.0008719512,0.000005665181,0.000016007984,0.0027464647,0.89512223,0.03843672,0.0013092393,0.03228901,0.0006711283],"about_ca_topic_score_codex":0.0000033611889,"about_ca_topic_score_gemma":0.0002774623,"teacher_disagreement_score":0.6680229,"about_ca_system_score_codex":0.00005177063,"about_ca_system_score_gemma":0.000008230783,"threshold_uncertainty_score":0.43516365},"labels":[],"label_agreement":null},{"id":"W2609194804","doi":"10.4043/27797-ms","title":"Real-Time Monitoring and Diagnoses on Deepwater Cement Barrier Placement: Case Studies from the Gulf of Mexico and Atlantic Canada","year":2017,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Visualization; Computer science; Software; Environmental science; Data mining","score_opus":0.015525794751806871,"score_gpt":0.2315882365213724,"score_spread":0.21606244176956552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2609194804","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99823403,0.00069531513,0.00009883889,0.0002481648,0.00021663019,0.00010085192,0.000020336027,0.00010599083,0.00027982454],"genre_scores_gemma":[0.99811,0.001594687,0.00019640835,0.0000035631688,0.00002695465,0.000021154725,0.0000018682025,0.000015033425,0.000030348612],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993983,0.000007074802,0.00014979263,0.00017419585,0.00007828471,0.0001923704],"domain_scores_gemma":[0.99932194,0.00015036653,0.000042768297,0.00041132566,0.000036699752,0.000036886675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006900289,0.0001612137,0.00022529048,0.00004406843,0.00018255484,0.000033826083,0.00018924737,0.000078353434,0.000008358136],"category_scores_gemma":[0.00009538711,0.0001202715,0.000010527652,0.000025943968,0.00018258697,0.000041776184,0.00013236364,0.00014661613,0.0000011730959],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006609066,0.000058032827,0.8442108,0.0005548164,0.002200316,0.002308337,0.004200868,0.021792902,0.06593838,0.005132677,0.0031481837,0.050388593],"study_design_scores_gemma":[0.0043962654,0.0007615733,0.11057617,0.004864716,0.00086744124,0.00074959884,0.012772941,0.10719286,0.7414326,0.004596954,0.00854853,0.0032403388],"about_ca_topic_score_codex":0.017768953,"about_ca_topic_score_gemma":0.0148832565,"teacher_disagreement_score":0.73363465,"about_ca_system_score_codex":0.000035723628,"about_ca_system_score_gemma":0.000020378764,"threshold_uncertainty_score":0.9887718},"labels":[],"label_agreement":null},{"id":"W2609445703","doi":"10.1520/acem20160039","title":"Versatility of Piezoelectric Ring Actuator Technique (P-RAT) for Characterization of Cement Paste and Mortar","year":2017,"lang":"en","type":"article","venue":"Advances in Civil Engineering Materials","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Materials science; Mortar; Composite material; Characterization (materials science); Actuator; Piezoelectricity; Cement; Ring (chemistry); Structural engineering; Engineering; Nanotechnology; Electrical engineering; Chemistry","score_opus":0.00595594268188467,"score_gpt":0.21768730511396672,"score_spread":0.21173136243208204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2609445703","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7694718,0.0002986641,0.22901681,0.0000028499883,0.0006153198,0.00038639343,0.00005388144,0.00009845827,0.000055794844],"genre_scores_gemma":[0.9943168,0.00090191496,0.004531842,8.5038425e-7,0.000059288283,0.0001294609,0.000014899414,0.000041201907,0.0000037383004],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999089,0.0000059646095,0.00042211157,0.0001607859,0.000098090975,0.00022401984],"domain_scores_gemma":[0.9994519,0.000053905842,0.00012868598,0.00029879372,0.000031892145,0.0000348651],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032775706,0.00017936366,0.00037446967,0.000147354,0.000045224042,0.000023957475,0.00017742116,0.00007465743,0.0000070801498],"category_scores_gemma":[0.00010478735,0.00019818926,0.000030167363,0.00006366188,0.00002488191,0.00036117615,0.000063702646,0.00005663951,1.936005e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017847033,0.000009503874,0.00027985315,0.0016357477,0.00001716173,5.917322e-7,0.0000944699,0.06747958,0.9273553,0.0002037907,4.855437e-7,0.0029057031],"study_design_scores_gemma":[0.00040153423,0.000050612078,0.00381744,0.00044545156,0.000015923595,0.0000014648892,0.0000043147957,0.061563842,0.93276674,0.000095750904,0.0006175377,0.00021936592],"about_ca_topic_score_codex":0.0000071259806,"about_ca_topic_score_gemma":0.0000051373663,"teacher_disagreement_score":0.22484498,"about_ca_system_score_codex":0.000039879236,"about_ca_system_score_gemma":0.0000070745123,"threshold_uncertainty_score":0.8081923},"labels":[],"label_agreement":null},{"id":"W2610962452","doi":"","title":"Variation of the Deep Borehole Reference.","year":2015,"lang":"en","type":"article","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"National Nuclear Security Administration; Canadian Foundation for Dietetic Research; Sandia National Laboratories; U.S. Department of Energy","keywords":"Variation (astronomy); Geology; Borehole; Paleontology","score_opus":0.013094072025718032,"score_gpt":0.2010181672447258,"score_spread":0.18792409521900777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2610962452","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6210261,0.00056998973,0.15788409,0.000105657775,0.0015988238,0.00030236732,0.00014046032,0.00030055482,0.21807198],"genre_scores_gemma":[0.9980103,0.000019934292,0.0017524136,0.0000070862366,0.0000090686235,0.0000062212503,0.00014881816,0.000004676319,0.000041478488],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99914676,0.000007662032,0.00038393837,0.00006605872,0.00028860406,0.00010696117],"domain_scores_gemma":[0.99942476,0.00003468356,0.00011398088,0.00021683816,0.0001517349,0.000057994424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028426826,0.000083469364,0.00013677271,0.000099873076,0.000038735343,0.000022496657,0.00015889975,0.00006581642,0.000008287429],"category_scores_gemma":[0.00006674684,0.000064318665,0.000037942144,0.00030579153,0.00012934656,0.00032229963,0.000051860796,0.00005860388,0.0000030283159],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057897738,0.00019105933,0.0012322144,0.00047367418,0.00011287491,3.6897777e-7,0.00010064804,0.80680996,0.010283486,0.16766945,0.0045606247,0.008507721],"study_design_scores_gemma":[0.0037161973,0.00065671053,0.39930305,0.00080307474,0.00031544446,0.000042877004,0.00010078728,0.11835506,0.14326134,0.005540718,0.32648256,0.001422188],"about_ca_topic_score_codex":0.000013345872,"about_ca_topic_score_gemma":0.0000061796864,"teacher_disagreement_score":0.6884549,"about_ca_system_score_codex":0.000022206397,"about_ca_system_score_gemma":0.0000301917,"threshold_uncertainty_score":0.2622839},"labels":[],"label_agreement":null},{"id":"W2613716004","doi":"","title":"Discrete Element Modeling of Drilling-Induced Core Damage And Its Influence On Laboratory Properties of Lac De Bonnet Granite","year":2011,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Centre for Excellence in Mining Innovation","funders":"","keywords":"Core (optical fiber); Drilling; Geology; Element (criminal law); Geotechnical engineering; Engineering; Materials science; Mechanical engineering; Composite material","score_opus":0.03263529735053959,"score_gpt":0.20057047264756733,"score_spread":0.16793517529702773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2613716004","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9950935,0.00031631478,0.0035733192,0.0000030631552,0.00004295574,0.000093511866,0.00000810719,0.00012177225,0.0007474496],"genre_scores_gemma":[0.99900675,0.00014570238,0.00077224104,0.000012108229,0.000014199513,0.0000064208484,0.0000010430723,0.000028917768,0.000012626669],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993452,0.0000071956174,0.00023665196,0.000107755994,0.000105048355,0.00019815244],"domain_scores_gemma":[0.99969894,0.000009136674,0.00002719024,0.000142185,0.00006435957,0.000058192756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001203264,0.00013207839,0.0001723778,0.00008006383,0.000021098436,0.0000057946913,0.0000854883,0.000051448802,0.000005165876],"category_scores_gemma":[0.000018100367,0.00011397282,0.000022423368,0.00009639115,0.0000135383525,0.000095505,0.000022800275,0.000101925136,0.0000015648342],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010655529,0.000009009726,0.0004310123,0.00029001923,0.000026269663,0.0000011870136,0.0011935191,0.7270341,0.27025956,0.0006754185,0.0000024081708,0.000066851346],"study_design_scores_gemma":[0.0001171507,0.000047269736,0.00019587654,0.00020136844,0.000010147697,3.1410173e-7,0.00008514152,0.7024094,0.29678908,0.00002734773,0.000012395963,0.0001044856],"about_ca_topic_score_codex":0.00006162869,"about_ca_topic_score_gemma":0.00000990939,"teacher_disagreement_score":0.026529517,"about_ca_system_score_codex":0.000015066754,"about_ca_system_score_gemma":0.00001080669,"threshold_uncertainty_score":0.46476766},"labels":[],"label_agreement":null},{"id":"W2614349876","doi":"","title":"Effects of Formation Anisotropy on Borehole Stress Concentrations: Implications to Drilling Induced Tensile Fractures","year":2014,"lang":"en","type":"article","venue":"48th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Borehole; Drilling; Ultimate tensile strength; Anisotropy; Geology; Stress (linguistics); Geotechnical engineering; Materials science; Composite material; Metallurgy; Physics","score_opus":0.006235899126848229,"score_gpt":0.20713318332029534,"score_spread":0.20089728419344713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2614349876","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03521498,0.00012504475,0.96133536,0.00015487659,0.0012759594,0.00080678926,0.000060998118,0.0006979278,0.0003280774],"genre_scores_gemma":[0.997382,0.00017323928,0.001561196,0.000227316,0.00025377868,0.000161888,0.00009655136,0.0001262492,0.000017808039],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99793446,0.000049877137,0.00062107475,0.00042044112,0.0003619441,0.0006121886],"domain_scores_gemma":[0.9984852,0.00024055286,0.00015152598,0.00063954195,0.00020670895,0.00027643444],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021821211,0.00044498034,0.00047586602,0.00035578565,0.0002170737,0.0000792519,0.00039679237,0.00027892413,0.0000091111215],"category_scores_gemma":[0.0001353958,0.00047575074,0.0001410881,0.0005417302,0.0000024366634,0.00026961346,0.000075386124,0.0003571101,0.00007312621],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008200983,0.00004051335,0.0000015871715,0.00020389869,0.00003193982,6.4311666e-7,0.00024853682,0.56931317,0.40538234,0.02413345,0.0001645119,0.00047121136],"study_design_scores_gemma":[0.00032277915,0.00020370849,0.000011155497,0.00020318336,0.00004095775,0.0000031551526,0.000036961184,0.5158931,0.47995046,0.00215886,0.0008688832,0.00030678805],"about_ca_topic_score_codex":0.000014124346,"about_ca_topic_score_gemma":0.000010481366,"teacher_disagreement_score":0.962167,"about_ca_system_score_codex":0.0001787488,"about_ca_system_score_gemma":0.00002871213,"threshold_uncertainty_score":0.9997694},"labels":[],"label_agreement":null},{"id":"W2614614812","doi":"10.1016/j.petrol.2017.05.017","title":"Pattern recognition insight into drilling optimization of shaly formations","year":2017,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo; University of Toronto; Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland","keywords":"Oil shale; Drilling; Petroleum engineering; Artificial neural network; Rate of penetration; Drilling fluid; Linear discriminant analysis; Classifier (UML); Artificial intelligence; Confusion; Confusion matrix; Directional drilling; Computer science; Discriminant; Pattern recognition (psychology); Data mining; Engineering; Mechanical engineering","score_opus":0.010481883140180311,"score_gpt":0.20492458709055167,"score_spread":0.19444270395037136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2614614812","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4086832,0.00024494983,0.5898103,0.000036560214,0.00062687974,0.000021879589,0.0000013413911,0.00003479224,0.0005400841],"genre_scores_gemma":[0.98792946,0.00038435776,0.011540301,0.0000035573592,0.00012443695,0.0000010065949,5.952691e-7,0.000014206625,0.0000020693471],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991322,0.0000022868048,0.00033813666,0.00007084944,0.00028512286,0.00017138981],"domain_scores_gemma":[0.99938124,0.000023464054,0.00014631313,0.00014549625,0.00020197511,0.00010147887],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00053109747,0.00010188083,0.00017377234,0.00038476038,0.00016992596,0.00014971846,0.0002480399,0.000039218437,0.000003613947],"category_scores_gemma":[0.00016940587,0.00009672282,0.000042005806,0.00013000461,0.000058981546,0.0013407539,0.000030515812,0.00015440803,9.629318e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010357118,0.0000037132459,0.00025154435,0.000082794715,0.000011440908,0.0000020536597,0.00039446235,0.976953,0.010863927,0.000012823611,0.000005521881,0.011417643],"study_design_scores_gemma":[0.00018892065,0.000034094704,0.0017004637,0.00023881294,0.000015912767,0.000032472766,0.00004566215,0.9906013,0.006803723,0.000019911866,0.00020857065,0.00011016467],"about_ca_topic_score_codex":0.000007073806,"about_ca_topic_score_gemma":0.0000012156527,"teacher_disagreement_score":0.5792463,"about_ca_system_score_codex":0.00006037581,"about_ca_system_score_gemma":0.00002743474,"threshold_uncertainty_score":0.39442423},"labels":[],"label_agreement":null},{"id":"W2615167375","doi":"10.2118/185500-ms","title":"Green Fracturing Technology of Shale Gas: LPG Waterless Fracturing Technology and its Feasibility in China","year":2017,"lang":"en","type":"article","venue":"SPE Latin America and Caribbean Petroleum Engineering Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Fracturing fluid; Oil shale; Liquefied petroleum gas; Hydraulic fracturing; Shale gas; Surface tension; Enhanced oil recovery; Geology; Environmental science; Waste management; Engineering","score_opus":0.007969184133104174,"score_gpt":0.2084849179604052,"score_spread":0.200515733827301,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2615167375","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9813046,0.0010471118,0.015626296,0.0002848334,0.0001805527,0.00014727478,0.000020155416,0.00046278496,0.0009264135],"genre_scores_gemma":[0.99735993,0.000462335,0.0019950867,0.000003546091,0.00004989893,0.000021780963,0.00000426238,0.000060116665,0.000043016895],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99841154,0.00000921888,0.00042025014,0.0004496313,0.00015133282,0.0005580069],"domain_scores_gemma":[0.99907035,0.00004190943,0.000117046926,0.0006094789,0.00004143158,0.00011977093],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012238741,0.0003938809,0.00063299533,0.00067254575,0.00011108482,0.00008335943,0.00043667285,0.00026451517,0.000015195193],"category_scores_gemma":[0.00011118538,0.00041562878,0.00004835117,0.00023622681,0.00015971053,0.00023056619,0.00022978624,0.00068256166,0.00000283339],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045033736,0.0000955736,0.16048175,0.002698813,0.0002675198,0.0001691738,0.002007139,0.5338352,0.1625323,0.004252747,0.000008435353,0.13360633],"study_design_scores_gemma":[0.0008369341,0.00011589779,0.08911526,0.00062572304,0.000036142537,0.000043488606,0.00021600492,0.8722352,0.034682557,0.0007072145,0.0005976297,0.0007879641],"about_ca_topic_score_codex":0.00014069809,"about_ca_topic_score_gemma":0.000023141196,"teacher_disagreement_score":0.3384,"about_ca_system_score_codex":0.000059581595,"about_ca_system_score_gemma":0.000017774788,"threshold_uncertainty_score":0.99982953},"labels":[],"label_agreement":null},{"id":"W2615393618","doi":"10.2118/185464-ms","title":"Field Treatment of an Injector Well in a Sandstone Formation Using a Low Corrosive Environmentally Friendly Fluid that Does Not Require Flow-Back","year":2017,"lang":"en","type":"article","venue":"SPE Latin America and Caribbean Petroleum Engineering Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"AkzoNobel (Canada)","funders":"","keywords":"Injector; Environmentally friendly; Corrosion; Workover; Petroleum engineering; Dissolution; Produced water; Drilling fluid; Injection well; Water injection (oil production); Oil field; Well stimulation; Environmental science; Corrosion inhibitor; Geology; Materials science; Metallurgy; Drilling; Chemistry; Petroleum; Engineering; Reservoir engineering; Organic chemistry","score_opus":0.011673361626125263,"score_gpt":0.2111521097776294,"score_spread":0.19947874815150415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2615393618","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8843707,0.0001737754,0.11387476,0.00003065041,0.0003253449,0.00016879344,0.00007225633,0.00011614704,0.0008675842],"genre_scores_gemma":[0.99335283,0.0005022204,0.0059268097,0.000008200436,0.00006792922,0.000015848389,0.000025107238,0.00004587533,0.000055200708],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887395,0.000012749615,0.00031840205,0.00026962036,0.00016721543,0.00035807915],"domain_scores_gemma":[0.9992458,0.00005084092,0.00010572649,0.000456226,0.000014400798,0.00012695894],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000047857433,0.000329807,0.00043764687,0.00014212045,0.00008157443,0.000107730804,0.00019376578,0.000107834414,0.00007055956],"category_scores_gemma":[0.000017655077,0.0003049139,0.00006856462,0.00005111574,0.00006485491,0.00050307455,0.00004265,0.00014679365,0.0000053901285],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006420549,0.000053354706,0.0012288719,0.00026736755,0.000044669297,0.000023629154,0.0014011882,0.814274,0.1651832,0.000045056102,0.0000043391155,0.017410105],"study_design_scores_gemma":[0.00066603965,0.00030104484,0.0019275529,0.0001959233,0.000024049958,0.00000892915,0.00023252305,0.91879565,0.07704984,0.000006551285,0.00045109537,0.0003407792],"about_ca_topic_score_codex":0.0002475941,"about_ca_topic_score_gemma":0.000040422507,"teacher_disagreement_score":0.10898212,"about_ca_system_score_codex":0.00013321252,"about_ca_system_score_gemma":0.00001647289,"threshold_uncertainty_score":0.9999403},"labels":[],"label_agreement":null},{"id":"W2615761883","doi":"","title":"Conceptual-level Geotechnical Evaluation of Rock Mass Conditions For the 7400 Level Campus At DUSEL","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Golder Associates (Canada)","funders":"","keywords":"Geotechnical engineering; Rock mass classification; Geology; Engineering; Mining engineering","score_opus":0.06137320773523959,"score_gpt":0.2458299680046873,"score_spread":0.18445676026944768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2615761883","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0024594981,0.00078983995,0.990543,0.00007658252,0.0027267183,0.0015348125,0.00083719194,0.00060593215,0.00042639842],"genre_scores_gemma":[0.99644566,0.00045899814,0.0014492172,0.00006949061,0.0002027603,0.0006171172,0.00016177571,0.00021065307,0.00038431064],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9967209,0.00007302843,0.0008856546,0.0005711073,0.0008852798,0.0008640138],"domain_scores_gemma":[0.9975373,0.0003747336,0.00025299407,0.0010065539,0.00062808034,0.00020033917],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013751019,0.0005777916,0.0005854871,0.00024216334,0.00040476222,0.00003679618,0.00077248743,0.00053530326,0.00025441503],"category_scores_gemma":[0.00022457857,0.00054136716,0.00035526234,0.00043701078,0.000013322274,0.00021078499,0.00019580574,0.000487614,0.00010684849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002767532,0.000057454006,9.845814e-7,0.00010286939,0.00023464755,0.0000015086348,0.0005201563,0.86744285,0.07137028,0.058960896,0.0011230859,0.00015758611],"study_design_scores_gemma":[0.0010332272,0.00016153548,0.0000042124325,0.000102836435,0.00048776023,0.00002628425,0.0002685315,0.9080854,0.07276077,0.014597424,0.001887988,0.000584047],"about_ca_topic_score_codex":0.000027372997,"about_ca_topic_score_gemma":0.000028082639,"teacher_disagreement_score":0.9939862,"about_ca_system_score_codex":0.00044265745,"about_ca_system_score_gemma":0.00013521186,"threshold_uncertainty_score":0.99970376},"labels":[],"label_agreement":null},{"id":"W2616779658","doi":"","title":"Raise boring record : cover story","year":2014,"lang":"en","type":"article","venue":"Inside mining","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cover story; Drilling; Cover (algebra); Engineering; History; Archaeology; Management; Mining engineering; Geology; Forensic engineering; Geography; Mechanical engineering; Economics","score_opus":0.009351566674811228,"score_gpt":0.1848273855386817,"score_spread":0.17547581886387045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2616779658","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76018906,0.00042989815,0.11119992,0.000031211865,0.0024155471,0.00006139949,0.000001431214,0.0014368296,0.12423473],"genre_scores_gemma":[0.99205947,0.000032439497,0.0070525203,0.000051337676,0.00039720512,0.000007641241,0.0000020087136,0.000064464184,0.00033292288],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999298,0.000015033759,0.00015503298,0.0001450739,0.000107200714,0.00027970484],"domain_scores_gemma":[0.99953836,0.0001361653,0.00001738107,0.00020742283,0.000015264972,0.00008537707],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002195725,0.00014806609,0.00016039817,0.00009829081,0.000058259928,0.000032705328,0.00009641666,0.000066074295,0.000031639494],"category_scores_gemma":[0.000089813046,0.0001685381,0.00004639467,0.000101516314,0.000011755593,0.000120991666,0.000022123999,0.0002027298,0.00015838465],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035504688,0.000005666041,0.0016121288,0.00008642586,0.000042680113,0.000015384545,0.0010877734,0.75094503,0.005739292,0.00025733636,0.005986548,0.23421818],"study_design_scores_gemma":[0.00028503366,0.000022640239,0.0009474161,0.00013883579,0.000012979865,0.0000072217604,0.000064179876,0.49828014,0.0034680176,0.00006655923,0.4963344,0.0003725544],"about_ca_topic_score_codex":0.0000065069194,"about_ca_topic_score_gemma":0.000003662749,"teacher_disagreement_score":0.49034786,"about_ca_system_score_codex":0.000050807026,"about_ca_system_score_gemma":0.0000067181577,"threshold_uncertainty_score":0.6872784},"labels":[],"label_agreement":null},{"id":"W2618436131","doi":"10.1007/s13369-017-2583-2","title":"Development of an Environmentally-Friendly Water-Based Mud System Using Natural Materials","year":2017,"lang":"en","type":"article","venue":"Arabian Journal for Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"King Fahd University of Petroleum and Minerals","keywords":"Drilling fluid; Environmentally friendly; Sieve analysis; Filtration (mathematics); Drilling; Rheology; Environmental science; Sieve (category theory); Waste management; Particle size; Natural materials; Petroleum engineering; Materials science; Process engineering; Engineering; Chemical engineering; Nanotechnology; Polymer science; Metallurgy; Ecology; Composite material; Mathematics","score_opus":0.013116228761809255,"score_gpt":0.22243674698607235,"score_spread":0.2093205182242631,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2618436131","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9424436,0.000059561655,0.055822056,0.0000048248426,0.0014935194,0.0000832747,0.0000036409594,0.00006684894,0.000022664974],"genre_scores_gemma":[0.9443933,0.0000036195315,0.055467725,0.0000015859625,0.00009699983,0.0000041478643,0.0000015336545,0.00002769681,0.0000034249408],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887013,0.0000028149695,0.00030732073,0.00015477414,0.00024853068,0.00041640547],"domain_scores_gemma":[0.9995036,0.000008858981,0.000056014,0.00021585208,0.000039004626,0.00017666195],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008591688,0.00016378252,0.00019908564,0.00017498924,0.00066884485,0.0003188758,0.0003772097,0.000038096594,0.000002081771],"category_scores_gemma":[0.000025242636,0.00013704633,0.000031489442,0.00003950795,0.000081115286,0.0007130425,0.00003753772,0.00010177289,9.674914e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031674942,0.0000034155937,0.000010744827,0.0001504562,0.000010285745,0.000003989539,0.00021483649,0.28420562,0.71289164,0.00004081378,5.295139e-7,0.002464543],"study_design_scores_gemma":[0.00019699738,0.000018110999,0.00039437157,0.00015832396,0.0000079670435,0.00005872773,0.0000829482,0.49959698,0.499063,0.0000019289876,0.00027142616,0.00014923776],"about_ca_topic_score_codex":0.00000216855,"about_ca_topic_score_gemma":5.2612813e-7,"teacher_disagreement_score":0.21539138,"about_ca_system_score_codex":0.000154493,"about_ca_system_score_gemma":0.00003714526,"threshold_uncertainty_score":0.5588587},"labels":[],"label_agreement":null},{"id":"W2619394797","doi":"","title":"Discontinuum Modelling of Vuggy Carbonate Specimens: Impact of Vugs on Strength And Stiffness","year":2013,"lang":"en","type":"article","venue":"47th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Carbonate; Materials science; Metallurgy","score_opus":0.009661809435287928,"score_gpt":0.19340757211739207,"score_spread":0.18374576268210413,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2619394797","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.55180967,0.0010912167,0.44256496,0.000035860106,0.0014211232,0.00086697034,0.00017107533,0.0005390009,0.0015001096],"genre_scores_gemma":[0.9983043,0.0007025721,0.0005122421,0.000009361738,0.00012421329,0.00004532884,0.000027789181,0.0001818598,0.00009229922],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997427,0.000030411315,0.000835736,0.00051449775,0.00043575096,0.0007566023],"domain_scores_gemma":[0.9985178,0.000111349065,0.00021536679,0.000682736,0.0001902787,0.0002824634],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024385563,0.00063106505,0.00087104173,0.00042445734,0.00007380498,0.000057983732,0.00038767044,0.00029057017,0.00007238336],"category_scores_gemma":[0.000020295107,0.00060254335,0.0002701264,0.00041598277,0.000008421525,0.00028269496,0.00011756953,0.00043086466,0.000022427635],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025544172,0.00007559572,0.0000036856904,0.0002939441,0.00019694924,0.0000030654608,0.00027337583,0.86502886,0.1271346,0.006450883,0.00006749633,0.00044598116],"study_design_scores_gemma":[0.00067821186,0.00033864105,0.000007461983,0.00033564863,0.00007717033,0.000009565581,0.00010922319,0.9452127,0.04906734,0.0035637128,0.000045926976,0.00055439124],"about_ca_topic_score_codex":0.00026496724,"about_ca_topic_score_gemma":0.0000072162075,"teacher_disagreement_score":0.44649467,"about_ca_system_score_codex":0.00015357543,"about_ca_system_score_gemma":0.00004394461,"threshold_uncertainty_score":0.9996426},"labels":[],"label_agreement":null},{"id":"W2621211566","doi":"","title":"CAT-scan analysis in scientific drilling: effective routine data acquisition and processing of whole cores, split cores and u-channels","year":2014,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Drilling; Data acquisition; Geology; Computer science; Engineering; Mechanical engineering","score_opus":0.01121485910721027,"score_gpt":0.22467542483697672,"score_spread":0.21346056572976646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2621211566","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9954533,0.0010919328,0.0025654738,0.000013815194,0.00016269555,0.00013557584,0.000021140737,0.00012791852,0.00042816007],"genre_scores_gemma":[0.99821484,0.00003786435,0.001460935,0.000004435392,0.00007719367,0.0000057622556,0.00015123194,0.000030489206,0.000017236185],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99868566,0.000029610972,0.00037707709,0.00041909312,0.00018624558,0.00030230483],"domain_scores_gemma":[0.99916947,0.00023189212,0.0001046645,0.0003372368,0.0000556906,0.00010105083],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011844165,0.00019605592,0.00035344416,0.0003539252,0.000095246665,0.00016822512,0.00016949652,0.000088924266,3.5326548e-7],"category_scores_gemma":[0.00020132908,0.00020442042,0.000028134848,0.00046811491,0.000088805915,0.00020067414,0.00008481946,0.00014399973,0.00000197731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000744904,0.000018185448,0.042914953,0.00041996528,0.00007416828,0.000003884602,0.00081961555,0.93932074,0.006615611,0.000011659642,0.000021312491,0.009772422],"study_design_scores_gemma":[0.0002798374,0.000021159884,0.13136508,0.0004734684,0.00012894037,0.0000035655762,0.000091005844,0.86488575,0.0023349607,0.000061292965,0.00014146189,0.00021346843],"about_ca_topic_score_codex":0.0012262497,"about_ca_topic_score_gemma":0.001236726,"teacher_disagreement_score":0.08845013,"about_ca_system_score_codex":0.000032485637,"about_ca_system_score_gemma":0.0000108512095,"threshold_uncertainty_score":0.83360225},"labels":[],"label_agreement":null},{"id":"W2647698891","doi":"","title":"Evaluating the Impact of Geophysical Variables on the Bacterial Contamination of Private Wells in Southern Ontario","year":2017,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Contamination; Environmental science; Geography; Biology; Ecology","score_opus":0.009566122378606845,"score_gpt":0.20992683869782597,"score_spread":0.20036071631921912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2647698891","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99118537,0.00000636147,0.000046752066,0.00016954125,0.00028049035,0.0002870476,0.00004833438,0.00006343194,0.007912681],"genre_scores_gemma":[0.97021836,0.000029161269,0.0000934973,0.0000016529272,0.00006909267,0.0000012507376,0.00017141928,0.000047421694,0.029368134],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9991324,0.00008340646,0.00018761463,0.00017929268,0.00021428049,0.00020298526],"domain_scores_gemma":[0.99903554,0.0002453215,0.0002256346,0.00042459674,0.000032633245,0.0000362524],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012473189,0.0002571763,0.0003535519,0.00016222615,0.000090592686,0.000044783526,0.0005032712,0.00019761575,0.00018476488],"category_scores_gemma":[0.00003682977,0.00019065976,0.00018949837,0.00013849695,0.000040272043,0.00028020455,0.000034962104,0.00045500445,0.000008527185],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.001414021,0.0002559338,0.0116338115,0.00089520804,0.0011924634,0.00003303173,0.035993095,0.92940617,0.0050800187,0.0049459254,0.005973121,0.003177206],"study_design_scores_gemma":[0.0057658087,0.0022668075,0.7977945,0.00966175,0.0010007555,7.265209e-7,0.011666579,0.08290979,0.073848926,0.002136012,0.009555274,0.003393053],"about_ca_topic_score_codex":0.06880156,"about_ca_topic_score_gemma":0.0015834128,"teacher_disagreement_score":0.84649634,"about_ca_system_score_codex":0.00016040924,"about_ca_system_score_gemma":0.0001766127,"threshold_uncertainty_score":0.9373994},"labels":[],"label_agreement":null},{"id":"W2679709337","doi":"","title":"A Petrophysical Oriented Method for the Analysis of Differential Pressure Stuck Pipe and Wireline Tools Across Permeable Rocks","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BP (Canada)","funders":"","keywords":"Wireline; Petrophysics; Geology; Differential pressure; Differential (mechanical device); Petrology; Geotechnical engineering; Petroleum engineering; Engineering; Mechanics; Telecommunications; Porosity","score_opus":0.014328810264625735,"score_gpt":0.28284617687433494,"score_spread":0.2685173666097092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2679709337","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17860872,0.00011910053,0.820699,0.000022809287,0.00015556869,0.00011690093,0.000072432755,0.000077482204,0.00012802832],"genre_scores_gemma":[0.9954525,0.000040411807,0.0035871107,0.0000033664473,0.00011328505,0.000023733624,0.000012029399,0.00002158498,0.0007459568],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933624,0.0000074074683,0.00016928297,0.00015601752,0.00011271676,0.0002183505],"domain_scores_gemma":[0.99925196,0.00018854553,0.00003939236,0.0004199549,0.000053038126,0.000047083424],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012581862,0.0001339011,0.00032231017,0.000037487654,0.00020833514,0.00011435397,0.00019485696,0.00005462529,0.000024386141],"category_scores_gemma":[0.00007627326,0.00009047274,0.0001491183,0.000087172426,0.000033477787,0.00009970775,0.00006515509,0.00009770741,5.267236e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002404785,0.000023898967,0.0005514348,0.000113036906,0.0019231545,5.0472283e-7,0.00034375238,0.967257,0.013244533,0.00023297884,0.000093167466,0.016192462],"study_design_scores_gemma":[0.00032870643,0.000020326434,0.0069600497,0.0000093252265,0.0008748484,4.799701e-7,0.000045538625,0.9816708,0.008454669,0.0000105804675,0.0015136185,0.00011104963],"about_ca_topic_score_codex":0.00008118549,"about_ca_topic_score_gemma":0.000033218384,"teacher_disagreement_score":0.81711185,"about_ca_system_score_codex":0.0000060639504,"about_ca_system_score_gemma":0.0000031587383,"threshold_uncertainty_score":0.36893713},"labels":[],"label_agreement":null},{"id":"W2684620921","doi":"","title":"Laboratory Investigation on Directional Drilling Performance in Isotropic and Anisotropic Rocks","year":2016,"lang":"en","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Isotropy; Geology; Anisotropy; Drilling; Directional drilling; Mechanical engineering; Engineering; Optics; Physics","score_opus":0.007428680771767673,"score_gpt":0.17381352149929502,"score_spread":0.16638484072752735,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2684620921","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.40842438,0.00068144227,0.584962,0.00031519413,0.003264849,0.0004859603,0.000057110617,0.0013008023,0.00050824217],"genre_scores_gemma":[0.99668765,0.0022031812,0.00037036065,0.00009080993,0.00027502023,0.00006789208,0.000012166873,0.00012158824,0.00017132102],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979859,0.00004041641,0.00047433234,0.00053088996,0.00033740982,0.00063106307],"domain_scores_gemma":[0.99915206,0.000098514916,0.00007549993,0.0003684053,0.00008417763,0.00022133879],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025134088,0.00044011424,0.00036389197,0.00044992822,0.00016058903,0.000054900473,0.00021754667,0.0002788923,0.000026446109],"category_scores_gemma":[0.000040540046,0.00040223682,0.000059963055,0.00050400296,0.0000059576223,0.0003850285,0.00007616756,0.00035674172,0.00009930403],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029664632,0.0000361069,0.0005476136,0.0002653637,0.000055407083,0.0000109906005,0.00024831702,0.7456728,0.24018382,0.010637155,0.0001428855,0.0021698675],"study_design_scores_gemma":[0.0010910553,0.0002461931,0.000103871775,0.00058006844,0.000024902729,0.000015353027,0.000032983324,0.8783076,0.11207328,0.0027653421,0.0040383213,0.0007210706],"about_ca_topic_score_codex":0.000008142263,"about_ca_topic_score_gemma":0.00001665026,"teacher_disagreement_score":0.5882633,"about_ca_system_score_codex":0.00036096937,"about_ca_system_score_gemma":0.000050293078,"threshold_uncertainty_score":0.99984294},"labels":[],"label_agreement":null},{"id":"W2695082475","doi":"","title":"Influence of High Velocity Jet on Drilling Performance of PDC Bit under Pressurized Condition","year":2014,"lang":"en","type":"article","venue":"48th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Bit (key); Drilling; Jet (fluid); Mechanical engineering; Engineering; Petroleum engineering; Computer science; Geology; Mechanics; Physics","score_opus":0.005581731099257505,"score_gpt":0.18402683120324984,"score_spread":0.17844510010399234,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2695082475","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60422015,0.00007549483,0.3938234,0.000021422424,0.00081216247,0.00028583402,0.000055363016,0.00040203574,0.00030412743],"genre_scores_gemma":[0.9984288,0.00045635653,0.0006546503,0.000052583182,0.00013245206,0.000038492646,0.000058914102,0.00013283186,0.00004487816],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974216,0.000057079786,0.0008441305,0.00047151762,0.0005813035,0.0006243574],"domain_scores_gemma":[0.998339,0.000190969,0.00028042664,0.0007426642,0.00026936457,0.00017760378],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00056514784,0.0005160089,0.0007761443,0.0003775142,0.0001247548,0.000029362214,0.0005093469,0.00035324198,0.000028027582],"category_scores_gemma":[0.00006655612,0.000545706,0.00016635905,0.00051373517,0.000009533377,0.00029751565,0.00011447739,0.00045305214,0.000040495754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004162633,0.000045145636,0.0000071298564,0.0005853005,0.00008582635,7.0322835e-7,0.0000845463,0.8144998,0.15459707,0.029877918,0.000031564963,0.00014335518],"study_design_scores_gemma":[0.0006193787,0.00028508346,0.000022506303,0.0003646857,0.00006037037,0.0000045134298,0.000011395769,0.6586106,0.33635372,0.0029789647,0.00031719456,0.00037163025],"about_ca_topic_score_codex":0.000043584474,"about_ca_topic_score_gemma":0.0000050809585,"teacher_disagreement_score":0.39420867,"about_ca_system_score_codex":0.000121521596,"about_ca_system_score_gemma":0.00004674357,"threshold_uncertainty_score":0.9996995},"labels":[],"label_agreement":null},{"id":"W2698928365","doi":"","title":"Experimental Evaluation of passive-Vibration Assisted Rotary Drilling (p-VARD) tool to Enhance Drilling Performance","year":2015,"lang":"en","type":"article","venue":"49th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Vibration; Petroleum engineering; Engineering; Mechanical engineering; Acoustics; Environmental science; Physics","score_opus":0.01830706465412763,"score_gpt":0.24279503446619224,"score_spread":0.22448796981206462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2698928365","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23266979,0.00067005126,0.7609075,0.00005197401,0.0034117338,0.0009789069,0.000026864642,0.00069242134,0.0005908001],"genre_scores_gemma":[0.99450606,0.000108601955,0.0042779627,0.00006566976,0.00040818585,0.00027459653,0.00010640561,0.0001955401,0.00005694867],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99592865,0.00009805987,0.0010263585,0.0006982254,0.0014341112,0.00081457087],"domain_scores_gemma":[0.99785405,0.000057671026,0.0002228258,0.00076630485,0.00070150243,0.00039766773],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014138393,0.0006312876,0.0006494715,0.0004577136,0.00019072938,0.00010149585,0.00048817412,0.00034199204,0.000067572546],"category_scores_gemma":[0.00012290334,0.00072884065,0.00017967416,0.00084499485,0.0000043798163,0.0006743223,0.00017511056,0.00040317676,0.00014162186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003124044,0.000051151375,0.0000020606524,0.000101071346,0.00006387812,0.0000018397129,0.00060331426,0.6869573,0.30930865,0.0004944335,0.00016365317,0.0022214283],"study_design_scores_gemma":[0.00045643828,0.00020585593,0.0000020213827,0.00020209767,0.00007638941,0.00001222461,0.0002227412,0.58590364,0.4117421,0.00022639413,0.00044862847,0.0005014722],"about_ca_topic_score_codex":0.00001637797,"about_ca_topic_score_gemma":0.0000055669175,"teacher_disagreement_score":0.7618363,"about_ca_system_score_codex":0.000781765,"about_ca_system_score_gemma":0.00017840673,"threshold_uncertainty_score":0.99951625},"labels":[],"label_agreement":null},{"id":"W2700113477","doi":"10.1016/j.jsv.2017.06.016","title":"Investigation on random vibration of a drillstring","year":2017,"lang":"en","type":"article","venue":"Journal of Sound and Vibration","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drill string; Random vibration; Finite element method; Vibration; Displacement (psychology); White noise; Drill bit; Mathematics; Newmark-beta method; Gaussian; Randomness; Mathematical analysis; Physics; Structural engineering; Engineering; Acoustics; Drill; Statistics; Mechanical engineering","score_opus":0.021174274300684828,"score_gpt":0.21682207314586407,"score_spread":0.19564779884517924,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2700113477","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8632953,0.000118413904,0.13558313,0.00006312346,0.00036275212,0.000036306777,9.328064e-7,0.000015842383,0.00052415294],"genre_scores_gemma":[0.9988229,0.00010515021,0.0008270119,0.000008585946,0.00021889702,3.444899e-7,0.0000014059797,0.0000084685125,0.000007216172],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99956125,0.000007566715,0.00023323312,0.000037306643,0.00010712126,0.000053522792],"domain_scores_gemma":[0.99963653,0.000035199344,0.00016881694,0.00007872201,0.000043014923,0.000037745307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018530457,0.000060825794,0.00012152353,0.00008319221,0.00008224546,0.00008894797,0.000051126764,0.00004073787,0.0000022461747],"category_scores_gemma":[0.00007071067,0.00005350137,0.000033093187,0.000023315997,0.00001977275,0.0004619349,0.000004719856,0.00008568857,6.77757e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000118230964,0.000017155917,0.0056505967,0.00028180832,0.000114237075,0.0000048717966,0.0015465585,0.6951978,0.27540472,0.0028092642,0.00019288718,0.01866187],"study_design_scores_gemma":[0.0034862082,0.00038914318,0.032877736,0.0007572763,0.00007614321,0.000043314078,0.00015680547,0.6392974,0.3132624,0.00892023,0.00042540446,0.00030791693],"about_ca_topic_score_codex":0.0000019521017,"about_ca_topic_score_gemma":0.0000016953134,"teacher_disagreement_score":0.13552758,"about_ca_system_score_codex":0.000013257577,"about_ca_system_score_gemma":0.0000070573215,"threshold_uncertainty_score":0.21817227},"labels":[],"label_agreement":null},{"id":"W2711400911","doi":"","title":"Thermal Effects on Sand Prediction","year":2016,"lang":"en","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Environmental science; Ectotherm; Geology","score_opus":0.004837595149696735,"score_gpt":0.17321215186192296,"score_spread":0.16837455671222623,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2711400911","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.016201323,0.00036702532,0.9691047,0.00023948273,0.0073271836,0.00061975245,0.00009634969,0.0029597362,0.0030844435],"genre_scores_gemma":[0.99732256,0.00060210715,0.0001819467,0.000117410455,0.00087851647,0.00011895098,0.000020959258,0.0002446751,0.00051285286],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975013,0.000047867557,0.00046867025,0.00059042143,0.00047957123,0.0009121289],"domain_scores_gemma":[0.9986072,0.00019801377,0.00007374938,0.0007294167,0.00007493392,0.00031665695],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003221977,0.00059663353,0.00044484087,0.0003177078,0.00018093518,0.00006658566,0.00041476332,0.0003864741,0.00008996886],"category_scores_gemma":[0.000050343126,0.00048281753,0.00019825596,0.00034739342,0.0000028728148,0.0002781757,0.000096938915,0.00036454742,0.0006780448],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003265049,0.000039210343,0.0000034628508,0.00018563043,0.00011346549,0.00001947496,0.00009068547,0.38275662,0.60121906,0.008356792,0.0010258497,0.006157085],"study_design_scores_gemma":[0.0011210075,0.00037269588,0.0000035691212,0.0004295401,0.00006326092,0.00001600882,0.00000862509,0.586493,0.40217227,0.0022557792,0.0064504594,0.00061376434],"about_ca_topic_score_codex":0.000003438131,"about_ca_topic_score_gemma":0.0000014938556,"teacher_disagreement_score":0.98112124,"about_ca_system_score_codex":0.00029793003,"about_ca_system_score_gemma":0.000029029974,"threshold_uncertainty_score":0.99976236},"labels":[],"label_agreement":null},{"id":"W2724638662","doi":"10.1061/9780784480809.033","title":"Innovation and Collaboration in Deep Mixing","year":2017,"lang":"en","type":"article","venue":"Grouting 2017","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"MRF Geosystems (Canada)","funders":"Federal Highway Administration","keywords":"Mixing (physics); Slurry; Nozzle; Stiffness; Mechanical engineering; Engineering; Materials science; Structural engineering; Composite material","score_opus":0.012308515153103591,"score_gpt":0.24263176816547327,"score_spread":0.23032325301236967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2724638662","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9727068,0.00014738816,0.016809875,0.000056258745,0.00046717713,0.00005793139,8.820448e-7,0.00014711222,0.009606585],"genre_scores_gemma":[0.9985684,0.000020253765,0.001251862,0.0000060789935,0.00009074583,0.0000035193307,0.000003368776,0.000013619161,0.000042135773],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996156,0.0000033413637,0.00012329608,0.00008422233,0.000047068144,0.00012646444],"domain_scores_gemma":[0.9997395,0.000013326327,0.000035573903,0.00017549121,0.000020829882,0.000015235831],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020071048,0.00006675047,0.00007538095,0.00008981963,0.0001406518,0.00015827829,0.0000753661,0.000046414625,0.0000013053045],"category_scores_gemma":[0.0001325299,0.000076153156,0.000005429929,0.00007201744,0.000013044312,0.00023049668,0.000019816081,0.000085007334,0.0000063771045],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012480031,0.000022975237,0.16960514,0.00052988227,0.000054278124,0.0000502674,0.0062484397,0.5692278,0.0527153,0.02129047,0.00080363045,0.17943929],"study_design_scores_gemma":[0.00035275036,0.0000063868924,0.079628006,0.00012507748,0.0000037419836,0.000004315231,0.000102335805,0.9156797,0.0022242393,0.00045876624,0.0012198118,0.00019487845],"about_ca_topic_score_codex":0.000021472013,"about_ca_topic_score_gemma":0.000037980004,"teacher_disagreement_score":0.34645185,"about_ca_system_score_codex":0.000025733723,"about_ca_system_score_gemma":0.0000035363237,"threshold_uncertainty_score":0.31054357},"labels":[],"label_agreement":null},{"id":"W2725661671","doi":"","title":"Micro-Seismic Monitoring of PDC Bit Drilling Performance during Vibration Assisted Rotational Drilling","year":2015,"lang":"en","type":"article","venue":"49th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Bit (key); Vibration; Drill bit; Drilling fluid; Geology; Petroleum engineering; Computer science; Acoustics; Engineering; Mechanical engineering; Physics","score_opus":0.013041047997995851,"score_gpt":0.19755624429074906,"score_spread":0.1845151962927532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2725661671","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34994674,0.0006947572,0.6436179,0.000038659666,0.003980227,0.00040357994,0.000030929477,0.000984206,0.00030300627],"genre_scores_gemma":[0.991906,0.0006341305,0.0061952057,0.000012913423,0.0006916438,0.000073398325,0.000081444916,0.00025167002,0.00015359085],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99644506,0.000048595884,0.0011151184,0.00063216337,0.0008127713,0.00094627705],"domain_scores_gemma":[0.9982058,0.000077516954,0.00028125805,0.00062273466,0.00041422868,0.00039847032],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00060490024,0.00067465915,0.00068505225,0.0006178855,0.00028184793,0.00012504059,0.00053117896,0.00040210815,0.000021067352],"category_scores_gemma":[0.000061112325,0.0007981243,0.00022002075,0.00088560354,0.000007768728,0.0007307846,0.0001595945,0.00061019085,0.00008344607],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002556713,0.00002806735,0.000059773025,0.00032227184,0.00008031258,0.000004897857,0.00035014434,0.6457109,0.35270318,0.00043407315,0.000016610617,0.0002642149],"study_design_scores_gemma":[0.00072507624,0.000082434904,0.000026009195,0.00037512477,0.00005740121,0.000043730826,0.00019831424,0.6519008,0.3454467,0.0003904668,0.00020377661,0.0005501163],"about_ca_topic_score_codex":0.00001588553,"about_ca_topic_score_gemma":0.0000018271394,"teacher_disagreement_score":0.64195925,"about_ca_system_score_codex":0.00051882805,"about_ca_system_score_gemma":0.00012064691,"threshold_uncertainty_score":0.999447},"labels":[],"label_agreement":null},{"id":"W2725724365","doi":"","title":"Experimental Assessment of the Influences of Temperature on Geomechanical Characteristics of a Carbonate Reservoir","year":2015,"lang":"en","type":"article","venue":"49th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Carbonate; Geology; Petroleum engineering; Geotechnical engineering; Metallurgy; Materials science","score_opus":0.01300390502948423,"score_gpt":0.23526388798761963,"score_spread":0.2222599829581354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2725724365","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96956503,0.00066178496,0.021724785,0.00011899256,0.0050783935,0.00097450323,0.00035135134,0.00034951922,0.0011756537],"genre_scores_gemma":[0.99909043,0.000112549875,0.000410238,0.000032301632,0.00011867133,0.000046732002,0.000023130211,0.000112659676,0.000053278865],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968809,0.00009212267,0.0010909223,0.00041285908,0.0009905653,0.0005326296],"domain_scores_gemma":[0.997984,0.000103473234,0.00038728846,0.0009814217,0.00034414761,0.0001996975],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006615027,0.00050251605,0.000873779,0.00025754457,0.000072686846,0.000025764932,0.00090969156,0.00038425115,0.000021636024],"category_scores_gemma":[0.0000917231,0.0004201265,0.00028583538,0.00067182456,0.000015698091,0.0001445019,0.00032454432,0.0006111115,0.0000045537963],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004026062,0.00015421904,0.000021295175,0.00027991543,0.00012007545,0.0000034363418,0.0003251067,0.42288715,0.55857605,0.017466184,0.00009593735,0.000030389348],"study_design_scores_gemma":[0.000659009,0.00045242114,0.00002451531,0.00039426322,0.00006359456,0.000010099563,0.0002718463,0.5162565,0.48006782,0.0012456379,0.00020338841,0.00035089377],"about_ca_topic_score_codex":0.00003310323,"about_ca_topic_score_gemma":0.000003615214,"teacher_disagreement_score":0.09336936,"about_ca_system_score_codex":0.0002216221,"about_ca_system_score_gemma":0.00018011194,"threshold_uncertainty_score":0.99982506},"labels":[],"label_agreement":null},{"id":"W2730272995","doi":"10.2118/0617-0034-jpt","title":"With New Rig Software, Automated Drilling is Easier To Embrace","year":2017,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Engineering; Drill; Drilling rig; Automation; Drill pipe; Drilling; Software; Schedule; Process (computing); Mechanical engineering; Marine engineering; Computer science; Operating system","score_opus":0.006000362112199853,"score_gpt":0.2191421318326336,"score_spread":0.21314176972043375,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2730272995","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67415,0.0006830715,0.31970796,0.0018674894,0.00096619094,0.000057352958,0.0000029742484,0.001665652,0.0008993399],"genre_scores_gemma":[0.9623716,0.0000735257,0.03669574,0.000046935904,0.00024413853,0.0000017036439,2.4241558e-7,0.00006477286,0.00050136604],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989639,0.0000032421608,0.00033550287,0.00013455185,0.00019927215,0.0003635481],"domain_scores_gemma":[0.9990281,0.000021329199,0.00017807684,0.0005008099,0.000091945,0.00017976678],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014082516,0.00020043294,0.00037392878,0.000559906,0.00012448416,0.0000941858,0.0006320958,0.00020425377,0.000021819762],"category_scores_gemma":[0.00013519409,0.00017092326,0.00007453787,0.00016648964,0.0000426025,0.00020353496,0.000055410364,0.0005024752,0.000051806543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046649344,0.000027486156,0.00919391,0.00007543384,0.0003663854,0.00024731772,0.000181245,0.936271,0.014833256,0.00020689348,0.014081756,0.024468679],"study_design_scores_gemma":[0.005250372,0.0020614096,0.0150468545,0.0020707846,0.00034672584,0.0033270821,0.0002497178,0.6426165,0.11565723,0.001969916,0.20938984,0.0020135627],"about_ca_topic_score_codex":0.000012346097,"about_ca_topic_score_gemma":0.000010137582,"teacher_disagreement_score":0.2936545,"about_ca_system_score_codex":0.00008544447,"about_ca_system_score_gemma":0.000049447226,"threshold_uncertainty_score":0.69700485},"labels":[],"label_agreement":null},{"id":"W2732540896","doi":"10.1016/j.jprocont.2017.06.005","title":"Robust gain switching control of constant bottomhole pressure drilling","year":2017,"lang":"en","type":"article","venue":"Journal of Process Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Setpoint; Choke; Control theory (sociology); Underbalanced drilling; Well control; Drilling; Robustness (evolution); Engineering; Robust control; Pressure control; Controller (irrigation); Control engineering; Control system; Drilling fluid; Computer science; Control (management); Mechanical engineering","score_opus":0.009895469549575334,"score_gpt":0.21592167862456757,"score_spread":0.20602620907499225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2732540896","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06211318,0.0058768904,0.9287829,0.00015297266,0.0010171498,0.00019073547,0.00002154599,0.00008754139,0.0017570964],"genre_scores_gemma":[0.9987272,0.000108550026,0.000639642,0.000022666982,0.00042356882,0.000003677646,2.6255083e-7,0.000046693465,0.000027756405],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99848336,0.000020827456,0.0007208495,0.00011442432,0.00034355465,0.0003170103],"domain_scores_gemma":[0.99853045,0.00013056301,0.0005874374,0.00029037855,0.00031609857,0.00014507367],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006475545,0.00021600231,0.00065035693,0.00014209005,0.00014512273,0.00012909692,0.0005059492,0.00011197899,0.000014478643],"category_scores_gemma":[0.0003028556,0.00018728612,0.00018255998,0.000048793507,0.00004398977,0.00046434358,0.000011417942,0.00045794735,0.0000020849552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006922119,0.000022357612,0.0018709883,0.0003490989,0.00037124704,0.000031540436,0.00023369008,0.97812486,0.015505501,0.00014153647,0.000056278124,0.003223713],"study_design_scores_gemma":[0.004111446,0.00008358165,0.00036360693,0.0006769828,0.0002565829,0.00006780351,0.00010297984,0.98573834,0.0069889603,0.00027671843,0.0010847145,0.0002482763],"about_ca_topic_score_codex":0.0000047387034,"about_ca_topic_score_gemma":0.000001816972,"teacher_disagreement_score":0.936614,"about_ca_system_score_codex":0.000025677036,"about_ca_system_score_gemma":0.000060149356,"threshold_uncertainty_score":0.7637306},"labels":[],"label_agreement":null},{"id":"W2733200655","doi":"10.25103/jestr.102.10","title":"Stress Analysis of Perforated Casing in Shale Formation using Staged Finite Element Method","year":2017,"lang":"en","type":"article","venue":"Journal of Engineering Science and Technology Review","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"National Natural Science Foundation of China","keywords":"Casing; Finite element method; Hydraulic fracturing; Stress (linguistics); Oil shale; Geotechnical engineering; Stiffness; Materials science; Stress field; Anisotropy; Petroleum engineering; Geology; Structural engineering; Composite material; Engineering","score_opus":0.0219394573038598,"score_gpt":0.2991842067755907,"score_spread":0.2772447494717309,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2733200655","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.59011596,0.027183685,0.38208187,0.000108673805,0.00023635536,0.00015409756,0.00000644743,0.00006444512,0.000048493366],"genre_scores_gemma":[0.97722995,0.00787132,0.014874632,0.0000034051268,0.00000962422,0.0000013749475,4.972594e-7,0.000008210672,0.0000010064317],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99900466,0.000006521757,0.00050262944,0.0000896915,0.00019970888,0.00019678482],"domain_scores_gemma":[0.9992539,0.00003437487,0.00023572345,0.00023487608,0.00019688313,0.000044222845],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00152153,0.00010836317,0.00046454868,0.0013666094,0.00007754558,0.000039856826,0.00032488356,0.000054542117,0.0000025112524],"category_scores_gemma":[0.0005019862,0.0000972384,0.000051796473,0.0015278257,0.00006477439,0.00048413558,0.00004288472,0.00023283913,1.2026096e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.0389476e-7,0.0000058682717,0.0021942353,0.0008050176,0.00007545923,0.000009406941,0.000043515713,0.974615,0.011251923,0.0000724766,0.0000013473626,0.010925158],"study_design_scores_gemma":[0.000111296846,0.00002099389,0.0011017462,0.0024619047,0.00021042392,0.000028914506,0.000025762087,0.9835919,0.012254251,0.000007756914,0.000089796165,0.00009523093],"about_ca_topic_score_codex":0.0000037129585,"about_ca_topic_score_gemma":0.0000023946297,"teacher_disagreement_score":0.387114,"about_ca_system_score_codex":0.00008581513,"about_ca_system_score_gemma":0.00003288418,"threshold_uncertainty_score":0.3965267},"labels":[],"label_agreement":null},{"id":"W2736665016","doi":"10.1007/s10665-017-9914-x","title":"Primary cementing of oil and gas wells in turbulent and mixed regimes","year":2017,"lang":"en","type":"article","venue":"Journal of Engineering Mathematics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":52,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Turbulence; Mechanics; Streamlines, streaklines, and pathlines; Advection; Laminar flow; K-epsilon turbulence model; Physics; Pressure gradient; Scaling; Inviscid flow; Fluid dynamics; Geology; Geometry; Mathematics; Thermodynamics","score_opus":0.008857494635398281,"score_gpt":0.19392550232213984,"score_spread":0.18506800768674156,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2736665016","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.987341,0.0020573991,0.00916156,0.00007222736,0.00028986658,0.000025009456,9.664421e-7,0.000032529293,0.001019446],"genre_scores_gemma":[0.9610549,0.002329135,0.036415398,0.0000027280332,0.00008591838,0.0000010604397,2.6061736e-7,0.0000422735,0.00006831237],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916285,0.0000032431499,0.00046805828,0.000059597874,0.00014320012,0.00016301972],"domain_scores_gemma":[0.9994464,0.00009383494,0.00018142628,0.000178545,0.000032923763,0.00006687158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040624008,0.00014028084,0.00035676293,0.00017073336,0.000025242049,0.00005225466,0.00013985345,0.00005525346,0.0000016174358],"category_scores_gemma":[0.00012599517,0.00013265232,0.00004346121,0.000037404378,0.000023694838,0.00016824875,0.000039435086,0.00019425454,3.4713614e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008880265,0.000082146296,0.0010809407,0.008498033,0.00025137584,0.000106110485,0.0021988738,0.9273082,0.03871007,0.0011084959,0.00023039224,0.020416493],"study_design_scores_gemma":[0.001511358,0.00009080506,0.005671373,0.004904148,0.000110888475,0.00046720938,0.00018118609,0.96270555,0.020938324,0.0006368191,0.0022698438,0.0005125011],"about_ca_topic_score_codex":0.0000017768115,"about_ca_topic_score_gemma":2.6550654e-7,"teacher_disagreement_score":0.035397355,"about_ca_system_score_codex":0.000028215747,"about_ca_system_score_gemma":0.000007229583,"threshold_uncertainty_score":0.54094046},"labels":[],"label_agreement":null},{"id":"W2738423784","doi":"10.1007/s13146-017-0378-x","title":"Cell size optimization for fracture measure estimation in multi-scale studies within oil wells","year":2017,"lang":"en","type":"article","venue":"Carbonates and Evaporites","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Measure (data warehouse); Cell size; Fracture (geology); Grid cell; Scale (ratio); Grid; Work (physics); Biological system; Materials science; Mathematics; Geology; Computer science; Geometry; Physics; Geotechnical engineering","score_opus":0.018399358056450387,"score_gpt":0.25136240398048393,"score_spread":0.23296304592403355,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2738423784","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7726596,0.05655474,0.16224407,0.0010035671,0.003480848,0.00072856003,0.00006313785,0.0009613009,0.0023042026],"genre_scores_gemma":[0.9652719,0.0008432468,0.033538237,0.00002024375,0.000058670266,0.000028154074,0.00000997068,0.000031610976,0.00019798556],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994531,0.0000047856056,0.00016488467,0.00014901538,0.00006853986,0.00015966815],"domain_scores_gemma":[0.9995949,0.00011095547,0.000045327874,0.00015564437,0.000052135634,0.000041010804],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016868819,0.00014860653,0.0001916183,0.000041518877,0.00011512147,0.000083938314,0.0000791939,0.00009313187,0.00000231688],"category_scores_gemma":[0.00018830849,0.00013861548,0.000029921111,0.000031396838,0.000028091235,0.00016634671,0.000015824324,0.000102645565,8.102694e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038467756,0.0000078076855,0.0008638513,0.0003112438,0.000016707827,0.0000010378296,0.0007033424,0.9961308,0.00077236904,0.000003843796,0.000092116614,0.0010930368],"study_design_scores_gemma":[0.0005440492,0.000012338198,0.00069338805,0.00015242773,0.00002054689,8.2198227e-7,0.00012429984,0.9938592,0.004079635,0.00007446042,0.00026494352,0.00017394318],"about_ca_topic_score_codex":0.000017681588,"about_ca_topic_score_gemma":0.000015157413,"teacher_disagreement_score":0.19261229,"about_ca_system_score_codex":0.00002712922,"about_ca_system_score_gemma":0.000005501118,"threshold_uncertainty_score":0.5652575},"labels":[],"label_agreement":null},{"id":"W2739169539","doi":"10.1061/(asce)ps.1949-1204.0000285","title":"Estimation of Hydrokinetic Pressure and Fluidic Drag Changes during Pipe Installations via HDD Based on Identifying Slurry-Flow Pattern Change within a Borehole","year":2017,"lang":"en","type":"article","venue":"Journal of Pipeline Systems Engineering and Practice","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; Hatch (Canada)","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Borehole; Drag; Slurry; Drill pipe; Engineering; Flow (mathematics); Nominal Pipe Size; Directional drilling; Marine engineering; Fluidics; Petroleum engineering; Drill; Geotechnical engineering; Drilling; Mechanical engineering; Mechanics; Aerospace engineering; Materials science; Physics","score_opus":0.018577392119543436,"score_gpt":0.24505296073632318,"score_spread":0.22647556861677975,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2739169539","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21071213,0.012856488,0.7723362,0.00047430996,0.0026791033,0.0004500248,0.000037292702,0.00020281956,0.0002516505],"genre_scores_gemma":[0.9963396,0.00043538265,0.0025834653,0.000008180196,0.0005336527,0.000010961618,0.0000034697473,0.000060421815,0.000024876039],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987067,0.000045732897,0.0005558548,0.00015454207,0.00032491767,0.00021224469],"domain_scores_gemma":[0.99866813,0.000288753,0.00047584085,0.0003013922,0.00012563176,0.00014026067],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008962033,0.00024987507,0.0004016487,0.00034049622,0.00015505539,0.00020167616,0.00014933395,0.000115760144,0.000002017546],"category_scores_gemma":[0.00066113344,0.00024451193,0.00005207403,0.00009174696,0.000023198616,0.000687038,0.000030866562,0.0003836819,8.996194e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002546168,0.000018412016,0.00007371944,0.0016942708,0.000091227485,0.000029806226,0.0007999445,0.9819973,0.010785384,0.000006510117,0.00001706638,0.004460892],"study_design_scores_gemma":[0.0007108859,0.00009734788,0.0011266674,0.0018377821,0.00019932189,0.00035031346,0.00007759408,0.99178463,0.002537496,0.0000017428808,0.0010517759,0.00022442917],"about_ca_topic_score_codex":0.0000691311,"about_ca_topic_score_gemma":0.0000039034567,"teacher_disagreement_score":0.7856274,"about_ca_system_score_codex":0.000029233566,"about_ca_system_score_gemma":0.00001259797,"threshold_uncertainty_score":0.9970907},"labels":[],"label_agreement":null},{"id":"W2739241079","doi":"","title":"Assessment of the Stress Path and Stress Conditions Around a Borehole: Implications for in situ Stress Estimation Using Borehole Breakouts","year":2013,"lang":"en","type":"article","venue":"47th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Borehole; Geology; Stress (linguistics); Seismology; Stress path; Geodesy; Geotechnical engineering; Paleontology","score_opus":0.010544396231289112,"score_gpt":0.2395804261982926,"score_spread":0.22903602996700348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2739241079","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16925438,0.00020737789,0.8259422,0.00016570611,0.00071434904,0.0015911044,0.001734125,0.00023100579,0.00015975714],"genre_scores_gemma":[0.9953717,0.00011419356,0.0035297635,0.000025850211,0.000086257685,0.00044596219,0.00029500652,0.0001110766,0.000020212297],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99799603,0.0000386687,0.00067301246,0.0004469061,0.00026302994,0.0005823758],"domain_scores_gemma":[0.9986168,0.0001524091,0.00020196031,0.00066755986,0.0001998326,0.00016141016],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021332072,0.00041033738,0.0004440593,0.00026390151,0.0002524228,0.00013930377,0.0004029726,0.00024262955,0.000008574948],"category_scores_gemma":[0.000032493375,0.00039714738,0.00012931865,0.00050589634,0.000010299356,0.00040041865,0.00013293039,0.00033837985,0.0000019568529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020060493,0.0000926844,0.0002661288,0.00040374885,0.00005499326,4.772484e-7,0.00015732345,0.82582074,0.15418655,0.018794114,0.000035524154,0.00018573231],"study_design_scores_gemma":[0.0006582316,0.00006528244,0.0011229458,0.0005015308,0.000090917856,0.000010449287,0.0003214998,0.9656809,0.023915088,0.0071981354,0.000027879754,0.00040715092],"about_ca_topic_score_codex":0.00012854049,"about_ca_topic_score_gemma":0.00011862936,"teacher_disagreement_score":0.8261173,"about_ca_system_score_codex":0.000253534,"about_ca_system_score_gemma":0.00008729131,"threshold_uncertainty_score":0.99984807},"labels":[],"label_agreement":null},{"id":"W2739931374","doi":"","title":"CADE/CAODC DRILLING CONFERENCE October 21 & 22, 2003 Calgary, Alberta, Canada TITLE: Analysis of Directional Measurements of Western Canadian Wells to Improve Future Well Planning","year":2003,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Acknowledgement; Permission; Library science; Presentation (obstetrics); Notation; Operations research; Political science; Engineering; Management; Computer science; Law; Computer security","score_opus":0.009375078651863837,"score_gpt":0.1945719933115702,"score_spread":0.18519691465970636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2739931374","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.084903926,0.0009691942,0.039169826,0.00008181813,0.0049369186,0.00042521834,0.00013114509,0.00013551675,0.8692464],"genre_scores_gemma":[0.9933478,0.00000994693,0.00077267166,0.00006603393,0.000044283865,0.000004145667,0.000019506479,0.000026782867,0.0057087783],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991012,0.000011004231,0.00024841077,0.00015450359,0.00021929106,0.000265576],"domain_scores_gemma":[0.99944973,0.000023621102,0.000029570665,0.00016491768,0.00012322432,0.00020891006],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009346826,0.00015133298,0.00026436348,0.00023588359,0.0000275687,0.000010984508,0.00009620194,0.000076839664,0.0009952207],"category_scores_gemma":[0.000023052497,0.00015548091,0.000047459223,0.00057452405,0.000007552178,0.000032365282,0.0000055726023,0.000112222035,0.000017383762],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025163408,0.000009355735,0.045872092,0.000081831655,0.0009272784,0.000004871189,0.00021055379,0.93542767,0.0017380776,0.0001917959,0.014887266,0.0006467103],"study_design_scores_gemma":[0.00047191,0.000037450496,0.014597028,0.00020356181,0.0007119401,0.0000055132173,0.00022646114,0.24601306,0.07753341,0.0000055444857,0.6590616,0.0011324845],"about_ca_topic_score_codex":0.8337809,"about_ca_topic_score_gemma":0.9186477,"teacher_disagreement_score":0.9084439,"about_ca_system_score_codex":0.0001692722,"about_ca_system_score_gemma":0.00027260304,"threshold_uncertainty_score":0.999918},"labels":[],"label_agreement":null},{"id":"W2746247899","doi":"10.1016/j.egypro.2017.03.1671","title":"Corrosion and Failure Assessment for CO2 EOR and Associated Storage in the Weyburn Field","year":2017,"lang":"en","type":"article","venue":"Energy Procedia","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Petroleum Technology Research Centre; U.S. Department of Energy","keywords":"Casing; Corrosion; Petroleum engineering; Enhanced oil recovery; Wellbore; Oil field; Fossil fuel; Environmental science; Waste management; Engineering; Materials science; Metallurgy","score_opus":0.006261184664170635,"score_gpt":0.21737925995718702,"score_spread":0.21111807529301638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2746247899","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90381014,0.0009122772,0.089666955,0.00085903687,0.00076570583,0.00026428077,0.000016228181,0.00023882484,0.0034665773],"genre_scores_gemma":[0.9990916,0.00012365912,0.00047338603,0.000046744666,0.00007766067,0.00003818407,0.000006739384,0.000015286987,0.00012670046],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996191,0.000005264446,0.00007835055,0.00009742496,0.00006174753,0.00013810403],"domain_scores_gemma":[0.9997149,0.000102163256,0.00002238796,0.000120059434,0.000011841836,0.000028627866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015321067,0.00008735682,0.00009703314,0.000021616945,0.00011370367,0.00009616906,0.00009747044,0.00007334885,0.0000016565851],"category_scores_gemma":[0.00008421462,0.00006961687,0.000014025198,0.000022143058,0.000011861991,0.00008288924,0.000020306883,0.00009929813,1.6465941e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011898705,0.0003547047,0.094299935,0.0024373366,0.0003234614,0.00013526886,0.009826886,0.5354408,0.05443567,0.06797809,0.07639076,0.1582581],"study_design_scores_gemma":[0.0013219515,0.00013644964,0.029726397,0.00020860904,0.000030231611,0.00000865496,0.00016978206,0.923494,0.003162798,0.00092835986,0.040407192,0.00040562227],"about_ca_topic_score_codex":0.000020650443,"about_ca_topic_score_gemma":0.00013540231,"teacher_disagreement_score":0.38805315,"about_ca_system_score_codex":0.000016034115,"about_ca_system_score_gemma":0.0000062387367,"threshold_uncertainty_score":0.28388935},"labels":[],"label_agreement":null},{"id":"W2746710902","doi":"10.1071/aj10055","title":"Balancing environmental, societal and energy production issues*","year":2011,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nautilus Environmental","funders":"","keywords":"Environmentally friendly; Business; Sustainability; Government (linguistics); Production (economics); Environmental economics; Balanced scorecard; Environmental stewardship; Emerging technologies; Environmental impact assessment; Environmental resource management; Environmental planning; Engineering; Environmental science; Marketing; Economics; Computer science","score_opus":0.007962300634976887,"score_gpt":0.1603052406176377,"score_spread":0.15234293998266082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2746710902","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9362302,0.011602503,0.043511406,0.00022170476,0.0020447879,0.000045732573,0.0000013977141,0.0002786188,0.006063681],"genre_scores_gemma":[0.9969019,0.0017481813,0.000476392,0.00001609787,0.00044859655,0.0000011799506,4.322287e-7,0.000019934872,0.0003872356],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996237,0.000009535281,0.000095054864,0.000055796045,0.0000718578,0.000144019],"domain_scores_gemma":[0.9998492,0.000004600694,0.000016141637,0.00008264518,0.0000025014353,0.000044907432],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016127086,0.00007736708,0.00006292649,0.000021152178,0.000108665095,0.00002360982,0.00006968871,0.00002440027,0.000039939856],"category_scores_gemma":[0.0000029255411,0.00005658306,0.000027516684,0.000027847385,0.000026045824,0.00009193242,0.000014755598,0.0001559551,0.000011627542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004120975,0.00012143423,0.0045159077,0.00015536185,0.000806876,0.00008975511,0.02866435,0.31086323,0.33507314,0.0018642595,0.02679593,0.29100853],"study_design_scores_gemma":[0.0015915589,0.0002864445,0.02473952,0.00045671855,0.00030825028,0.00935376,0.0046011107,0.51266766,0.2306334,0.008409127,0.2048832,0.0020692607],"about_ca_topic_score_codex":0.0000040571,"about_ca_topic_score_gemma":4.558624e-7,"teacher_disagreement_score":0.28893927,"about_ca_system_score_codex":0.000022146289,"about_ca_system_score_gemma":0.0000018608946,"threshold_uncertainty_score":0.23073903},"labels":[],"label_agreement":null},{"id":"W2747636988","doi":"10.1071/aj14038","title":"Improving fracture initiation and potential impact on fracture coverage by implementing optimal well-planning and drilling methods for typical stress conditions in the Cooper Basin, central Australia","year":2015,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Drilling; Geology; Fracture (geology); Wellbore; Petroleum engineering; Stress field; Hydraulic fracturing; Stress (linguistics); Completion (oil and gas wells); Geotechnical engineering; Engineering; Structural engineering; Mechanical engineering; Finite element method","score_opus":0.018761102364105817,"score_gpt":0.3247302250985095,"score_spread":0.3059691227344037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2747636988","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.511025,0.00041823482,0.48797578,0.00017986997,0.00017131302,0.00014761263,0.000030772535,0.000025789865,0.000025585841],"genre_scores_gemma":[0.99682605,0.000039666837,0.0025079593,0.00015368292,0.0003839517,0.000006619419,0.000046355854,0.000029726321,0.0000059596464],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989091,0.000110272296,0.00026254475,0.00012622398,0.00014505464,0.0004468028],"domain_scores_gemma":[0.99941695,0.00024000225,0.00007962403,0.000098039825,0.00003699795,0.00012837032],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010367843,0.00019912016,0.00018153145,0.00007053184,0.00027354152,0.00032206412,0.00013192177,0.00009837524,0.000019792878],"category_scores_gemma":[0.000065774264,0.00012289434,0.000058717334,0.000079896694,0.000026497153,0.00022496752,0.000020057903,0.0007085164,7.3177375e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053927262,0.000011922506,0.0013539554,0.000025306172,0.000058285226,0.000008513511,0.0013421524,0.9922784,0.0016050013,0.000027321348,0.0020150188,0.0012201847],"study_design_scores_gemma":[0.0020680872,0.00019772431,0.0181405,0.00022645599,0.00014751065,0.0004308884,0.0014588691,0.96599495,0.0033174767,0.00044633012,0.00713116,0.00044006182],"about_ca_topic_score_codex":0.000020174442,"about_ca_topic_score_gemma":9.360018e-7,"teacher_disagreement_score":0.48580104,"about_ca_system_score_codex":0.00006260563,"about_ca_system_score_gemma":0.000018202281,"threshold_uncertainty_score":0.5011486},"labels":[],"label_agreement":null},{"id":"W2749160761","doi":"10.2118/187477-ms","title":"Latest Drilling Techniques Applied to Coring Operations of a Complex Subsurface Geology in WCSB Led to Operational Success and Cost Savings While Setting a Record in North America","year":2017,"lang":"en","type":"article","venue":"SPE Liquids-Rich Basins Conference - North America","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Seven Generations Energy","keywords":"Coring; Geology; Oil shale; Drilling; Wireline; Petroleum engineering; Well logging; Mining engineering; Paleontology; Engineering","score_opus":0.01849462836209311,"score_gpt":0.2465264783119717,"score_spread":0.22803184994987857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2749160761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91926736,0.00002606559,0.0768527,0.00053713593,0.0001294862,0.0008380703,0.00009235001,0.0002213462,0.0020355042],"genre_scores_gemma":[0.95622927,0.00017291585,0.042946458,0.0001896437,0.000071418115,0.00020516304,0.000091375405,0.00006056473,0.00003321614],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99780154,0.00003949979,0.00071997027,0.00056546926,0.00021730803,0.00065618916],"domain_scores_gemma":[0.9988059,0.0001344874,0.00011592812,0.00053493294,0.00017205944,0.00023668913],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001760457,0.00040546674,0.000722197,0.00047023542,0.00024514468,0.00021607794,0.0005303933,0.00010002406,0.000048700025],"category_scores_gemma":[0.00018241281,0.00046547363,0.00003984569,0.00071980007,0.00014746023,0.00031787946,0.0002221243,0.00041273198,0.000020479634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004363062,0.00004721203,0.22971158,0.000076716286,0.000024869907,0.000013826448,0.0023801872,0.7300617,0.006535019,0.00006159577,0.00005286673,0.03099077],"study_design_scores_gemma":[0.0008549603,0.0003730195,0.39713997,0.00040437785,0.00002726488,0.000009628495,0.00054714084,0.5788603,0.003286885,0.000011230826,0.017094625,0.0013905773],"about_ca_topic_score_codex":0.0026111747,"about_ca_topic_score_gemma":0.023857946,"teacher_disagreement_score":0.1674284,"about_ca_system_score_codex":0.00013231736,"about_ca_system_score_gemma":0.000109240704,"threshold_uncertainty_score":0.9997797},"labels":[],"label_agreement":null},{"id":"W2751871035","doi":"10.2118/186166-ms","title":"A Novel Probabilistic Rig Based Drilling Optimization Index to Improve Drilling Performance","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"University of Texas at Austin","keywords":"Drilling; Computer science; Range (aeronautics); Measurement while drilling; Probabilistic logic; Data mining; Engineering; Artificial intelligence; Mechanical engineering","score_opus":0.009361415227950257,"score_gpt":0.19681023871874195,"score_spread":0.1874488234907917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2751871035","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.049627624,0.000022451442,0.9431766,0.000045059693,0.00090961193,0.00026696105,0.00000457963,0.0006759261,0.005271152],"genre_scores_gemma":[0.93347234,0.000018886823,0.06592857,0.00003859895,0.00022324234,0.000039532362,0.0000061629817,0.000073594325,0.00019905131],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988534,0.0000030358156,0.0002745886,0.00027896516,0.00018288141,0.00040712097],"domain_scores_gemma":[0.9990779,0.000036678903,0.000046413534,0.0006069871,0.00007118224,0.00016084811],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020289536,0.00024266027,0.00021658713,0.00013184702,0.00029584064,0.00025459047,0.0003265453,0.00010641266,0.000034302735],"category_scores_gemma":[0.00011995313,0.00024287667,0.000056438374,0.000101373065,0.000022628696,0.00029152413,0.000044872177,0.00018313563,0.000038932118],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005051369,0.000010688111,0.00031467064,0.000120144054,0.000013938426,8.0936377e-7,0.00004987569,0.99090344,0.0040183947,0.000054524942,0.00002329062,0.004485163],"study_design_scores_gemma":[0.0003892405,0.000026807646,0.0005032678,0.00016950755,0.000009624157,0.0000017257375,0.000006399079,0.9897624,0.008257789,0.0000065656186,0.00051767327,0.00034900053],"about_ca_topic_score_codex":0.000033871675,"about_ca_topic_score_gemma":0.000010838654,"teacher_disagreement_score":0.88384473,"about_ca_system_score_codex":0.00009837405,"about_ca_system_score_gemma":0.000022887838,"threshold_uncertainty_score":0.99042237},"labels":[],"label_agreement":null},{"id":"W2752794681","doi":"10.2118/0917-0020-jpt","title":"Technology Update: Data Aggregation and Distribution With Human Factors Incorporated","year":2017,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Computer science; Pace; Vendor; Software; Data quality; Upstream (networking); Process (computing); Service (business); Database; Telecommunications","score_opus":0.012598167401529142,"score_gpt":0.22837302994525285,"score_spread":0.21577486254372372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2752794681","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94672227,0.00046295536,0.051686388,0.00053177815,0.0002035105,0.00003058388,0.000025296516,0.000271978,0.0000652718],"genre_scores_gemma":[0.9984227,0.00017095795,0.0012768882,0.0000014591403,0.000053885655,0.0000010749719,0.000037745667,0.000023424309,0.000011865547],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928737,0.0000046273626,0.0002757327,0.0001330437,0.0001076052,0.00019165204],"domain_scores_gemma":[0.99892914,0.0000086093805,0.000286792,0.0006442012,0.00008472301,0.000046511876],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015851109,0.00014662475,0.00026417233,0.00041232153,0.00017993954,0.00006266507,0.0006578938,0.00024421836,0.000003085473],"category_scores_gemma":[0.00009046781,0.00011976409,0.000015934173,0.0001566046,0.00018517349,0.00035947724,0.00012977154,0.0004982165,0.0000019521885],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010848958,0.00020363019,0.59608394,0.00037962466,0.0013347066,0.0007568904,0.00009581488,0.102171116,0.10738143,0.024044575,0.003614426,0.16382533],"study_design_scores_gemma":[0.010640829,0.003332859,0.095845975,0.0021083336,0.0009160308,0.005258126,0.0012661907,0.41664374,0.3065272,0.028436303,0.12595747,0.003066944],"about_ca_topic_score_codex":0.0000039861757,"about_ca_topic_score_gemma":0.000016681199,"teacher_disagreement_score":0.500238,"about_ca_system_score_codex":0.000056738438,"about_ca_system_score_gemma":0.000016863694,"threshold_uncertainty_score":0.48838377},"labels":[],"label_agreement":null},{"id":"W2754626549","doi":"","title":"Load and Resistance Separation for Reliability Based Design in Rock Engineering","year":2016,"lang":"en","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Reliability (semiconductor); Reliability engineering; Resistance (ecology); Computer science; Forensic engineering; Engineering","score_opus":0.008974797277434322,"score_gpt":0.20274547392147424,"score_spread":0.1937706766440399,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2754626549","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014945609,0.00052520476,0.9949478,0.00020331328,0.0010196916,0.00088487746,0.00005283382,0.00079548405,0.000076233555],"genre_scores_gemma":[0.9841765,0.00036932775,0.014478811,0.00004046909,0.00015157947,0.0003588507,0.000013527255,0.00018173025,0.0002291582],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997487,0.000042683765,0.0006370409,0.0006793665,0.00033488957,0.00081902987],"domain_scores_gemma":[0.99853307,0.00042302717,0.00008102158,0.0005800611,0.00016146564,0.00022136139],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009759698,0.0005178972,0.0004996824,0.00028804486,0.00010574573,0.00006661286,0.00029037704,0.00034286853,0.000014045434],"category_scores_gemma":[0.00021521671,0.0004937281,0.000118304626,0.0004143721,0.0000019020275,0.0003442931,0.000060093167,0.0002418724,0.00002549934],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007102584,0.000025353283,0.0000026156224,0.00036742972,0.000020556985,0.0000035938215,0.00007595421,0.8395109,0.15412557,0.0053600343,0.00026091057,0.00017606746],"study_design_scores_gemma":[0.0013124442,0.00010599915,0.0000017174981,0.00035613656,0.000030072162,0.000003874455,0.000010395388,0.9178344,0.07141537,0.0046822424,0.003631913,0.00061541545],"about_ca_topic_score_codex":0.000005461392,"about_ca_topic_score_gemma":0.000026596268,"teacher_disagreement_score":0.982682,"about_ca_system_score_codex":0.0006352174,"about_ca_system_score_gemma":0.00009336467,"threshold_uncertainty_score":0.99975145},"labels":[],"label_agreement":null},{"id":"W2754930223","doi":"","title":"Application of Geomechanics in Heavy Oil Production - Advanced Canadian Experience","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"BitCan (Canada)","funders":"","keywords":"Production (economics); Geomechanics; Oil production; Petroleum engineering; Environmental science; Business; Computer science; Geology; Economics; Geotechnical engineering","score_opus":0.006392831171226394,"score_gpt":0.2065187870496731,"score_spread":0.20012595587844673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2754930223","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90496105,0.00014477462,0.08077718,0.00012041829,0.0009309464,0.00011164886,0.000002548764,0.00021145945,0.012739972],"genre_scores_gemma":[0.99885803,0.000056526267,0.0008972818,0.0000026329499,0.00002632959,0.00002406418,0.0000016069441,0.0000103250695,0.00012322236],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996606,0.0000010371961,0.00009127938,0.00008445714,0.00004165491,0.00012098537],"domain_scores_gemma":[0.9996495,0.000002290465,0.000014217131,0.00027692184,0.000013357188,0.000043714695],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004928921,0.0000506687,0.00006343258,0.00006364568,0.000037535086,0.000010168431,0.00010424875,0.000029875333,0.0000039365527],"category_scores_gemma":[0.00002402728,0.000056153807,0.000009498914,0.00004517415,0.000006481079,0.00012480338,0.000005704611,0.0000464854,0.000005469535],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011653868,0.0000034886352,0.00039288925,0.000047153244,0.0000019449474,4.7004377e-7,0.00025574473,0.8867402,0.016862657,0.00059804897,0.0000149532125,0.09508129],"study_design_scores_gemma":[0.0001101217,0.000006304042,0.0016566241,0.000044305478,0.000001372289,0.0000016939907,0.000097263226,0.87235737,0.12086251,0.00011857248,0.004591251,0.00015264272],"about_ca_topic_score_codex":0.011381224,"about_ca_topic_score_gemma":0.030908888,"teacher_disagreement_score":0.10399985,"about_ca_system_score_codex":0.000055268087,"about_ca_system_score_gemma":0.000009436065,"threshold_uncertainty_score":0.99520206},"labels":[],"label_agreement":null},{"id":"W2756279371","doi":"","title":"Overcoming Challenges To Resolve Uncertainties in Modelling for Caprock Integrity Assessment","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BitCan (Canada)","funders":"","keywords":"Caprock; Risk analysis (engineering); Geology; Computer science; Environmental science; Business; Petroleum engineering","score_opus":0.06621604315334129,"score_gpt":0.295284265064316,"score_spread":0.2290682219109747,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2756279371","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03419042,0.0003678974,0.9491226,0.000290162,0.00045721096,0.00024080438,0.000003696733,0.00024812692,0.0150791025],"genre_scores_gemma":[0.93092746,0.0002702472,0.068368375,0.000011381828,0.000107534805,0.00007129363,0.0000015125042,0.000034800385,0.0002074087],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923444,0.0000050558256,0.00017944774,0.00018750149,0.00009207547,0.00030151076],"domain_scores_gemma":[0.99947053,0.000066055865,0.000017052718,0.0003480389,0.00002908805,0.00006924038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003424676,0.00015020934,0.00019817946,0.00010022914,0.000107082815,0.000096842465,0.0002371281,0.00007735887,0.000004211274],"category_scores_gemma":[0.000038324888,0.00014872926,0.000049550785,0.000024120065,0.000008552651,0.00015816999,0.000045218258,0.0002050558,0.0000043426367],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002902801,0.0000068020113,0.000121106386,0.00013474339,0.000013116472,0.0000011529156,0.00041990384,0.9877475,0.00023942762,0.0042729196,0.00009782869,0.0069425856],"study_design_scores_gemma":[0.00020704586,0.000019474273,0.00041203844,0.00014905552,0.000004058201,4.6999892e-7,0.00025875182,0.99264616,0.0011925926,0.0010405737,0.0038646199,0.00020517275],"about_ca_topic_score_codex":0.00020449709,"about_ca_topic_score_gemma":0.00029842556,"teacher_disagreement_score":0.89673704,"about_ca_system_score_codex":0.00012090491,"about_ca_system_score_gemma":0.00001182159,"threshold_uncertainty_score":0.6065003},"labels":[],"label_agreement":null},{"id":"W2757355359","doi":"","title":"Modeling Multiple Curved Fractures Connected through a Wellbore Using a Fluid-Coupled XFEM Algorithm","year":2016,"lang":"en","type":"article","venue":"50th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Wellbore; Algorithm; Fracture (geology); Geology; Computer science; Petroleum engineering; Geotechnical engineering","score_opus":0.014011041441479289,"score_gpt":0.2168100843197073,"score_spread":0.202799042878228,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2757355359","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014823955,0.0012387185,0.97660434,0.0001142651,0.0034397633,0.0007408219,0.00017027976,0.0027773755,0.000090468486],"genre_scores_gemma":[0.982347,0.0014181037,0.01451359,0.00013766834,0.00076342915,0.00010485436,0.000079034115,0.0005364901,0.00009978975],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99521583,0.00008060603,0.0011204124,0.0011144431,0.00074433605,0.0017243882],"domain_scores_gemma":[0.9976319,0.00024990237,0.00015894735,0.0011819804,0.00033224883,0.00044502688],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004926675,0.0011494767,0.0010386725,0.00041537377,0.00042506517,0.00016597446,0.00082752196,0.00075322157,0.00017714025],"category_scores_gemma":[0.0001690343,0.0010164676,0.00041655812,0.00080720714,0.000009661258,0.0007399534,0.00028449105,0.0006492782,0.00017891874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024396386,0.00004534466,9.790571e-7,0.00010725889,0.00018202733,0.00002510196,0.00026635054,0.6846153,0.31246427,0.0013490402,0.000078996614,0.0008409127],"study_design_scores_gemma":[0.0019013577,0.00010069606,1.2457224e-7,0.00045318424,0.0001441158,0.00006638416,0.00011701403,0.9044886,0.085657135,0.0045254733,0.0012087191,0.0013371815],"about_ca_topic_score_codex":0.00015658597,"about_ca_topic_score_gemma":0.000034750996,"teacher_disagreement_score":0.9675231,"about_ca_system_score_codex":0.0005593246,"about_ca_system_score_gemma":0.000115776114,"threshold_uncertainty_score":0.9992286},"labels":[],"label_agreement":null},{"id":"W2757419778","doi":"","title":"Formulation and Evaluation of Synthetic Drilling Mud for Low Temperature Regions","year":2017,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Petroleum engineering; Rheology; Drilling; Offshore drilling; Environmental science; Submarine pipeline; Waste management; Pulp and paper industry; Engineering; Geotechnical engineering; Materials science; Mechanical engineering; Composite material","score_opus":0.20260513570574676,"score_gpt":0.5036441241772928,"score_spread":0.301038988471546,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2757419778","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98078495,0.006777644,0.010067361,0.000043117776,0.0006571039,0.0005444822,0.000023855428,0.000050087452,0.0010513668],"genre_scores_gemma":[0.9956803,0.0035270464,0.0005242206,0.0000058465043,0.00013792134,0.000037532765,0.0000092745795,0.000049609193,0.000028268627],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987509,0.000033818396,0.00044875767,0.00019097733,0.0003724525,0.00020305048],"domain_scores_gemma":[0.9986773,0.00016472412,0.00031546364,0.00042350125,0.0003218917,0.00009710815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012882854,0.00018758587,0.0003977013,0.00031848074,0.00028302695,0.00063401624,0.00070168695,0.000110724584,0.000110448775],"category_scores_gemma":[0.00039134966,0.00018213167,0.00010061123,0.00012897215,0.000039719227,0.0013620828,0.00011131267,0.00017140115,7.4030964e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043105818,0.000043925033,0.0124088805,0.0006391592,0.00022201681,0.0000015434892,0.00027919505,0.7135422,0.24048118,0.00043397755,0.001759445,0.03014536],"study_design_scores_gemma":[0.001087238,0.000009759834,0.12307311,0.0020402933,0.00030193396,0.0000091248285,0.0000428256,0.6874549,0.17179514,0.012626781,0.0010511099,0.00050778047],"about_ca_topic_score_codex":0.00004090223,"about_ca_topic_score_gemma":0.000011945879,"teacher_disagreement_score":0.110664226,"about_ca_system_score_codex":0.00005569315,"about_ca_system_score_gemma":0.000032889522,"threshold_uncertainty_score":0.74271137},"labels":[],"label_agreement":null},{"id":"W2760897340","doi":"10.2118/187424-ms","title":"Novel Application of Elemental Aluminum and Zinc to Generate aSelf-Compressing Silicate System for Use in Lost Circulation and Conformance","year":2017,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"PQ Corporation (Canada)","funders":"","keywords":"Zinc; Silicate; Circulation (fluid dynamics); Aluminium; Computer science; Metallurgy; Materials science; Engineering; Chemical engineering","score_opus":0.024965442938094662,"score_gpt":0.25117414286847467,"score_spread":0.22620869993038,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2760897340","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72356194,0.000035138833,0.27583823,0.000031694468,0.000028582524,0.0002738225,0.00006253716,0.000055677512,0.000112369264],"genre_scores_gemma":[0.9967317,0.0000381773,0.0031133613,0.0000070139376,0.00003932836,0.000031229338,0.000026535206,0.000010084752,0.0000025483705],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99946946,0.0000030568276,0.00019425398,0.00015674814,0.000056044777,0.0001204497],"domain_scores_gemma":[0.99970496,0.000020412619,0.00004779108,0.00012953566,0.000046381814,0.000050940547],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012390935,0.00009339628,0.000142022,0.00005901124,0.000069527174,0.00008326137,0.000046095403,0.00006832298,3.4556658e-7],"category_scores_gemma":[0.000014233343,0.00009907834,0.000011618134,0.000030742456,0.00004149726,0.00033108468,0.000032127547,0.00005805119,6.618336e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047622125,0.000025966312,0.004417502,0.00076028507,0.0000132592495,9.133919e-7,0.00023004209,0.011125363,0.9480864,0.0069146384,0.000044444838,0.028333578],"study_design_scores_gemma":[0.0008399302,0.00007942004,0.059963234,0.00045960728,0.000019988838,0.00001577624,0.00014138139,0.87477744,0.06294114,0.0001655339,0.00031688696,0.00027964337],"about_ca_topic_score_codex":0.00006409445,"about_ca_topic_score_gemma":0.000040934574,"teacher_disagreement_score":0.88514525,"about_ca_system_score_codex":0.000021297868,"about_ca_system_score_gemma":0.00000429631,"threshold_uncertainty_score":0.40402973},"labels":[],"label_agreement":null},{"id":"W2760939880","doi":"10.2118/187379-ms","title":"A Meta-Data Framework for Transparency in Rate of Penetration Calculations","year":2017,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"University of Texas at Austin","keywords":"Computer science; Data mining; Data type; Transparency (behavior); Process (computing)","score_opus":0.12434460001015264,"score_gpt":0.31982396541090946,"score_spread":0.19547936540075683,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2760939880","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054133408,0.00022903265,0.94367385,0.00029619847,0.000083436404,0.0002463501,0.0002739627,0.00011611983,0.00094764377],"genre_scores_gemma":[0.99138135,0.00024498097,0.008202814,0.000006491052,0.000034647626,0.000028260132,0.00008317745,0.00000945868,0.000008838706],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994671,0.0000073900533,0.00021021838,0.00015010413,0.000049097314,0.00011611148],"domain_scores_gemma":[0.9994918,0.000059310434,0.000035429584,0.00034038225,0.000041127314,0.000031921947],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022382307,0.00008791029,0.00018971277,0.000049398048,0.000058492336,0.000039604587,0.00015621987,0.00010756109,0.000014795097],"category_scores_gemma":[0.00009811595,0.00008383465,0.00003787665,0.000040596784,0.00004105878,0.00033705716,0.00002075311,0.000113914495,0.000001036332],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015966714,0.00027550114,0.0021037094,0.0017613207,0.0006866962,0.000013987902,0.001686963,0.13326608,0.09817605,0.7025004,0.0014370512,0.057932593],"study_design_scores_gemma":[0.0011305803,0.00026113473,0.050624136,0.00067508704,0.0006982464,0.0000060468265,0.0001713634,0.70406497,0.016854519,0.22302304,0.0017089613,0.0007819099],"about_ca_topic_score_codex":0.00004195036,"about_ca_topic_score_gemma":0.00016031119,"teacher_disagreement_score":0.93724793,"about_ca_system_score_codex":0.0000071983764,"about_ca_system_score_gemma":0.0000098520495,"threshold_uncertainty_score":0.3418678},"labels":[],"label_agreement":null},{"id":"W2761290858","doi":"10.2118/187255-ms","title":"Settling Velocity of Particles in Viscoelastic Fluids: A Comparison of the Shear Viscosity vs Elasticity Effect","year":2017,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Settling; Viscoelasticity; Rheology; Elasticity (physics); Materials science; Mechanics; Viscosity; Shear (geology); Non-Newtonian fluid; Thermodynamics; Composite material; Physics","score_opus":0.015496471867172623,"score_gpt":0.261116701630186,"score_spread":0.2456202297630134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2761290858","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9762728,0.00006004436,0.023071602,0.000047312133,0.00007855262,0.00012038191,0.000018703799,0.00006015281,0.00027044205],"genre_scores_gemma":[0.99966043,0.000030336565,0.00026801054,0.0000027790209,0.000021527172,0.0000053272574,0.0000018983619,0.000008304344,0.0000013879255],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929506,0.000026343381,0.0002645209,0.00012453784,0.00012893035,0.00016063533],"domain_scores_gemma":[0.9995396,0.00009700853,0.000060437327,0.00022550828,0.000038140857,0.000039287355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022977579,0.00011080119,0.0002769206,0.0000373663,0.00008037488,0.000026927479,0.00015548896,0.00009413395,0.0000043321115],"category_scores_gemma":[0.00019397601,0.000087342916,0.000047853784,0.00006460726,0.00015710572,0.00014126807,0.00007762694,0.00022376628,0.0000016239532],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003002038,0.0003188152,0.12882523,0.0021189612,0.0000729116,0.000007593942,0.001813773,0.19270805,0.63496935,0.006437345,0.00034415236,0.032083634],"study_design_scores_gemma":[0.0004902942,0.00024455352,0.27738443,0.00094102335,0.000036863148,0.000002666944,0.00007350014,0.43058127,0.28909978,0.0009270586,0.00002211119,0.00019644946],"about_ca_topic_score_codex":0.000064095046,"about_ca_topic_score_gemma":0.000058085832,"teacher_disagreement_score":0.34586954,"about_ca_system_score_codex":0.000019072855,"about_ca_system_score_gemma":0.000010461698,"threshold_uncertainty_score":0.35617405},"labels":[],"label_agreement":null},{"id":"W2761818537","doi":"10.1007/s12665-017-7003-0","title":"Numerical modeling of gas flow in deformed well casing for the prediction of local resistance coefficients pertinent to longwall mining and its engineering evaluation","year":2017,"lang":"en","type":"article","venue":"Environmental Earth Sciences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China","keywords":"Casing; Deformation (meteorology); Geology; Geotechnical engineering; Borehole; Flow (mathematics); Mechanics; Petroleum engineering","score_opus":0.018813192858145745,"score_gpt":0.21862045356291968,"score_spread":0.19980726070477392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2761818537","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79114115,0.00045428265,0.20796269,0.000017005243,0.00015109315,0.00019744193,0.00000737639,0.000011490932,0.000057483394],"genre_scores_gemma":[0.9968069,0.0000476143,0.0030892852,0.0000020248624,0.000020559199,0.00001629309,0.0000017221879,0.000009424632,0.000006157983],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99917716,0.000006224125,0.000213779,0.00015128066,0.0002736964,0.00017784824],"domain_scores_gemma":[0.99974775,0.000055076667,0.000039120096,0.000111896305,0.000006182203,0.00003999952],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048579328,0.0000900264,0.00011404979,0.000065422995,0.0001374516,0.000024133014,0.00014001444,0.000027745975,0.000003878627],"category_scores_gemma":[0.000052991418,0.00007552225,0.000024707197,0.000058569207,0.00005859253,0.00013976575,0.00002816886,0.000044265358,5.765118e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000064585843,0.0000059771974,0.00086415926,0.00003856947,0.0000042785373,1.4793522e-7,0.00049905234,0.9890807,0.0061924937,0.0000027389096,7.6220067e-7,0.0033046587],"study_design_scores_gemma":[0.00020652526,0.00003673498,0.006772511,0.0001387046,0.00000925392,9.985646e-7,0.00021689323,0.9792932,0.01322977,0.0000021176238,0.000025958076,0.00006729736],"about_ca_topic_score_codex":0.000012387687,"about_ca_topic_score_gemma":0.000013984039,"teacher_disagreement_score":0.20566578,"about_ca_system_score_codex":0.000031669813,"about_ca_system_score_gemma":0.000007115826,"threshold_uncertainty_score":0.3079708},"labels":[],"label_agreement":null},{"id":"W2761966223","doi":"10.2118/189284-stu","title":"Identifying the Optimum Zone for Reducing Drill String Vibrations","year":2017,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Rate of penetration; Drilling; Drill string; Vibration; Borehole; Drill bit; Drill pipe; Drilling fluid; Computer science; Drill; Simulation; Engineering; Geotechnical engineering; Mechanical engineering; Acoustics","score_opus":0.03228163754011101,"score_gpt":0.2728494205100215,"score_spread":0.24056778296991047,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2761966223","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.056784,0.00018617453,0.93825674,0.0005462154,0.00031857885,0.0002712404,0.000040143033,0.00041816916,0.0031787409],"genre_scores_gemma":[0.9963904,0.00025275047,0.0029520015,0.0000147241535,0.00021555313,0.00004049806,0.0000174543,0.000019792225,0.00009683294],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993458,0.0000056227,0.00017360905,0.00016924832,0.000088423025,0.0002173351],"domain_scores_gemma":[0.99950397,0.00005111292,0.000037131445,0.00029373483,0.000058211273,0.000055848326],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001924558,0.00012048077,0.00012615323,0.000041797473,0.00051866466,0.00031001668,0.00017045953,0.00008862111,0.000009876058],"category_scores_gemma":[0.00007104631,0.00010184299,0.00004954235,0.00003744368,0.00007164398,0.00043587445,0.000055141292,0.00018043544,0.0000061746896],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006579054,0.000092945294,0.00027570236,0.0009073684,0.00017471981,0.00001936884,0.00274311,0.18592863,0.3858783,0.20209113,0.012408423,0.20941453],"study_design_scores_gemma":[0.0018187072,0.0003372399,0.007975203,0.0018077929,0.00020401814,0.000085278625,0.0016090504,0.8110674,0.1093215,0.04645356,0.017609483,0.001710739],"about_ca_topic_score_codex":0.00002255354,"about_ca_topic_score_gemma":0.000022279906,"teacher_disagreement_score":0.93960637,"about_ca_system_score_codex":0.00001934611,"about_ca_system_score_gemma":0.000009712067,"threshold_uncertainty_score":0.41530365},"labels":[],"label_agreement":null},{"id":"W2762108494","doi":"10.1115/omae2017-62310","title":"Investigation of Pressure Losses in Eccentric Inclined Annuli","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computational fluid dynamics; Pressure drop; Turbulence; Laminar flow; Mechanics; Rheology; Eccentricity (behavior); Fluid dynamics; Drilling fluid; Materials science; Geology; Geotechnical engineering; Mechanical engineering; Engineering; Drilling; Physics; Composite material","score_opus":0.014352939734757611,"score_gpt":0.21203886466074887,"score_spread":0.19768592492599124,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2762108494","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9776276,0.00051465456,0.008479478,0.00006208451,0.00035103963,0.000095253046,0.000004005189,0.00021669881,0.012649228],"genre_scores_gemma":[0.99892676,0.000059032966,0.0007519715,0.00000385513,0.000038311602,0.0000023022662,0.000002095856,0.00001129968,0.00020439313],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99964815,0.0000033024564,0.00013160215,0.0000611258,0.000058204903,0.000097594944],"domain_scores_gemma":[0.99970853,0.000017216185,0.000022854267,0.00020661687,0.000015137859,0.000029643106],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007485421,0.00006129804,0.00009640641,0.000069320915,0.000022572662,0.000021103542,0.00012377842,0.000043692948,0.00001775596],"category_scores_gemma":[0.00005323676,0.000059872138,0.000016032234,0.0000502959,0.000018483375,0.00013989785,0.000018945062,0.000061781495,0.0000062977615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021992953,0.0000046293694,0.08562383,0.00026170383,0.000020910049,0.000002748878,0.00020781042,0.9055472,0.0052754153,0.00047231073,0.00045892058,0.002122337],"study_design_scores_gemma":[0.00032053527,0.000009465013,0.105019175,0.00009104519,0.000009259193,7.472613e-7,0.000011362127,0.82760376,0.06486717,0.00032685543,0.0016030604,0.00013758006],"about_ca_topic_score_codex":0.00007523562,"about_ca_topic_score_gemma":0.000021243977,"teacher_disagreement_score":0.07794344,"about_ca_system_score_codex":0.000007179461,"about_ca_system_score_gemma":0.0000053135786,"threshold_uncertainty_score":0.2441515},"labels":[],"label_agreement":null},{"id":"W2762378119","doi":"","title":"Drilling grade barite: : the global outlook","year":2015,"lang":"en","type":"article","venue":"Industrial Minerals","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Economic shortage; Geology; Table (database); Mining engineering; Consumption (sociology); Quarter (Canadian coin); Engineering; Petroleum engineering; Geography; Archaeology; Computer science; Mechanical engineering","score_opus":0.08707354604220156,"score_gpt":0.24605519567642414,"score_spread":0.15898164963422257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2762378119","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71356285,0.005364168,0.026280373,0.0033320107,0.025718654,0.0011962568,0.00013903978,0.004146462,0.22026017],"genre_scores_gemma":[0.9947468,0.000019158486,0.0002873424,0.000076631484,0.0029630628,0.000017862743,0.000012079897,0.000040269017,0.0018368161],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989748,0.000028760485,0.00026352596,0.00014650667,0.00022663511,0.0003597935],"domain_scores_gemma":[0.9994328,0.00006092927,0.00002277863,0.00026145185,0.0000330695,0.00018894389],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003322458,0.00019495837,0.0001983391,0.000035780824,0.000048808153,0.000093654715,0.00024924922,0.00018267376,0.000016201742],"category_scores_gemma":[0.00015405442,0.00014816916,0.00007280459,0.00029609134,0.000029774596,0.00010443415,0.000032268483,0.0003088068,0.0000983208],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006794353,0.000009685546,0.001027355,0.000006075584,0.000054736287,0.000012264166,0.0001655911,0.8650929,0.0005331424,0.0008264584,0.12798434,0.004280674],"study_design_scores_gemma":[0.0014946578,0.000045440203,0.000069491936,0.00007352968,0.00004827865,0.00003384943,0.00013331391,0.1654183,0.0016448585,0.0009996763,0.8295574,0.00048119185],"about_ca_topic_score_codex":0.00009861964,"about_ca_topic_score_gemma":0.000011621351,"teacher_disagreement_score":0.7015731,"about_ca_system_score_codex":0.00013134776,"about_ca_system_score_gemma":0.000035713336,"threshold_uncertainty_score":0.60421634},"labels":[],"label_agreement":null},{"id":"W2762433269","doi":"10.1115/omae2017-62071","title":"Study of the Influence of Shale Anisotropy Orientation on Directional Drilling Performance in Shale","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Oil shale; Drilling; Geology; Drilling fluid; Coring; Petroleum engineering; Bit (key); Drill; Measurement while drilling; Drill bit; Borehole; Anisotropy; Permeability (electromagnetism); Geotechnical engineering; Bedding; Directional drilling; Engineering; Mechanical engineering; Computer science","score_opus":0.010328396012050198,"score_gpt":0.22166405687302973,"score_spread":0.21133566086097955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2762433269","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9966758,0.00000758585,0.00031356703,0.000002597429,0.00020051144,0.000096662225,0.0000010142854,0.000032485186,0.0026698124],"genre_scores_gemma":[0.9997398,0.00001766636,0.0001386406,0.0000014650456,0.000019073488,0.000006483637,3.0925008e-7,0.000009030778,0.00006747806],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9995442,0.0000050353506,0.00016091042,0.00007568363,0.00013202587,0.00008211244],"domain_scores_gemma":[0.99965656,0.000020857222,0.000042261185,0.00024355818,0.000024781555,0.000011966798],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008393459,0.00006418537,0.00009183986,0.00004708986,0.00006170044,0.000009963088,0.00015505729,0.000022175149,0.0000049445734],"category_scores_gemma":[0.000025142985,0.000050419843,0.000018648534,0.00006992259,0.00001714442,0.00012465427,0.000020963642,0.00007846837,0.0000020736888],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029975172,0.00002850838,0.20714246,0.000023143188,0.0000057685024,2.0047605e-7,0.00039876066,0.7899472,0.0020400286,0.000080840335,0.0000012625216,0.00032880547],"study_design_scores_gemma":[0.0002710977,0.000053991764,0.8300593,0.00009807487,0.0000034291077,5.295707e-7,0.00012302019,0.14817244,0.021138208,0.000010682283,0.000010973707,0.000058247315],"about_ca_topic_score_codex":0.0000760909,"about_ca_topic_score_gemma":0.00003578187,"teacher_disagreement_score":0.6417748,"about_ca_system_score_codex":0.000022864257,"about_ca_system_score_gemma":0.000004761353,"threshold_uncertainty_score":0.20560615},"labels":[],"label_agreement":null},{"id":"W2763322834","doi":"","title":"Modélisation explicite de l’initiation et la propagation de fractures","year":2017,"lang":"fr","type":"dissertation","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Physics; Humanities; Philosophy","score_opus":0.009727387376021713,"score_gpt":0.24153706685900853,"score_spread":0.2318096794829868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2763322834","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19893502,0.001158766,0.6972488,0.0013535677,0.00040939552,0.00037233208,0.000038252983,0.0004436648,0.10004022],"genre_scores_gemma":[0.9576982,0.0017150753,0.029272076,0.000046985173,0.00009666699,0.00013229568,0.0021908795,0.00015546088,0.00869232],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9952612,0.0026986187,0.0005658543,0.0005334541,0.0004015664,0.00053930975],"domain_scores_gemma":[0.9956973,0.001384966,0.0005182735,0.0011559274,0.0010185613,0.0002249799],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005498298,0.0004900113,0.00037980324,0.00028552752,0.0005903434,0.00083197706,0.0006952583,0.00065758365,0.00011433536],"category_scores_gemma":[0.0022357225,0.0006109559,0.00020124509,0.00022285558,0.000087902175,0.00059859286,0.000060475606,0.00086541614,0.00006272138],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003275249,0.00041514396,0.0028065168,0.0016053272,0.0002370088,0.000018658515,0.083955616,0.46614262,0.08154839,0.20729496,0.0004650874,0.15547791],"study_design_scores_gemma":[0.00050198496,6.447046e-7,0.018490128,0.0036539573,0.000113244496,0.000019929543,0.0003106435,0.7556724,0.20885198,0.0028974498,0.008862196,0.0006254505],"about_ca_topic_score_codex":0.0018869215,"about_ca_topic_score_gemma":0.0016593231,"teacher_disagreement_score":0.75876325,"about_ca_system_score_codex":0.0003846278,"about_ca_system_score_gemma":0.00035476574,"threshold_uncertainty_score":0.9996342},"labels":[],"label_agreement":null},{"id":"W2763344730","doi":"10.1115/omae2017-62088","title":"Implementation of Circular Wave Measurements and Multiple Drilling Parameter Analysis in Rock Anisotropy Evaluation","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Coring; Anisotropy; Geology; Oil shale; Drilling fluid; Geotechnical engineering; Drill bit; Materials science; Optics","score_opus":0.05649072632453588,"score_gpt":0.2915615267456047,"score_spread":0.23507080042106882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2763344730","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82734865,0.00012648993,0.17209788,0.0000043717273,0.000066815424,0.00012502068,0.0000018543634,0.00003200133,0.00019690281],"genre_scores_gemma":[0.9970995,0.000034656954,0.0028181036,0.000001934941,0.000012833803,0.000007379009,0.000010827673,0.000011723486,0.0000030087585],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931765,0.0000137666675,0.0002147579,0.000121891804,0.00020376507,0.00012818295],"domain_scores_gemma":[0.9996362,0.00002245178,0.000046125726,0.0002179594,0.000047787882,0.000029495668],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036941373,0.000087759116,0.00016183074,0.00017211045,0.0000460776,0.00004187596,0.00005471224,0.000035792713,0.00003490306],"category_scores_gemma":[0.00004883155,0.000091130954,0.00004561475,0.00009134021,0.0000056105077,0.00015508322,0.000013987507,0.000042752305,0.0000012679678],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010098541,0.0000037826446,0.20610888,0.000026386992,0.00016360774,3.0289837e-7,0.00014859287,0.77800626,0.007840842,0.000004358735,0.0000019418646,0.0076940535],"study_design_scores_gemma":[0.00043588638,0.000006072877,0.1693794,0.000010410906,0.00013713175,1.9729019e-7,0.00007244759,0.8122207,0.017616667,0.00003481335,0.0000061821934,0.000080121165],"about_ca_topic_score_codex":0.00030557648,"about_ca_topic_score_gemma":0.00024320862,"teacher_disagreement_score":0.16975087,"about_ca_system_score_codex":0.000051351915,"about_ca_system_score_gemma":0.0000051330417,"threshold_uncertainty_score":0.37162125},"labels":[],"label_agreement":null},{"id":"W2764145538","doi":"10.20381/ruor-5065","title":"Evaluation of Well Seal Integrity and Its Relative Importance in Assessing Groundwater Quality","year":2011,"lang":"en","type":"dissertation","venue":"Library and Archives Canada (Government of Canada)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Seal (emblem); Quality (philosophy); Groundwater; Environmental science; Petroleum engineering; Engineering; Water resource management; Geography; Geotechnical engineering; Archaeology; Philosophy","score_opus":0.013178718885754774,"score_gpt":0.20229656482194044,"score_spread":0.18911784593618566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2764145538","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.825673,0.0014413006,0.00005544766,0.000025258942,0.00026494463,0.00014369046,0.000038604092,0.0000110117635,0.17234677],"genre_scores_gemma":[0.9983887,0.0002548266,0.00022460135,0.000010807016,0.000020137932,0.000007733063,0.000043707256,0.000026784304,0.0010226766],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9980393,0.0000735685,0.0003962606,0.00017881978,0.0011422344,0.00016981717],"domain_scores_gemma":[0.9995554,0.000114636314,0.00014011894,0.00010278576,0.0000024045405,0.000084662504],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000083947154,0.00019413092,0.00030761195,0.000039722516,0.000032338114,0.000011829298,0.00008517981,0.000070380454,0.000017852679],"category_scores_gemma":[0.00000843966,0.00020213072,0.000019537378,0.000058693695,0.000014904645,0.00041820735,0.000017996319,0.00033111963,1.0748623e-9],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016497,0.00033042152,0.31661633,0.030244814,0.0025723036,0.00019220631,0.011120588,0.09191459,0.16291037,0.2648358,0.00041073674,0.11720214],"study_design_scores_gemma":[0.00079099776,0.00004706717,0.5998689,0.00162464,0.00017837338,0.0000026101764,0.004569291,0.20635208,0.18094298,0.004446059,0.00038678932,0.00079023856],"about_ca_topic_score_codex":0.002410099,"about_ca_topic_score_gemma":0.076813035,"teacher_disagreement_score":0.28325254,"about_ca_system_score_codex":0.000019566143,"about_ca_system_score_gemma":0.00064047147,"threshold_uncertainty_score":0.9400327},"labels":[],"label_agreement":null},{"id":"W2765649358","doi":"","title":"Consolidation and atmospheric drying of fine oil sand tailings : Comparison of blind simulations and field scale results","year":2016,"lang":"en","type":"article","venue":"Research Repository (Delft University of Technology)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Shell Canada","keywords":"Tailings; Consolidation (business); Oil sands; Overburden; Geotechnical engineering; Environmental science; Void ratio; Computer simulation; Geology; Engineering; Materials science; Metallurgy; Asphalt","score_opus":0.017345343859929953,"score_gpt":0.2551406616999928,"score_spread":0.23779531784006283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2765649358","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.993964,0.00044835187,0.0042990847,0.000118393684,0.000025074623,0.00005142085,0.000007196152,0.00007477123,0.001011682],"genre_scores_gemma":[0.9964758,0.00020226551,0.0030429007,1.3427157e-7,0.000006562037,1.5071464e-7,0.0000010143926,0.000006378147,0.00026480274],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993902,0.000017323933,0.00018494226,0.00013334118,0.00013713592,0.00013705084],"domain_scores_gemma":[0.9993002,0.00025808092,0.00005854654,0.00018644569,0.00015734037,0.000039402115],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016468822,0.00006465554,0.00018906398,0.0001531127,0.0000872067,0.000004083023,0.00011280093,0.00014894316,0.0000023337038],"category_scores_gemma":[0.00012664644,0.00006464138,0.000019992682,0.00029502265,0.0002936655,0.00008389209,0.000080495745,0.00015359501,3.0583163e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014714184,0.000044505923,0.014372603,0.00037091816,0.00007358807,0.000005787402,0.00046159807,0.023958378,0.9233713,0.0001879217,0.00012903687,0.03687722],"study_design_scores_gemma":[0.0014473271,0.00021947187,0.00106297,0.0005047135,0.000026455644,0.0000056049585,0.0006394899,0.17895,0.81598663,0.000081651044,0.00095036137,0.00012530827],"about_ca_topic_score_codex":0.000072213494,"about_ca_topic_score_gemma":0.000011042285,"teacher_disagreement_score":0.15499163,"about_ca_system_score_codex":0.000026363541,"about_ca_system_score_gemma":0.00001799447,"threshold_uncertainty_score":0.26359993},"labels":[],"label_agreement":null},{"id":"W2765811848","doi":"10.2118/189248-ms","title":"First Removal of Manganese Tetraoxide Water-Based Mudcake in HP/HT Wells with H2S and CO2 Environment Using Acetic Acid Conveyed with Coiled Tubing","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"China National Offshore Oil Corporation","keywords":"Acetic acid; Citric acid; Filter cake; Chemistry; Drilling fluid; Filter paper; Nuclear chemistry; Materials science; Chromatography; Drilling; Metallurgy; Organic chemistry","score_opus":0.007504395163020802,"score_gpt":0.16961940810580153,"score_spread":0.16211501294278075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2765811848","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98058563,0.00012304695,0.018250985,0.000040175502,0.000057024958,0.00019735233,0.0000036664624,0.0000993386,0.000642749],"genre_scores_gemma":[0.9905251,0.00003147488,0.009254305,0.000008020978,0.000019564535,0.0000071268173,0.000004537526,0.00006366761,0.000086161366],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989727,0.0000105487,0.00023686179,0.00023656775,0.00018230584,0.00036099204],"domain_scores_gemma":[0.99937457,0.000038104718,0.000044973727,0.0004344733,0.00001148122,0.00009642673],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016990675,0.00025701037,0.00033397815,0.00011104606,0.00010178268,0.00006303321,0.00015229516,0.00007861524,0.00003908408],"category_scores_gemma":[0.000007414648,0.00018486755,0.000026504586,0.000039852017,0.00011736387,0.00014165975,0.000034531007,0.00015927605,0.0000056238973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000055039396,0.000025029865,0.0048693568,0.00033277483,0.000048210404,0.00019781593,0.00040530533,0.9214683,0.072420865,0.000008082089,0.000002135335,0.00016707604],"study_design_scores_gemma":[0.0021398452,0.0001012371,0.0048307334,0.00054266874,0.00004533383,0.00009143034,0.00015380407,0.7081776,0.28321224,0.0000032935427,0.00030442415,0.00039736315],"about_ca_topic_score_codex":0.00018612118,"about_ca_topic_score_gemma":0.00011862146,"teacher_disagreement_score":0.21329069,"about_ca_system_score_codex":0.000068482936,"about_ca_system_score_gemma":0.000010129061,"threshold_uncertainty_score":0.753868},"labels":[],"label_agreement":null},{"id":"W2765907502","doi":"10.2118/186274-ms","title":"BD Field Development: First Kujung Horizontalnear HPHT - Critical Sour Wells Offshore Indonesia","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Wellhead; Casing; Drilling; Petroleum engineering; Workover; Geology; Annulus (botany); Drilling fluid; Completion (oil and gas wells); Drill; Submarine pipeline; Oil field; Geotechnical engineering; Engineering; Materials science; Mechanical engineering","score_opus":0.009686070098749864,"score_gpt":0.2201660331828094,"score_spread":0.21047996308405953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2765907502","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50086635,0.00078986643,0.27574217,0.0013576591,0.00479203,0.00035997567,0.0000095887435,0.0026743806,0.21340796],"genre_scores_gemma":[0.9956252,0.000040588693,0.0034328657,0.000045617406,0.00026726915,0.000012010345,0.000003919396,0.000053044074,0.00051951624],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898607,0.0000039459583,0.00022529041,0.00019986526,0.00016556674,0.0004192714],"domain_scores_gemma":[0.99925846,0.00009771896,0.00001611326,0.0004445842,0.000024806208,0.00015833537],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011046434,0.00021624338,0.00020564723,0.0000661441,0.00037680572,0.00021165572,0.00035749545,0.00015318368,0.00016967967],"category_scores_gemma":[0.00008831382,0.0002149847,0.00006260768,0.000039963477,0.00003211328,0.00022417141,0.00007950272,0.0002517506,0.0002864002],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015303769,0.0005939466,0.19727279,0.006600049,0.0017398931,0.0015585177,0.010749983,0.36624494,0.010131139,0.03977778,0.13287498,0.23230295],"study_design_scores_gemma":[0.0015361151,0.00015021933,0.07119239,0.00079486234,0.00008713921,0.0000991066,0.00029951602,0.44964755,0.13384274,0.0002866224,0.33928114,0.0027826165],"about_ca_topic_score_codex":0.0000366022,"about_ca_topic_score_gemma":0.0000549253,"teacher_disagreement_score":0.4947588,"about_ca_system_score_codex":0.000040547056,"about_ca_system_score_gemma":0.000015803716,"threshold_uncertainty_score":0.87668216},"labels":[],"label_agreement":null},{"id":"W2765947962","doi":"10.2118/188151-ms","title":"Direct Strain Mapping of a Cement Sheath; A New Tool for Understanding and Preventing Cement Failure in Thermal Wells","year":2017,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Cement; Digital image correlation; Materials science; Ultimate tensile strength; Stress (linguistics); Deformation (meteorology); Composite material; Structural engineering; Geotechnical engineering; Geology; Engineering","score_opus":0.04464808937261464,"score_gpt":0.2372893420817612,"score_spread":0.19264125270914656,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2765947962","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2500101,0.00077380997,0.7351501,0.00053626916,0.0004422702,0.0014335008,0.000047722457,0.00018948509,0.011416753],"genre_scores_gemma":[0.99319637,0.00011110879,0.006225303,0.000013016568,0.00012053589,0.00002109578,0.0000044259523,0.000039168564,0.00026899725],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988467,0.00004142972,0.00034783318,0.0002560818,0.0001286313,0.0003793007],"domain_scores_gemma":[0.99942243,0.00014557665,0.00008298477,0.00024244969,0.000015964193,0.0000905689],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007830668,0.0002544439,0.00034094154,0.000108616805,0.0001536967,0.00014744364,0.00017601634,0.00014257136,0.000028796061],"category_scores_gemma":[0.000025209012,0.0002443506,0.000070766866,0.000043615466,0.000058012272,0.00018971367,0.000061286315,0.00029543554,0.0000016064309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019396862,0.00008242904,0.0018832388,0.0013268789,0.00027840436,0.000014647674,0.0052479794,0.3297023,0.64895433,0.0030227676,0.00038197899,0.008911099],"study_design_scores_gemma":[0.005423005,0.0005980323,0.005420807,0.0032659406,0.0001961382,0.000015576583,0.0023648066,0.8060249,0.1678657,0.004600496,0.0024549882,0.0017695865],"about_ca_topic_score_codex":0.00017604315,"about_ca_topic_score_gemma":0.000036276426,"teacher_disagreement_score":0.74318624,"about_ca_system_score_codex":0.000090027715,"about_ca_system_score_gemma":0.0000265603,"threshold_uncertainty_score":0.99643284},"labels":[],"label_agreement":null},{"id":"W2766458041","doi":"10.2118/186954-ms","title":"Drilling Optimization to Overcome High Torque Problem: Lesson Learned on Kujung First Offshore-Near HPHT-Horizontal-Critical Sour-Slim Hole Development","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"China National Offshore Oil Corporation","keywords":"Torque; Petroleum engineering; Drilling; Drilling fluid; Workover; Drill; High pressure; Drill pipe; Sour gas; Well control; Drag; Completion (oil and gas wells); Geology; Mechanical engineering; Engineering; Mechanics; Natural gas; Physics; Waste management","score_opus":0.017061397224796892,"score_gpt":0.2383699721349798,"score_spread":0.2213085749101829,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766458041","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13281013,0.000076878096,0.8490204,0.0009785829,0.0016659054,0.0005039443,0.000007660362,0.0013931405,0.01354332],"genre_scores_gemma":[0.91554666,0.000041176496,0.083461046,0.000043640273,0.0002377427,0.00004794125,0.000018873583,0.00011637417,0.0004865534],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99822724,0.000011559935,0.00038767236,0.0004222375,0.0003387784,0.0006125162],"domain_scores_gemma":[0.99898326,0.00007975123,0.000036606474,0.0005587245,0.0000660923,0.00027556106],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025391072,0.00036008927,0.00033752024,0.0001273647,0.00066085963,0.00048158143,0.0003675833,0.00018454478,0.000100824516],"category_scores_gemma":[0.00012004168,0.00036785315,0.00007191018,0.00010150227,0.00003924497,0.00030106265,0.0001096512,0.00030110384,0.00023390062],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013711057,0.000034822,0.00019032469,0.00012856985,0.000030941977,0.000011011913,0.00049737166,0.9944265,0.00042940507,0.0011568532,0.0002973223,0.0027831676],"study_design_scores_gemma":[0.0004741533,0.00011418525,0.0016547495,0.00046994802,0.000021523876,0.0000046443147,0.00004925189,0.96653676,0.013716822,0.00005249816,0.016118832,0.000786637],"about_ca_topic_score_codex":0.00009845748,"about_ca_topic_score_gemma":0.000073529656,"teacher_disagreement_score":0.78273654,"about_ca_system_score_codex":0.00026867172,"about_ca_system_score_gemma":0.00003135825,"threshold_uncertainty_score":0.99987733},"labels":[],"label_agreement":null},{"id":"W2766755120","doi":"10.1115/pvp2017-66281","title":"Material, Manufacturing and Test Results for High-Temperature Fiber-Reinforced Polymer Structures for NMR Reservoir Surveillance and Other Oilfield Applications","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Brine; Coating; Polymer; Petroleum engineering; Containment (computer programming); Composite number; Composite material; Saturation (graph theory); Computer science; Geology","score_opus":0.008557692065320999,"score_gpt":0.2207070565962581,"score_spread":0.2121493645309371,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2766755120","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9809722,0.00044324927,0.010160037,0.0008619776,0.00053185003,0.001435884,0.0022232533,0.00070172735,0.00266985],"genre_scores_gemma":[0.9921363,0.000043491174,0.0030430113,0.000039155304,0.00029145426,0.00015091435,0.0000532344,0.000049408256,0.004193036],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993264,0.000002261171,0.0001790659,0.00021324305,0.000051016057,0.00022798438],"domain_scores_gemma":[0.99927175,0.00022385134,0.000039944654,0.00037498493,0.000021094374,0.000068373745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000974985,0.0001746968,0.00017738776,0.000038795006,0.00027498198,0.00027546368,0.00014346135,0.00012919935,0.000011663405],"category_scores_gemma":[0.00006145346,0.00015257968,0.000025812187,0.000012340592,0.000030639498,0.00010585401,0.000033939803,0.000070109134,0.0000010808286],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00086763146,0.000036781752,0.0011188277,0.0054926467,0.00071295357,0.0000051311586,0.00088406436,0.2391289,0.62356925,0.03532894,0.055705726,0.037149142],"study_design_scores_gemma":[0.0013754762,0.000054393397,0.002080265,0.000051691768,0.000016164184,0.000006480025,0.000021056569,0.010722114,0.9411473,0.00038705693,0.04367327,0.00046472964],"about_ca_topic_score_codex":0.00006215551,"about_ca_topic_score_gemma":0.000037310478,"teacher_disagreement_score":0.31757805,"about_ca_system_score_codex":0.000008391397,"about_ca_system_score_gemma":0.000003937122,"threshold_uncertainty_score":0.62220186},"labels":[],"label_agreement":null},{"id":"W2767332368","doi":"10.2118/188184-ms","title":"Saving Rig Time by the Use of New Generation Ultrasonic Transducers to Evaluate Cement in Outer Casing through Section Milled Window of the Inner Casing","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Seal (emblem); Petroleum engineering; Cement; Spark plug; Inflow; Drilling; Geology; Geotechnical engineering; Engineering; Materials science; Mechanical engineering; Composite material","score_opus":0.04788579693353619,"score_gpt":0.24770886094631978,"score_spread":0.1998230640127836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767332368","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92911524,0.00007558448,0.06939354,0.00023051344,0.0005925769,0.0002725062,0.0000038130636,0.000039415005,0.00027683267],"genre_scores_gemma":[0.99769133,0.000024608185,0.0016903812,0.00003619786,0.00012699865,0.0000050101803,0.0000028555698,0.000028755458,0.00039385096],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915844,0.000032998447,0.00029329312,0.00013631626,0.00018704754,0.00019191047],"domain_scores_gemma":[0.99945605,0.000042019,0.00006004496,0.00038364303,0.000029621688,0.00002861368],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024064182,0.00014063201,0.00016994576,0.000042268028,0.0001238961,0.000076452925,0.00016420874,0.000061389976,0.000026008554],"category_scores_gemma":[0.00005356496,0.00009460365,0.00006827997,0.000103311766,0.00002009036,0.00024254755,0.000018733243,0.00013421071,0.0000026288128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035272396,0.0000044679214,0.00017335163,0.000015029768,0.000023957797,2.1036452e-7,0.0017283036,0.6958579,0.29829204,0.000004362863,0.0005496691,0.0033471896],"study_design_scores_gemma":[0.00045087867,0.000018862547,0.0017218486,0.0001613452,0.00003783478,0.000004701347,0.000043279244,0.7059987,0.2901599,0.0000063368116,0.0012404679,0.00015580509],"about_ca_topic_score_codex":0.0019625842,"about_ca_topic_score_gemma":0.0005745219,"teacher_disagreement_score":0.06857612,"about_ca_system_score_codex":0.000117450596,"about_ca_system_score_gemma":0.00002021465,"threshold_uncertainty_score":0.3857825},"labels":[],"label_agreement":null},{"id":"W2767915500","doi":"10.2118/188870-ms","title":"Gas Tight Production Casing Remediation via Expandable Steel Patches","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Abu Dhabi National Oil Company; AGE-WELL","keywords":"Casing; Seal (emblem); Completion (oil and gas wells); Cartridge; Engineering; Petroleum engineering; Mechanical engineering; Computer science","score_opus":0.011612080109312695,"score_gpt":0.20126346414880297,"score_spread":0.18965138403949028,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767915500","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72598475,0.00031636524,0.22746511,0.00031757692,0.0051097246,0.00022930368,0.0000015693657,0.001612206,0.038963415],"genre_scores_gemma":[0.9958691,0.000087838314,0.002049758,0.0000037639081,0.0005003197,0.00000771397,0.000004734387,0.000028900187,0.001447844],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994787,0.0000035073622,0.00011623537,0.00012667631,0.000098857,0.00017602585],"domain_scores_gemma":[0.9995633,0.000008665251,0.000025252419,0.00033377143,0.000024403984,0.000044657052],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012533632,0.00010014119,0.000092365124,0.00004378361,0.00017733777,0.00009752354,0.00009277216,0.00005123405,0.00002334307],"category_scores_gemma":[0.000046737572,0.000095906114,0.000025735075,0.000029248427,0.000012530095,0.00032460294,0.000013460157,0.000086511754,0.00005760277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004928875,0.0000177456,0.0026807243,0.00019850026,0.000049318387,0.00000708043,0.0007189381,0.761083,0.142346,0.00013525502,0.003371061,0.08938742],"study_design_scores_gemma":[0.00018412266,0.000012467852,0.0033345982,0.0000708226,0.000015151997,0.000010960059,0.00004555016,0.6739263,0.31285325,0.00023697011,0.009020122,0.0002897205],"about_ca_topic_score_codex":0.00004957234,"about_ca_topic_score_gemma":0.000032446485,"teacher_disagreement_score":0.26988438,"about_ca_system_score_codex":0.00004876943,"about_ca_system_score_gemma":0.0000053329964,"threshold_uncertainty_score":0.39109376},"labels":[],"label_agreement":null},{"id":"W2767939317","doi":"10.2118/188901-ms","title":"Experimental Investigation of Cuttings Transport in Horizontal Wells Using Aerated Drilling Fluids","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drag; Drilling fluid; Slug flow; Aeration; Volumetric flow rate; Materials science; Polymer; Flow (mathematics); Drilling; Geotechnical engineering; Mechanics; Geology; Two-phase flow; Engineering; Composite material; Waste management; Physics; Metallurgy","score_opus":0.01723372970085874,"score_gpt":0.22671984617360114,"score_spread":0.2094861164727424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2767939317","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9818224,0.00013191183,0.015301595,0.0000069272787,0.00029555158,0.00008472675,0.0000016631657,0.00015957627,0.0021956656],"genre_scores_gemma":[0.9951834,0.000012048919,0.0046590343,0.000005057412,0.00006117736,0.0000030368662,0.0000064122187,0.00003598139,0.00003385838],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99924904,0.000004872317,0.0002942884,0.00013432934,0.000113971655,0.00020347892],"domain_scores_gemma":[0.9996698,0.000009816543,0.000037324247,0.00020655597,0.00001705098,0.000059460832],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013165016,0.00014459381,0.0001932424,0.00010396887,0.00006990504,0.00002902318,0.00013990368,0.00008092772,0.000029623885],"category_scores_gemma":[0.000006464968,0.00015840327,0.000045626566,0.00007217237,0.000041633197,0.00028474643,0.000010402504,0.0001119924,0.0000035369394],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002940808,0.000006215388,0.010744092,0.000042208383,0.000011524934,0.0000051536485,0.0005432247,0.23949504,0.7489115,0.00008064242,0.000006622564,0.0001508135],"study_design_scores_gemma":[0.00021754767,0.000011525091,0.0023461573,0.00009334077,0.0000040448917,0.0000021269684,0.00007400306,0.43152672,0.5655621,0.000008892481,0.000032396038,0.00012109387],"about_ca_topic_score_codex":0.0003385916,"about_ca_topic_score_gemma":0.000011210027,"teacher_disagreement_score":0.19203168,"about_ca_system_score_codex":0.00006284505,"about_ca_system_score_gemma":0.000012298509,"threshold_uncertainty_score":0.64594984},"labels":[],"label_agreement":null},{"id":"W2770594836","doi":"","title":"Stress Estimation From Borehole Scans For Prediction Of Excavation Overbreak In Brittle Rock","year":2017,"lang":"en","type":"dissertation","venue":"QSpace (Queen's University Library)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Strong; Government of Ontario; Nuclear Waste Management Organization","keywords":"Borehole; Geology; Excavation; Geotechnical engineering; Brittleness; Stress (linguistics); Rock mechanics; Seismology; Mining engineering; Materials science; Metallurgy","score_opus":0.0050010943859809896,"score_gpt":0.17288486571017397,"score_spread":0.167883771324193,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2770594836","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7660366,0.00035905454,0.17757078,0.0010801102,0.0046087336,0.0023373272,0.010562408,0.0024341098,0.03501088],"genre_scores_gemma":[0.95625323,0.0003324115,0.0027536675,0.0000022873799,0.00015024,0.000005459309,0.013829997,0.00010585525,0.026566865],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992154,0.000013704356,0.00018483955,0.0002483052,0.00014939583,0.00018835376],"domain_scores_gemma":[0.99941427,0.000062059844,0.00014201723,0.0002869804,0.00003508836,0.000059612445],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000024419192,0.00022739418,0.00029498406,0.0003532558,0.00007663324,0.000049138227,0.00024005382,0.00032888583,0.000034306297],"category_scores_gemma":[0.000022096718,0.00031520423,0.00009830565,0.0001466138,0.000009726778,0.001040345,0.000015779267,0.00021352079,0.000004039238],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008152259,0.00003398811,0.0023911821,0.00077849225,0.000082410545,0.000005799786,0.00064628426,0.97864383,0.00009862061,0.00018502031,0.015013707,0.0020391564],"study_design_scores_gemma":[0.0024339606,0.00013625572,0.14638893,0.0039649457,0.00030401917,1.3306375e-7,0.0015344498,0.76070714,0.055367716,0.00073120726,0.027268272,0.0011629584],"about_ca_topic_score_codex":0.0029016614,"about_ca_topic_score_gemma":0.00021780786,"teacher_disagreement_score":0.21793666,"about_ca_system_score_codex":0.000107659966,"about_ca_system_score_gemma":0.00006048161,"threshold_uncertainty_score":0.99993},"labels":[],"label_agreement":null},{"id":"W2772387685","doi":"","title":"Quality Control (QC)/Quality Assurance (QA) in Geomechanical Works for Heavy Oil Production","year":2017,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BitCan (Canada)","funders":"","keywords":"Quality assurance; Quality (philosophy); QA/QC; Production (economics); Control (management); Business; Environmental science; Computer science; Marketing; Economics","score_opus":0.027987964536250902,"score_gpt":0.28850701915940047,"score_spread":0.26051905462314956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2772387685","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2055874,0.0004515242,0.7814504,0.0011304346,0.0036524015,0.00035730703,0.000022105378,0.0009028568,0.0064456104],"genre_scores_gemma":[0.99668634,0.00009055834,0.0021653138,0.000023358394,0.0003460716,0.000088140856,0.0000045772963,0.00003072024,0.000564899],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988459,0.000026686792,0.000384856,0.0002640717,0.00013636582,0.00034212525],"domain_scores_gemma":[0.99910045,0.00016366369,0.000055084074,0.0005647806,0.00004468984,0.00007134681],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012052566,0.00016111539,0.00031822443,0.00003451998,0.00011162639,0.00010593761,0.0002022791,0.00013357431,0.0000070290143],"category_scores_gemma":[0.0006690063,0.00016075272,0.00008802393,0.000038206075,0.00002125305,0.00025497883,0.000015673399,0.00021314593,0.000009454532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013884706,0.000081155784,0.0015261095,0.0007266454,0.000073986615,0.000002091126,0.00009898829,0.858065,0.008228249,0.0037931453,0.0012443418,0.12602141],"study_design_scores_gemma":[0.004970976,0.00006118431,0.03796712,0.0005192694,0.000028504628,0.000005761237,0.00007187779,0.90430164,0.03485497,0.0018068813,0.014042845,0.0013689933],"about_ca_topic_score_codex":0.00020220147,"about_ca_topic_score_gemma":0.00038894045,"teacher_disagreement_score":0.79109895,"about_ca_system_score_codex":0.00007190139,"about_ca_system_score_gemma":0.000010019071,"threshold_uncertainty_score":0.6555306},"labels":[],"label_agreement":null},{"id":"W2772615936","doi":"","title":"Investigation of Bimodularity In the Montney Shale Using the Brazilian Test","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geology; Test (biology); Paleontology","score_opus":0.023733784971304725,"score_gpt":0.19802938620662797,"score_spread":0.17429560123532323,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2772615936","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13868472,0.0008797318,0.8551666,0.00017010915,0.001970868,0.00110034,0.000072645445,0.0005344953,0.0014204872],"genre_scores_gemma":[0.99846846,0.00024083741,0.0009103788,0.00010137964,0.00010903288,0.000040161736,0.000015903712,0.000091643924,0.00002220148],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99799734,0.00007707104,0.0006007077,0.0003337342,0.00042356146,0.00056757015],"domain_scores_gemma":[0.99870205,0.00014010738,0.00012929477,0.00082311296,0.00009876708,0.00010666255],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009773398,0.00037136994,0.0003432935,0.00022768068,0.00017226319,0.000050018298,0.0008325735,0.00025222555,0.000020669275],"category_scores_gemma":[0.000072259034,0.0002875883,0.00013792992,0.0008466697,0.000009570969,0.00023177319,0.0001253183,0.00057715713,0.000015300215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011328593,0.00007876227,0.00028016604,0.000309058,0.000072365685,0.000015874533,0.0056477245,0.7640041,0.20647968,0.022794869,0.000113602626,0.00019243117],"study_design_scores_gemma":[0.00024963252,0.00007707144,0.000038356695,0.000106034364,0.000053279557,0.000027833594,0.00036048068,0.9274562,0.059974127,0.0111551555,0.0001819666,0.00031988395],"about_ca_topic_score_codex":0.00020771772,"about_ca_topic_score_gemma":0.00008583475,"teacher_disagreement_score":0.8597837,"about_ca_system_score_codex":0.00011406722,"about_ca_system_score_gemma":0.000049149196,"threshold_uncertainty_score":0.9999576},"labels":[],"label_agreement":null},{"id":"W2773129097","doi":"10.1016/s0967-0653(98)80894-6","title":"10.1016/s0967-0653(98)80894-6","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drill; Selection (genetic algorithm); Geology; Petroleum engineering; Computer science; Environmental science; Materials science; Artificial intelligence; Metallurgy","score_opus":0.0035707660513726817,"score_gpt":0.14177642143666314,"score_spread":0.13820565538529045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2773129097","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00017226231,0.00014834342,0.00008732815,0.000021173428,0.000006306428,0.00007664073,0.0000066583507,0.0009860902,0.9984952],"genre_scores_gemma":[0.00071769854,0.0000011797191,0.0002806368,0.0000069197927,0.00019947806,0.00001215133,0.000009424235,0.00006281897,0.9987097],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99929404,0.000005719784,0.00014377301,0.00014125227,0.00011192651,0.00030326453],"domain_scores_gemma":[0.9995847,0.00002264984,0.0000052259606,0.0002348081,0.000012047223,0.0001406006],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007022897,0.00015973412,0.00015301091,0.00006996765,0.000032678086,0.00003516232,0.00015204091,0.000064520464,0.99485826],"category_scores_gemma":[0.0000085730635,0.00017317735,0.00005138648,0.00017594738,0.000008273066,0.00007098443,0.000012200471,0.00012729698,0.9983775],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048020115,0.0000066235693,5.5456373e-9,0.00001668872,0.000018994118,0.0000044744693,0.000019074036,0.37689602,0.000043941534,5.388152e-7,0.16421276,0.45877606],"study_design_scores_gemma":[0.00010750233,0.00002230112,0.0000020608156,0.000026338985,0.000008698489,0.0000048626716,3.300774e-7,0.071375996,0.00040208455,0.0000023032767,0.9278346,0.00021295178],"about_ca_topic_score_codex":0.000005637195,"about_ca_topic_score_gemma":5.2575007e-8,"teacher_disagreement_score":0.7636218,"about_ca_system_score_codex":0.000034718698,"about_ca_system_score_gemma":0.000004639038,"threshold_uncertainty_score":0.7061967},"labels":[],"label_agreement":null},{"id":"W2773240411","doi":"10.1139/cgj-2017-0321","title":"Assessment of rock strength from measuring while drilling shafts in Florida limestone","year":2017,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Florida Department of Transportation","keywords":"Drilling; Drill; Rate of penetration; Geotechnical engineering; Compressive strength; Drilling fluid; Geology; Drilling rig; Measurement while drilling; Directional drilling; Petroleum engineering; Engineering; Mechanical engineering; Materials science","score_opus":0.01761369294796832,"score_gpt":0.22514363190270878,"score_spread":0.20752993895474045,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2773240411","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9432772,0.0008994128,0.050665546,0.00019271686,0.0017321745,0.00013852773,0.00005403941,0.00015573952,0.0028846832],"genre_scores_gemma":[0.9976417,0.0002020266,0.0017082479,0.000011663858,0.00036674464,0.0000036079127,0.000004345688,0.00004403361,0.000017658207],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986658,0.000014588412,0.0004310974,0.00016251206,0.00022955534,0.00049645733],"domain_scores_gemma":[0.9988805,0.000048292186,0.00008694509,0.00043858652,0.000047129142,0.00049855857],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034821115,0.00018296797,0.0003214374,0.0002811536,0.00019580488,0.00014873994,0.00054079096,0.00017646277,0.00005926106],"category_scores_gemma":[0.00010343329,0.00020085576,0.000097318,0.000086193126,0.000023709188,0.00021180388,0.000035898065,0.00090514816,0.00000789486],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011036619,0.000005833638,0.0031606078,0.000015276704,0.00003421409,0.000106290645,0.00002890697,0.99100524,0.0015521717,0.000054613716,0.0001013726,0.003934366],"study_design_scores_gemma":[0.00042276224,0.000021551019,0.075507365,0.0005006681,0.000019378047,0.000034156717,0.000024346673,0.91951513,0.001572524,0.00021536142,0.0018731641,0.00029360873],"about_ca_topic_score_codex":0.0104444735,"about_ca_topic_score_gemma":0.007582702,"teacher_disagreement_score":0.07234676,"about_ca_system_score_codex":0.00045147364,"about_ca_system_score_gemma":0.00021697796,"threshold_uncertainty_score":0.99614507},"labels":[],"label_agreement":null},{"id":"W2773878463","doi":"10.19026/rjaset.6.3524","title":"Numerical Simulation of the Laval Annular Mechanical Foam Breaker for Foam Drilling","year":2013,"lang":"en","type":"article","venue":"Research Journal of Applied Sciences Engineering and Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Jilin University","keywords":"Circuit breaker; Nozzle; Computational fluid dynamics; Fluent; Materials science; Mechanics; Computer simulation; Mechanical engineering; Engineering; Physics","score_opus":0.018590051454473778,"score_gpt":0.2729808903001302,"score_spread":0.2543908388456564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2773878463","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7261662,0.0010185512,0.2710746,0.0004363079,0.0004007346,0.0004179146,0.0000021235921,0.00016493154,0.0003186202],"genre_scores_gemma":[0.99347013,0.00007442144,0.0063269096,0.0000022918136,0.000084921805,0.000016692511,1.4700227e-7,0.000019686517,0.0000047901754],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99872565,0.000009143709,0.0003449305,0.00013500302,0.0003839074,0.00040136438],"domain_scores_gemma":[0.99916804,0.00034394962,0.000054148764,0.00014333392,0.00020883669,0.00008167689],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010499392,0.00011701413,0.0002435956,0.0004947837,0.00011929118,0.00004354819,0.0003984405,0.00014542611,0.0000034103232],"category_scores_gemma":[0.000233611,0.00008425343,0.000059590893,0.0009386422,0.00017666722,0.000100534926,0.000058539823,0.00049980456,0.000001266908],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031500556,0.000008194423,0.000027969794,0.00006281379,0.000022142702,5.289384e-7,0.000039451796,0.93428653,0.055229206,0.00557098,0.00003900262,0.0047100335],"study_design_scores_gemma":[0.00019649736,0.000108196255,0.000041976564,0.00007458542,0.000006444657,0.00002067794,0.000082297054,0.93729514,0.05727149,0.0039226837,0.00089151086,0.000088505694],"about_ca_topic_score_codex":0.0000028081622,"about_ca_topic_score_gemma":1.788379e-7,"teacher_disagreement_score":0.2673039,"about_ca_system_score_codex":0.000035945937,"about_ca_system_score_gemma":0.000036371966,"threshold_uncertainty_score":0.3435755},"labels":[],"label_agreement":null},{"id":"W2779311326","doi":"10.2118/0118-0065-jpt","title":"Design and Surveillance Tools Help Lower Integrity Risks for High-Temperature Wells","year":2017,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Petroleum engineering; Environmental science; Mechanical engineering; Engineering","score_opus":0.020515770346975506,"score_gpt":0.24741432619275502,"score_spread":0.2268985558457795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2779311326","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85270154,0.0016728647,0.14253874,0.001013556,0.0016866088,0.00009653655,0.000011070616,0.00018671864,0.00009235018],"genre_scores_gemma":[0.9841948,0.00061773194,0.014838234,0.000010377374,0.000231667,0.000005611365,6.010649e-7,0.00003224619,0.00006870921],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992423,0.000011312643,0.00028779675,0.00011443258,0.00009228992,0.00025187214],"domain_scores_gemma":[0.9992591,0.000110654844,0.00015756383,0.00030840404,0.00010481956,0.000059431517],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047306425,0.00016322188,0.00036907033,0.00022081863,0.00011836898,0.00011742294,0.00037907134,0.00032364775,0.0000072158577],"category_scores_gemma":[0.00027540172,0.00014173298,0.00006412814,0.000048406164,0.00007365159,0.00019082957,0.00003662576,0.0007124247,0.0000028909128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039200246,0.00014174766,0.01921123,0.00054712227,0.0008940989,0.0003519015,0.0000854018,0.6055224,0.27591306,0.008544212,0.014815525,0.07358132],"study_design_scores_gemma":[0.013394201,0.0045983037,0.054603264,0.0014751503,0.00029712883,0.0025717434,0.00030935975,0.30451068,0.47099704,0.03039624,0.11365656,0.0031903482],"about_ca_topic_score_codex":0.0000027693397,"about_ca_topic_score_gemma":0.0000021960748,"teacher_disagreement_score":0.3010117,"about_ca_system_score_codex":0.00004674605,"about_ca_system_score_gemma":0.000018182056,"threshold_uncertainty_score":0.57797027},"labels":[],"label_agreement":null},{"id":"W2782982609","doi":"10.1115/1.4039016","title":"A Numerical and Experimental Study of Kick Dynamics at Downhole","year":2018,"lang":"en","type":"article","venue":"ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems Part B Mechanical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Well control; Drilling; Flow (mathematics); Drill pipe; Simulation; Marine engineering; Compressibility; Drill; Usability; Petroleum engineering; Engineering; Computer science; Mechanical engineering; Mechanics; Aerospace engineering","score_opus":0.005858312608072834,"score_gpt":0.20847658350919296,"score_spread":0.2026182709011201,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2782982609","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9514905,0.0024570269,0.043995485,0.00000457188,0.0016307489,0.00024179944,0.0000123698,0.00014217188,0.000025328782],"genre_scores_gemma":[0.99856037,0.00027044202,0.000688925,0.0000016245548,0.00036410856,0.000015932712,0.000002052629,0.000089670786,0.0000068997992],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976415,0.000043970183,0.0011432528,0.00027860966,0.0003920214,0.00050066964],"domain_scores_gemma":[0.99887264,0.00028370845,0.00017792691,0.0002652288,0.000095022115,0.00030544886],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000740688,0.000437725,0.0009095177,0.00043543577,0.00005507285,0.000050558523,0.00022321557,0.00019635132,0.000006197396],"category_scores_gemma":[0.0001721051,0.000421627,0.00009443046,0.00039229164,0.00003141906,0.00018780919,0.000087353044,0.00059186836,0.0000018408448],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042366544,0.00011474487,0.0005661004,0.0002383182,0.00014627118,0.000035546374,0.000882823,0.9932185,0.00406695,0.00030138413,0.000021221973,0.0003657725],"study_design_scores_gemma":[0.001524244,0.00088277727,0.00052102184,0.0005645848,0.00006277455,0.00024104679,0.00052068505,0.99262434,0.0021181926,0.0000048852257,0.0005199511,0.0004154944],"about_ca_topic_score_codex":0.0001230752,"about_ca_topic_score_gemma":0.000021393831,"teacher_disagreement_score":0.047069848,"about_ca_system_score_codex":0.0002906946,"about_ca_system_score_gemma":0.00001431577,"threshold_uncertainty_score":0.9998236},"labels":[],"label_agreement":null},{"id":"W2783509403","doi":"10.2118/189423-ms","title":"New Approach: Confirming Well Quality at Well Delivery with Stringent Well Integrity Checks at a World Class Drilling Project","year":2018,"lang":"en","type":"article","venue":"SPE/IADC Middle East Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Performance indicator; Quality (philosophy); Computer science; Scale (ratio); Set (abstract data type); Drilling; Engineering; Business","score_opus":0.0512894903163881,"score_gpt":0.23915163987293675,"score_spread":0.18786214955654865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2783509403","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7567338,0.0007725206,0.21534517,0.00017812054,0.0006521054,0.00069009745,0.000023366605,0.0021632737,0.023441538],"genre_scores_gemma":[0.9820451,0.0004535465,0.014429997,0.00004372013,0.000533965,0.000048481317,0.00009970916,0.000112539536,0.0022329506],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99679047,0.000055255256,0.00073145673,0.0010395786,0.0003762447,0.0010069809],"domain_scores_gemma":[0.9984929,0.00007064491,0.000207376,0.0007234991,0.00025487487,0.00025072278],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00049005804,0.00071739405,0.0007466757,0.00079726294,0.0004677216,0.00013918393,0.00038188108,0.0006204116,0.00023513727],"category_scores_gemma":[0.00003947788,0.00070163724,0.00012768689,0.0008865209,0.0004515992,0.00029183482,0.00026378862,0.001047637,0.00034129884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.004763051,0.0013962111,0.12786055,0.011384266,0.004352444,0.00050435343,0.025946058,0.2279094,0.3268239,0.09301872,0.017653285,0.15838778],"study_design_scores_gemma":[0.0043366407,0.0006268696,0.00051545654,0.0033680378,0.0003707518,0.0002901504,0.0044444674,0.67998177,0.2207853,0.002458119,0.07915011,0.003672347],"about_ca_topic_score_codex":0.00024265956,"about_ca_topic_score_gemma":0.0012859898,"teacher_disagreement_score":0.45207235,"about_ca_system_score_codex":0.00041572127,"about_ca_system_score_gemma":0.00010961273,"threshold_uncertainty_score":0.9995435},"labels":[],"label_agreement":null},{"id":"W278359904","doi":"","title":"Borehole collapse and sand production evaluation: Experimental testing, analytical solutions and field implications","year":2001,"lang":"en","type":"article","venue":"DC Rocks 2001, The 38th U.S. Symposium on Rock Mechanics (USRMS)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Borehole; Geology; Geotechnical engineering; Field (mathematics); Production (economics); Petroleum engineering; Mathematics","score_opus":0.030854377868360157,"score_gpt":0.25468295605117186,"score_spread":0.2238285781828117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W278359904","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42743286,0.007917624,0.52138966,0.011839477,0.0034818752,0.0034929013,0.00007722375,0.0021252965,0.022243116],"genre_scores_gemma":[0.99820375,0.0005740254,0.00023616992,0.00014839471,0.0003120557,0.00015436149,0.000019499215,0.000052978205,0.00029875344],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99849254,0.000048471848,0.00031390105,0.0004047885,0.0002888471,0.00045147515],"domain_scores_gemma":[0.9990686,0.00014813247,0.0000530736,0.0004462383,0.00010773924,0.00017618263],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00049419305,0.0002816624,0.00021681949,0.0001405926,0.00056880823,0.00010416969,0.00016163416,0.00012300455,0.000039507635],"category_scores_gemma":[0.00013923785,0.0002508167,0.00004839978,0.00043492139,0.000012359156,0.00014261395,0.00008394991,0.00028386092,0.000018253608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019770752,0.00008410484,0.00012938025,0.000028119031,0.00006623465,0.00000243449,0.00035153705,0.9594609,0.029902034,0.0009497803,0.007080691,0.0019249945],"study_design_scores_gemma":[0.00043178728,0.00017492642,0.000081506434,0.000060194172,0.00010163325,0.00012593226,0.00014615143,0.98189265,0.010895568,0.00050862355,0.0052629467,0.00031806633],"about_ca_topic_score_codex":0.000024532654,"about_ca_topic_score_gemma":0.00001330478,"teacher_disagreement_score":0.5707709,"about_ca_system_score_codex":0.00012718384,"about_ca_system_score_gemma":0.000034580837,"threshold_uncertainty_score":0.9999944},"labels":[],"label_agreement":null},{"id":"W2784450541","doi":"10.3968/10087","title":"The Bit Selection Research on LS101","year":2017,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Bit (key); Block (permutation group theory); Drilling; Computer science; Selection (genetic algorithm); Geology; Drill; Petroleum engineering; Artificial intelligence; Engineering; Mathematics; Mechanical engineering; Computer network; Geometry","score_opus":0.052362210238565084,"score_gpt":0.32764328676713356,"score_spread":0.2752810765285685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2784450541","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13790278,0.013951734,0.72644734,0.002638717,0.0061455104,0.00077411986,0.0000027226697,0.0011500802,0.11098699],"genre_scores_gemma":[0.9935321,0.0052551124,0.0007598196,0.0000074068425,0.00005916461,0.00007449135,0.0000020321831,0.000012171559,0.00029765593],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993833,0.00001436326,0.00013279874,0.00011673046,0.00016064016,0.00019218713],"domain_scores_gemma":[0.999722,0.00006623327,0.000017450417,0.0001351485,0.000025894542,0.00003324273],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004289498,0.0000757991,0.00006126616,0.00008950467,0.0006023123,0.00015896498,0.00010358035,0.000028318173,0.0000019648617],"category_scores_gemma":[0.000042980653,0.00005975037,0.0000062804684,0.000054912773,0.000034031273,0.00042134046,0.00002075345,0.0001700997,0.00003280386],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000105274885,0.0000068437553,0.00051145686,0.000018401503,0.000004642585,0.000001228424,0.00030823075,0.82955927,0.00006703518,0.0026495042,0.00012511549,0.16673774],"study_design_scores_gemma":[0.00033071544,0.000037930353,0.0021155048,0.000092863884,6.5197037e-7,0.0000014533177,0.00034929859,0.47499862,0.0065255766,0.00156177,0.51380956,0.00017607932],"about_ca_topic_score_codex":0.0000017868172,"about_ca_topic_score_gemma":0.0001317769,"teacher_disagreement_score":0.8556294,"about_ca_system_score_codex":0.00007707457,"about_ca_system_score_gemma":0.000014735278,"threshold_uncertainty_score":0.46325603},"labels":[],"label_agreement":null},{"id":"W2784658044","doi":"10.3968/9885","title":"The Research and Application of Low Density Cement Slurry System at Low Temperature in Daqing Oilfield","year":2017,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Cement; Slurry; Materials science; Petroleum engineering; Composite material; Polymer; Permeability (electromagnetism); Drop (telecommunication); Geotechnical engineering; Geology; Chemistry; Engineering","score_opus":0.01625669954280321,"score_gpt":0.2615966930529018,"score_spread":0.24533999351009858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2784658044","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9593078,0.0035154158,0.035560925,0.00011885469,0.0003245485,0.00022361486,0.0000010351396,0.000056605724,0.0008912161],"genre_scores_gemma":[0.99669355,0.0025683753,0.0005812364,0.000002621121,0.00002028003,0.0000823271,0.000004767179,0.00000825035,0.000038565024],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930936,0.000014799228,0.00022122836,0.00014184795,0.00015768994,0.00015507956],"domain_scores_gemma":[0.9996531,0.00006392893,0.000037678925,0.00017882434,0.000035134854,0.000031317984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047105513,0.00008304801,0.00010959153,0.0000808591,0.00030958184,0.000062962856,0.00008875574,0.000045074463,2.3588734e-7],"category_scores_gemma":[0.000024929997,0.000069690825,0.0000054307116,0.00005395624,0.000043446376,0.00028986586,0.00006146336,0.00013539703,0.0000017552155],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008037533,0.000041552707,0.024553219,0.0014898955,0.000021235655,0.0000082449415,0.004580988,0.86289304,0.011924584,0.0048061484,0.00003225059,0.089568436],"study_design_scores_gemma":[0.0013552512,0.00005459665,0.01620489,0.0013251799,0.000002814678,0.0000068329814,0.0054384694,0.85739166,0.10677194,0.00040997082,0.01058161,0.0004567999],"about_ca_topic_score_codex":0.00000710394,"about_ca_topic_score_gemma":0.0003948604,"teacher_disagreement_score":0.09484736,"about_ca_system_score_codex":0.000120193865,"about_ca_system_score_gemma":0.000012466433,"threshold_uncertainty_score":0.28419095},"labels":[],"label_agreement":null},{"id":"W2784864097","doi":"10.3968/9658","title":"Optimizing Hole Cleaning Using Low Viscosity Drilling Fluid","year":2017,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Drilling; Petroleum engineering; Viscosity; Rheology; Borehole; Drill; Underbalanced drilling; Viscometer; Drill cuttings; Settling; Drill pipe; Volumetric flow rate; Lost circulation; Flow (mathematics); Fluid dynamics; Deep hole drilling; Geology; Mechanical engineering; Geotechnical engineering; Mechanics; Engineering; Materials science; Composite material","score_opus":0.02005785029474873,"score_gpt":0.24744205826995652,"score_spread":0.22738420797520778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2784864097","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11247186,0.0019716485,0.88323975,0.000018998631,0.00066657475,0.0000647452,7.1710554e-7,0.0001893573,0.0013763752],"genre_scores_gemma":[0.949183,0.0018632754,0.04880163,0.000013286206,0.000069961134,0.000014331959,0.0000063548023,0.000028715516,0.000019427844],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991209,0.00000796633,0.00027119575,0.00020525791,0.00013492967,0.000259774],"domain_scores_gemma":[0.9996491,0.000018053035,0.00005598035,0.00018840884,0.000019365592,0.00006906482],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018636133,0.00017283951,0.00018097887,0.000121966616,0.00036287247,0.00017925781,0.00012299791,0.00005028263,0.0000036264034],"category_scores_gemma":[0.000022360038,0.00019118756,0.000017225275,0.000044290722,0.000027636477,0.0014819473,0.000053711832,0.00013414836,0.000008194322],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000041403605,0.0000059913773,0.00066431786,0.000058860496,0.0000063721814,0.0000052994565,0.00086185994,0.9755798,0.0011311091,0.00007078954,0.0000020690686,0.021609373],"study_design_scores_gemma":[0.00034117576,0.000005929598,0.000255843,0.0002497988,0.0000026176574,0.0000022071251,0.00029496689,0.9811161,0.0120505905,0.00006940131,0.0053414945,0.00026984533],"about_ca_topic_score_codex":0.0000033997997,"about_ca_topic_score_gemma":0.00002821426,"teacher_disagreement_score":0.83671117,"about_ca_system_score_codex":0.00010489211,"about_ca_system_score_gemma":0.000018464361,"threshold_uncertainty_score":0.77964026},"labels":[],"label_agreement":null},{"id":"W2785190355","doi":"10.3968/10085","title":"Effect of Particle Size Distribution on Fluid Rheology of High Density Drilling Fluid","year":2017,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Rheology; Drilling fluid; Particle (ecology); Particle-size distribution; Drilling; Modulus; Particle size; Materials science; Geology; Composite material; Mineralogy; Metallurgy","score_opus":0.006757395526950263,"score_gpt":0.22843918110364694,"score_spread":0.22168178557669668,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2785190355","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79966563,0.0003638817,0.19947563,0.000018668708,0.000291629,0.000053820266,0.000002479874,0.000038469618,0.00008976291],"genre_scores_gemma":[0.9982311,0.0009336182,0.0007541685,0.0000028781574,0.000017476847,0.000018547871,0.000014617737,0.000008829892,0.000018722752],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99936026,0.000020141357,0.00026118054,0.000120623336,0.00010365526,0.00013411771],"domain_scores_gemma":[0.9996042,0.00012160758,0.000063584965,0.00015478008,0.000022679162,0.000033117758],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024825646,0.00010906744,0.0002149878,0.00002491468,0.00007019978,0.000011943783,0.00006752835,0.00004222172,0.0000025326328],"category_scores_gemma":[0.00012202616,0.00010282256,0.000015733729,0.000034092587,0.000041262512,0.00028994758,0.000022283546,0.000059335667,0.000002109376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009175324,0.000019041883,0.0062154317,0.00020351176,0.000015348796,0.000002387919,0.00026783245,0.9381906,0.0060354625,0.002147503,0.0000058286446,0.04680532],"study_design_scores_gemma":[0.0007650336,0.00015208026,0.0065750135,0.00013703952,0.000005356298,0.0000010294825,0.000027404396,0.28720796,0.70435154,0.000093852585,0.00054379116,0.00013988545],"about_ca_topic_score_codex":0.000005315203,"about_ca_topic_score_gemma":0.000017446626,"teacher_disagreement_score":0.6983161,"about_ca_system_score_codex":0.000040314117,"about_ca_system_score_gemma":0.000008122544,"threshold_uncertainty_score":0.41929823},"labels":[],"label_agreement":null},{"id":"W2785422693","doi":"10.1051/matecconf/201814816002","title":"Stick-slip and Torsional Friction Factors in Inclined Wellbores","year":2018,"lang":"en","type":"article","venue":"MATEC Web of Conferences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Norges Forskningsråd; University of Calgary; ConocoPhillips","keywords":"Drill string; Borehole; Slip (aerodynamics); Mechanics; Stiction; Drill pipe; Coulomb friction; Amplitude; String (physics); Static friction; Drill; Geotechnical engineering; Geology; Physics; Engineering; Materials science; Optics; Microelectromechanical systems; Mechanical engineering","score_opus":0.010695046404247307,"score_gpt":0.20766631540511502,"score_spread":0.1969712690008677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2785422693","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99070144,0.00011557719,0.0019777957,0.000011889085,0.00036531783,0.00003564942,0.0000057121833,0.00010937278,0.0066772355],"genre_scores_gemma":[0.99960554,0.00009481844,0.00019537272,0.0000020689436,0.000061822684,0.00000193256,0.000004059032,0.000008171195,0.000026237574],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995611,0.0000064045453,0.0001537405,0.00008179366,0.00008372125,0.00011325077],"domain_scores_gemma":[0.9998187,0.000048447684,0.000017159222,0.000058305064,0.000025711091,0.00003170713],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000072053386,0.000088083696,0.00012781468,0.000118155935,0.000019506333,0.000016816333,0.000060847124,0.000053514377,0.00010307008],"category_scores_gemma":[0.000018588798,0.00007693833,0.000012913641,0.00009081713,0.00004933745,0.000059841434,0.000015587793,0.0000599338,0.0000057481343],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008402154,0.00013256278,0.71364266,0.0009457854,0.00019512913,0.000009243865,0.00409103,0.07682722,0.14202558,0.03379189,0.0017154214,0.026539456],"study_design_scores_gemma":[0.00053055317,0.00016504507,0.3401755,0.0002903237,0.0000139887,0.0000021102355,0.0005007036,0.5253275,0.117671356,0.0017952714,0.013115472,0.0004121297],"about_ca_topic_score_codex":0.00013305432,"about_ca_topic_score_gemma":0.00008107559,"teacher_disagreement_score":0.4485003,"about_ca_system_score_codex":0.0000089017385,"about_ca_system_score_gemma":0.000027751286,"threshold_uncertainty_score":0.3137454},"labels":[],"label_agreement":null},{"id":"W2789241305","doi":"10.2118/189930-ms","title":"Coiled Tubing Drilling: Case Study, New Zealand","year":2018,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Coiled tubing; Completion (oil and gas wells); Injector; Drilling; Drill string; Engineering; Drilling fluid; Petroleum industry; Drilling rig; Asset (computer security); Oil field; Computer science; Mechanical engineering; Environmental engineering","score_opus":0.01742048497037785,"score_gpt":0.24202037007918734,"score_spread":0.2245998851088095,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789241305","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96458566,0.00041312206,0.031542614,0.000064886044,0.00079920195,0.0002628875,0.0000055899836,0.00045530638,0.0018707063],"genre_scores_gemma":[0.99769914,0.0003215232,0.00022764155,0.00002063755,0.00050326955,0.000015927975,0.000029941517,0.000049523213,0.0011324113],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984567,0.000054990818,0.00049423374,0.00043540692,0.00017097974,0.00038769908],"domain_scores_gemma":[0.9992872,0.000058352427,0.00007619803,0.00023147237,0.000108813554,0.0002379536],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003523483,0.00033497,0.00034612787,0.00021677083,0.00024616005,0.00035799923,0.00008488561,0.00014083317,0.00021056739],"category_scores_gemma":[0.00002606823,0.0003476076,0.00009673675,0.00018199682,0.000084961546,0.00036405318,0.00006113566,0.00028223306,0.000060160957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00065000064,0.0016160593,0.05396241,0.0032222162,0.002207968,0.003578443,0.06834527,0.038620777,0.04428806,0.0042133275,0.026258713,0.75303674],"study_design_scores_gemma":[0.0080818115,0.0020892594,0.0020285093,0.0036659432,0.0004704631,0.0026992117,0.013095397,0.9375619,0.016060341,0.0027283095,0.009375624,0.002143182],"about_ca_topic_score_codex":0.00091135607,"about_ca_topic_score_gemma":0.0004078531,"teacher_disagreement_score":0.89894116,"about_ca_system_score_codex":0.00003985772,"about_ca_system_score_gemma":0.000016085245,"threshold_uncertainty_score":0.9998976},"labels":[],"label_agreement":null},{"id":"W2789413697","doi":"10.2118/189825-ms","title":"Estimation of Petrophysical Properties of Tight Rocks from Drill Cuttings Using Image Analysis: An Integrated Laboratory-Based Approach","year":2018,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia; University of Calgary","funders":"Multiple System Atrophy Coalition; University of Calgary","keywords":"Petrophysics; Geology; Drill cuttings; Mineralogy; Permeability (electromagnetism); Porosity; Core sample; Geotechnical engineering; Petrology; Drilling; Core (optical fiber); Materials science; Composite material; Drilling fluid","score_opus":0.009376567752554318,"score_gpt":0.20049625481599426,"score_spread":0.19111968706343993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789413697","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4938729,0.000020944106,0.5057913,9.572796e-7,0.000026782704,0.000034107557,0.000010941952,0.00013683732,0.00010523547],"genre_scores_gemma":[0.887069,7.108317e-7,0.11277932,0.0000039726106,0.0000569106,0.0000027556828,0.00005298362,0.000028636763,0.0000056947997],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991877,0.00002258183,0.00030664844,0.00016860961,0.00016339512,0.00015105213],"domain_scores_gemma":[0.9994377,0.000013079812,0.00005827349,0.00025329785,0.00018287932,0.000054750846],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008665631,0.00016137985,0.000328804,0.0002158798,0.000027816546,0.000024006391,0.00011844273,0.00007014888,0.000019345922],"category_scores_gemma":[0.000022894517,0.00013355918,0.00007713691,0.0007619243,0.000073940144,0.0002002921,0.000010167536,0.000094782314,0.000003835491],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000072196954,0.000033237215,0.00009947816,0.00006196057,0.00013395114,1.8311425e-7,0.00022342609,0.74204755,0.25715896,0.000010600848,0.000006576648,0.00021685795],"study_design_scores_gemma":[0.000089488734,0.000023154289,0.000053112697,0.000038559643,0.00012829773,5.4954615e-8,0.00006438988,0.6102464,0.38925093,0.0000032256517,0.000009581403,0.00009275547],"about_ca_topic_score_codex":0.00032168673,"about_ca_topic_score_gemma":0.0000070950437,"teacher_disagreement_score":0.3931961,"about_ca_system_score_codex":0.000036097837,"about_ca_system_score_gemma":0.000026745414,"threshold_uncertainty_score":0.5446386},"labels":[],"label_agreement":null},{"id":"W2789604497","doi":"10.2118/189947-ms","title":"Utilizing Ultrasonic Imaging Technology to Evaluate a Lateral Entry Module","year":2018,"lang":"en","type":"article","venue":"SPE/ICoTA Coiled Tubing and Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Scanner; Ultrasonic sensor; Transducer; Flexibility (engineering); Acoustics; Ultrasound; Beamforming; Computer science; Completion (oil and gas wells); Ultrasonic imaging; Engineering; Artificial intelligence; Electrical engineering; Mechanical engineering; Telecommunications","score_opus":0.010954878234831248,"score_gpt":0.24881778743730254,"score_spread":0.2378629092024713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789604497","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93981224,0.00061789574,0.05410415,0.00025180695,0.0005537078,0.00015352579,0.000005685883,0.00051356346,0.0039874287],"genre_scores_gemma":[0.99871236,0.00035254215,0.0004598226,0.000040913892,0.00016376658,0.000022614764,0.000020049607,0.000031547657,0.0001963907],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988739,0.000025054796,0.00030111553,0.00033230754,0.000113064656,0.0003545879],"domain_scores_gemma":[0.9995635,0.000020015223,0.00003755359,0.00016569748,0.000096598036,0.00011661134],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023982444,0.00022104387,0.00021247678,0.00028961126,0.00014420341,0.00017970456,0.000082061735,0.00009592308,0.00013999062],"category_scores_gemma":[0.000025951369,0.00023678828,0.00005953453,0.00020152384,0.00008046328,0.00024164337,0.000055711203,0.00019923902,0.000095687064],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019221878,0.00021169843,0.017975487,0.001590637,0.00036048735,0.000054926688,0.004750459,0.016518824,0.27066854,0.014072183,0.003233416,0.6703711],"study_design_scores_gemma":[0.0013729306,0.000269984,0.0017925818,0.0025736566,0.00007497683,0.00010654744,0.00081350096,0.92322356,0.06211221,0.0039692535,0.0030154982,0.00067531323],"about_ca_topic_score_codex":0.000039863953,"about_ca_topic_score_gemma":0.000022774371,"teacher_disagreement_score":0.9067047,"about_ca_system_score_codex":0.00004042924,"about_ca_system_score_gemma":0.0000072413127,"threshold_uncertainty_score":0.9655946},"labels":[],"label_agreement":null},{"id":"W2790192181","doi":"","title":"QA/QC and use for cemented rock fill at the Turquoise Ridge Joint Venture, Nevada.","year":2013,"lang":"en","type":"article","venue":"47th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Barrick Gold (Canada)","funders":"","keywords":"Joint venture; Joint (building); Ridge; Geology; Mining engineering; Engineering; Business; Business administration; Civil engineering","score_opus":0.012119286826025385,"score_gpt":0.1858436453816311,"score_spread":0.1737243585556057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790192181","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03322397,0.0023814447,0.95269334,0.0008337414,0.005098297,0.003272682,0.00055286346,0.0016365752,0.00030705574],"genre_scores_gemma":[0.9929307,0.0014573861,0.00087602146,0.0004385765,0.0004557401,0.00078100356,0.0003188591,0.00037031915,0.002371356],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99690056,0.00003877298,0.0007250921,0.0007210479,0.00044148616,0.0011730329],"domain_scores_gemma":[0.9980766,0.000214018,0.00015162975,0.000940473,0.00021847659,0.0003987955],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003629372,0.00076334336,0.00060859264,0.00023002794,0.00047449677,0.00030720583,0.0004707967,0.0003824421,0.00016641851],"category_scores_gemma":[0.00008883925,0.0006554881,0.0002694134,0.00037976794,0.000005161712,0.00047844555,0.00031549166,0.0005170899,0.0002602606],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046658923,0.00006248847,0.0000038378325,0.0004239241,0.00027592026,0.0000067612646,0.00033916527,0.818096,0.14729598,0.0065778,0.026433965,0.00043749934],"study_design_scores_gemma":[0.00090789644,0.00021144078,0.0000028692466,0.0001246549,0.00013233573,0.000042412266,0.00009801416,0.90262014,0.040498395,0.0018714082,0.05274075,0.00074965734],"about_ca_topic_score_codex":0.000080588,"about_ca_topic_score_gemma":0.00003736835,"teacher_disagreement_score":0.9597068,"about_ca_system_score_codex":0.0003074988,"about_ca_system_score_gemma":0.000033018932,"threshold_uncertainty_score":0.9995896},"labels":[],"label_agreement":null},{"id":"W2790725814","doi":"10.4095/299778","title":"Newmarket Till aquitard: optimum grain packing with a pore-filling calcite-rich cement","year":2017,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Geology; Calcite; Plagioclase; Feldspar; Geochemistry; Aquifer; Mineralogy; Pebble; Dolomite; Clastic rock; Quartz; Cement; Sedimentary rock; Geomorphology; Groundwater; Materials science; Geotechnical engineering; Composite material","score_opus":0.02305676182831112,"score_gpt":0.24874805963233898,"score_spread":0.22569129780402786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790725814","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0015285176,0.0042347815,0.17407757,0.00004515185,0.0051067127,0.00070518226,0.00009131387,0.0024443043,0.81176645],"genre_scores_gemma":[0.82740843,0.011327767,0.027134873,0.00007363506,0.00496711,0.00029714283,0.0012862659,0.0017283901,0.12577637],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9963963,0.000018535584,0.00069827505,0.00069830427,0.0011169695,0.0010715857],"domain_scores_gemma":[0.99786973,0.00008135586,0.00021680233,0.0012680811,0.00024939806,0.00031460772],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009300515,0.00096469175,0.0010249654,0.00041594048,0.0002315053,0.00036736668,0.0006065316,0.0005398821,0.00018283004],"category_scores_gemma":[0.00011678529,0.0008273862,0.00024601686,0.0001828117,0.00005273556,0.00021602726,0.00013020355,0.0009633742,0.000048187583],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017325516,0.00003437235,0.00033550538,0.002057088,0.0011748464,0.0005910486,0.0002776931,0.89094365,0.00011485653,0.00004894038,0.08152684,0.02287784],"study_design_scores_gemma":[0.0005954095,0.00009596697,0.00010106189,0.0022353642,0.00031445263,0.00023974529,0.000070017166,0.19497733,0.0005181868,0.00002742743,0.79885423,0.0019708024],"about_ca_topic_score_codex":0.0003239529,"about_ca_topic_score_gemma":0.00008828704,"teacher_disagreement_score":0.82587993,"about_ca_system_score_codex":0.0005850495,"about_ca_system_score_gemma":0.0003344215,"threshold_uncertainty_score":0.9994177},"labels":[],"label_agreement":null},{"id":"W2790758604","doi":"10.4043/28491-ms","title":"Large Diameter Hybrid Bit with Sharp and Dense Inserts Drills Hard Carbonate Formations with Exceptional ROP","year":2018,"lang":"en","type":"article","venue":"Offshore Technology Conference Asia","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Rate of penetration; Drilling; Geology; Submarine pipeline; Drill bit; Drill; Offset (computer science); Bit (key); Carbonate; Petroleum engineering; Geotechnical engineering; Computer science; Engineering; Materials science; Mechanical engineering","score_opus":0.006986766462646451,"score_gpt":0.18586881057425272,"score_spread":0.17888204411160627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2790758604","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9047868,0.00011903729,0.088735096,0.00034804584,0.00010274067,0.0001801537,0.000035236084,0.0011193685,0.0045735072],"genre_scores_gemma":[0.9943868,0.000050506653,0.0052338094,0.000027838803,0.000050812057,0.000052134885,0.00002725622,0.000044016015,0.0001268499],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904025,0.000006122512,0.00016833174,0.0002540189,0.00013375499,0.00039755384],"domain_scores_gemma":[0.9994284,0.000017780441,0.000032659256,0.00031777954,0.00012561555,0.00007776064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006803496,0.0002424637,0.00022769386,0.00031192764,0.000104242645,0.000052404397,0.00017161391,0.00014045583,0.00008105106],"category_scores_gemma":[0.000014343584,0.00019813035,0.000019349553,0.00027345194,0.00025059615,0.00018935419,0.000048010716,0.00027618505,0.000044586708],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006725171,0.0007167189,0.4638136,0.0016157903,0.004241124,0.0011544826,0.01085475,0.039810568,0.06802738,0.21919137,0.018686978,0.17121473],"study_design_scores_gemma":[0.00438522,0.0017610404,0.06437145,0.0012884152,0.00028336296,0.0018342816,0.0012103834,0.7766608,0.081146084,0.00700379,0.05694063,0.0031145543],"about_ca_topic_score_codex":0.000003692778,"about_ca_topic_score_gemma":0.000089615234,"teacher_disagreement_score":0.7368502,"about_ca_system_score_codex":0.000032643762,"about_ca_system_score_gemma":0.000034429253,"threshold_uncertainty_score":0.8079521},"labels":[],"label_agreement":null},{"id":"W2791101786","doi":"10.1002/cjce.23172","title":"A biosurfactant for inhibiting clay hydration in aqueous solutions: Applications to petroleum industry","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Bentonite; Aqueous solution; Zeta potential; Drilling fluid; Thermogravimetric analysis; Chemical engineering; Dispersion (optics); Sodium; Chemistry; Materials science; Nanoparticle; Drilling; Organic chemistry; Metallurgy","score_opus":0.012160918130432243,"score_gpt":0.2021235691296609,"score_spread":0.18996265099922865,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791101786","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.763369,0.0007677171,0.23359157,0.00083385484,0.000563513,0.00035205056,0.000020304264,0.00010723972,0.000394754],"genre_scores_gemma":[0.9966001,0.0000017339976,0.0026625164,0.00004253891,0.000615716,0.0000306555,0.0000020838272,0.00003815281,0.0000065404492],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906486,0.000004317145,0.0003524252,0.000081880586,0.00009409407,0.00040244038],"domain_scores_gemma":[0.9993735,0.000079713456,0.0000354208,0.00011589018,0.00008241121,0.0003130933],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033287227,0.00012979413,0.00015983541,0.00026580453,0.00007045082,0.000054356693,0.00020053555,0.00014383484,0.00000579647],"category_scores_gemma":[0.00014421964,0.00012085823,0.000058436857,0.00031766618,0.000027011898,0.00008598413,0.000008328201,0.0004777509,0.000005489231],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003436654,0.0000026413832,0.000022219658,0.000032013948,0.000019003328,0.0000032860214,0.00025135188,0.8829829,0.11443716,0.00034972312,0.00020834323,0.0016879311],"study_design_scores_gemma":[0.00030662207,0.000041857274,0.000035117704,0.00027695962,0.00002039665,0.00008943006,0.000031485808,0.79758406,0.19187304,0.00021062867,0.009253238,0.00027717516],"about_ca_topic_score_codex":0.00013451744,"about_ca_topic_score_gemma":0.00028322008,"teacher_disagreement_score":0.23323107,"about_ca_system_score_codex":0.00035399682,"about_ca_system_score_gemma":0.000121710436,"threshold_uncertainty_score":0.49284557},"labels":[],"label_agreement":null},{"id":"W2791472573","doi":"10.4095/287117","title":"Rock-Eval/TOC and oil show analyzer data for selected Yukon borehole samples","year":2010,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Borehole; Geology; Spectrum analyzer; Geochemistry; Geotechnical engineering; Engineering","score_opus":0.046323079054615905,"score_gpt":0.2660904485704945,"score_spread":0.2197673695158786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791472573","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007095459,0.023253143,0.8164477,0.0001557736,0.010231275,0.0011466959,0.0061433376,0.0077470043,0.1277796],"genre_scores_gemma":[0.46425417,0.06946129,0.19662113,0.00016137611,0.021354917,0.0008075993,0.076917514,0.004104421,0.16631758],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981406,0.000006756602,0.00041201143,0.00058690814,0.0003606564,0.00049309665],"domain_scores_gemma":[0.9982764,0.00015818857,0.00006059088,0.0011095952,0.00022982719,0.0001654082],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004551174,0.00047499343,0.0006166877,0.00023215055,0.000073238545,0.00013964849,0.00045965085,0.00059685134,0.00008259176],"category_scores_gemma":[0.00035290341,0.00044996437,0.00008165618,0.00022873141,0.000015544945,0.00014762324,0.00014326558,0.00065999955,0.000009958912],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018455838,0.000059925813,0.00043872345,0.0082385745,0.0017853646,0.000022975351,0.000104328945,0.19132836,0.0070294943,0.000086327935,0.6306161,0.16027133],"study_design_scores_gemma":[0.00015832298,0.000012506368,0.00012684334,0.0001235146,0.00015821884,0.000026170746,0.000004962173,0.36707452,0.00050523214,0.00001046918,0.6313236,0.0004756399],"about_ca_topic_score_codex":0.00020303056,"about_ca_topic_score_gemma":0.00048096624,"teacher_disagreement_score":0.61982656,"about_ca_system_score_codex":0.00007251659,"about_ca_system_score_gemma":0.00016948923,"threshold_uncertainty_score":0.9997952},"labels":[],"label_agreement":null},{"id":"W2791768733","doi":"","title":"Investigating the Failure Mechanism of Drilling Induced Tensile Fractures Utilizing Transparent Glass Cubes in the Laboratory","year":2015,"lang":"en","type":"article","venue":"13th ISRM International Congress of Rock Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Mechanism (biology); Failure mechanism; Drilling; Ultimate tensile strength; Forensic engineering; Geology; Materials science; Composite material; Engineering; Metallurgy; Physics","score_opus":0.03299723539360911,"score_gpt":0.25846596865317406,"score_spread":0.22546873325956496,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791768733","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8695469,0.0011077743,0.12212913,0.0007012009,0.0048801485,0.00049004157,0.00010972581,0.00023446845,0.0008006371],"genre_scores_gemma":[0.9991144,0.000043793978,0.000559628,0.000085732936,0.000121096404,0.000019778869,0.000014048914,0.000035722005,0.000005810754],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985269,0.000055203058,0.0004752011,0.00016173351,0.0005682229,0.00021274923],"domain_scores_gemma":[0.9990924,0.00017523726,0.00013524487,0.00025227127,0.00028602735,0.000058799353],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006093543,0.00020340903,0.00025265903,0.00014637156,0.00004631253,0.000038119582,0.0006314858,0.00012027153,0.000007830143],"category_scores_gemma":[0.00025566338,0.00014620194,0.00007072495,0.00025354367,0.000011440826,0.0001591404,0.00004949426,0.0004006247,0.0000020871512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050125022,0.000019426201,0.00010439083,0.00007430029,0.000085650754,0.0000038379676,0.003182697,0.9494534,0.02346196,0.023085102,0.0003139496,0.00021028823],"study_design_scores_gemma":[0.0003407936,0.00003297561,0.00003235917,0.00027959442,0.000022220353,0.000005143395,0.003012233,0.8803951,0.11176976,0.002872792,0.0010757996,0.00016122329],"about_ca_topic_score_codex":0.000049330527,"about_ca_topic_score_gemma":0.00007935485,"teacher_disagreement_score":0.12956752,"about_ca_system_score_codex":0.00006103944,"about_ca_system_score_gemma":0.000052909192,"threshold_uncertainty_score":0.5961942},"labels":[],"label_agreement":null},{"id":"W2791979859","doi":"10.2118/189664-ms","title":"Application of a New Dynamic Tubular Stress Model With Friction","year":2018,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Workover; Casing; Lift (data mining); Displacement (psychology); Engineering; Stress (linguistics); Submarine pipeline; Structural engineering; Service life; Mechanics; Geotechnical engineering; Petroleum engineering; Mechanical engineering; Computer science","score_opus":0.008579562884110058,"score_gpt":0.20374443491740915,"score_spread":0.1951648720332991,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2791979859","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29876256,0.00009411512,0.7002128,0.00001999529,0.000058577825,0.00008510008,0.000007782441,0.0001717484,0.00058735424],"genre_scores_gemma":[0.99446785,0.00023162682,0.005057915,0.0000067421047,0.00010381417,0.000008993017,0.000047514994,0.000026604468,0.00004893843],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993418,0.0000046177715,0.00017678343,0.00018525521,0.00012297445,0.00016858398],"domain_scores_gemma":[0.9996262,0.000010583569,0.00003961768,0.00016072516,0.00009134662,0.000071507675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005765916,0.00014436043,0.00015243469,0.00009669327,0.00005627019,0.00003215025,0.00005494324,0.000085162625,0.0000069952625],"category_scores_gemma":[0.0000038501253,0.0001404696,0.000022346143,0.00013726146,0.000043359352,0.00016372096,0.000008913721,0.000096176176,0.000009529586],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021560174,0.000016052116,0.00026581224,0.00016060876,0.00003246179,7.8536675e-7,0.0011705367,0.9042202,0.06884742,0.0017393837,0.00004805234,0.023477094],"study_design_scores_gemma":[0.00022134716,0.0000648744,0.00017364901,0.00019285757,0.00002494701,0.000004399392,0.000073105206,0.9652312,0.03223525,0.001480981,0.0001312471,0.0001661724],"about_ca_topic_score_codex":0.000055717523,"about_ca_topic_score_gemma":0.000055436056,"teacher_disagreement_score":0.6957053,"about_ca_system_score_codex":0.000026744916,"about_ca_system_score_gemma":0.000020432668,"threshold_uncertainty_score":0.5728184},"labels":[],"label_agreement":null},{"id":"W2792620028","doi":"10.2118/189626-ms","title":"Operators' Group, Rig Contractors, and OEM/Service Company Work to Solve Rig Data Quality Issues","year":2018,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Original equipment manufacturer; Data quality; Process management; Quality (philosophy); Process (computing); Key (lock); Service (business); Engineering; Systems engineering; Computer science; Operations management; Business; Computer security","score_opus":0.05019998402072201,"score_gpt":0.2867103152003963,"score_spread":0.2365103311796743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792620028","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88007206,0.0010774636,0.1159018,0.00047308044,0.00080430973,0.0002657688,0.00010588992,0.0005480369,0.00075156766],"genre_scores_gemma":[0.9939219,0.0006084476,0.0041668275,0.00022653445,0.00076304196,0.000009303467,0.00023398509,0.000045139997,0.00002483196],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984241,0.000029908992,0.00039143063,0.0005228224,0.00020343009,0.00042831292],"domain_scores_gemma":[0.9989098,0.000096391486,0.000044564258,0.0005405983,0.00015519114,0.0002534894],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044241946,0.0003173768,0.00039173846,0.00010882558,0.00020601957,0.00033109123,0.00024648922,0.0001686325,0.000050724295],"category_scores_gemma":[0.000051159972,0.00032143763,0.00002604073,0.00026389174,0.00007765398,0.00045799138,0.00012859645,0.00024571212,0.00008973414],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010519179,0.0008423076,0.048057154,0.0056082257,0.001880237,0.0001490903,0.060980324,0.09175546,0.41401875,0.061953556,0.044843204,0.26885977],"study_design_scores_gemma":[0.0028760568,0.00045461097,0.041645024,0.0035902474,0.00024967734,0.000047322268,0.0019160338,0.78695476,0.030794274,0.0032555955,0.124435514,0.0037808556],"about_ca_topic_score_codex":0.0003614443,"about_ca_topic_score_gemma":0.00039975354,"teacher_disagreement_score":0.6951993,"about_ca_system_score_codex":0.000032004824,"about_ca_system_score_gemma":0.000015269583,"threshold_uncertainty_score":0.99992377},"labels":[],"label_agreement":null},{"id":"W2792654865","doi":"10.15273/ijge.2018.01.004","title":"A Formula of Potassium Polymer Sulfonated Drilling Fluid Developed Based on Rock Microscopic Analysis","year":2018,"lang":"en","type":"article","venue":"International Journal of Georesources and Environment","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"State Key Laboratory of Geohazard Prevention and Geoenvironment Protection","keywords":"Drilling fluid; Drilling; Coring; Petroleum engineering; Geology; Polymer; Fault (geology); Materials science; Composite material; Metallurgy","score_opus":0.004823718597043823,"score_gpt":0.1913763385563053,"score_spread":0.18655261995926145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792654865","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9040825,0.00049608597,0.094665006,0.00009909059,0.00025047144,0.00002535006,0.000011301618,0.0000131010565,0.00035710196],"genre_scores_gemma":[0.99849194,0.00019041094,0.001006769,0.000044145138,0.00015800078,7.5702644e-7,0.000006134632,0.000014999854,0.00008684564],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991228,0.000009326803,0.0003538417,0.00008374226,0.0003069444,0.00012334852],"domain_scores_gemma":[0.999673,0.000040949166,0.00010570938,0.0000749698,0.00003835126,0.000067004665],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001293131,0.0001178602,0.0001922028,0.00031872015,0.000027233646,0.000025027444,0.00015489453,0.000044770517,0.00012823362],"category_scores_gemma":[0.000008128498,0.00010175606,0.00010386582,0.00008874115,0.00003108016,0.00004853736,0.000022117902,0.00009013891,0.000006979504],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048440044,0.000029320872,0.0036145053,0.000009907306,0.0005582924,0.000007810855,0.00023334472,0.97884995,0.0141904075,0.000015345006,0.00004705611,0.0023956122],"study_design_scores_gemma":[0.00067582447,0.0001299916,0.01242884,0.00010610791,0.00016038626,0.000012363582,0.000039197057,0.90773195,0.06976813,0.00002168267,0.008762632,0.00016291012],"about_ca_topic_score_codex":0.000011346184,"about_ca_topic_score_gemma":0.0000013833024,"teacher_disagreement_score":0.09440944,"about_ca_system_score_codex":0.00005960647,"about_ca_system_score_gemma":0.000006606963,"threshold_uncertainty_score":0.41494918},"labels":[],"label_agreement":null},{"id":"W2792736890","doi":"10.2118/0318-0067-jpt","title":"Improved Monitoring System for Heavy-Oil Steam-Assisted-Gravity-Drainage Wells","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fiber Bragg grating; Optical fiber; Steam-assisted gravity drainage; Petroleum engineering; Subsea; Fiber optic sensor; Environmental science; Engineering; Remote sensing; Geology; Telecommunications; Materials science; Marine engineering; Oil sands","score_opus":0.006948953883205329,"score_gpt":0.2166853750288509,"score_spread":0.20973642114564559,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792736890","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7280694,0.0034235,0.25285053,0.0004815147,0.009908493,0.0001336562,0.000018873458,0.0017877512,0.0033262756],"genre_scores_gemma":[0.9894609,0.00007466771,0.008903686,0.0000046516625,0.0012569365,0.000012679032,5.509509e-7,0.00007578634,0.00021017449],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985924,0.000011640191,0.00059874094,0.00015756584,0.00015535663,0.00048434312],"domain_scores_gemma":[0.9991287,0.000061186096,0.00019087733,0.000302489,0.00021140027,0.00010534811],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040623712,0.00023631613,0.0004840702,0.0006948739,0.000101828504,0.000038999187,0.00041280666,0.0003052316,0.0000025559177],"category_scores_gemma":[0.000069011265,0.000225601,0.00017960665,0.00030733322,0.00007557352,0.00013246095,0.00003934237,0.00048710746,0.000012754243],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020601705,0.00012310223,0.0007728192,0.0018821007,0.0008291819,0.00015087494,0.00021317923,0.044984445,0.8147434,0.0024890574,0.0014687931,0.13213702],"study_design_scores_gemma":[0.004131762,0.0021460874,0.0004257327,0.0016575417,0.0003024911,0.0019050278,0.0017126667,0.21187848,0.66762775,0.00058690814,0.106568,0.0010575681],"about_ca_topic_score_codex":0.0000029141781,"about_ca_topic_score_gemma":0.0000019118993,"teacher_disagreement_score":0.26139146,"about_ca_system_score_codex":0.0002911515,"about_ca_system_score_gemma":0.000029471877,"threshold_uncertainty_score":0.9199742},"labels":[],"label_agreement":null},{"id":"W2792990114","doi":"10.1016/j.jappgeo.2018.02.021","title":"Characterization of rotary-percussion drilling as a seismic-while-drilling source","year":2018,"lang":"en","type":"article","venue":"Journal of Applied Geophysics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Atlantic Canada Opportunities Agency; Suncor Energy Incorporated","keywords":"Geophone; Drilling; Geology; Vertical seismic profile; Vibration; Seismic wave; Horizontal plane; Vertical plane; Acoustics; Seismology; Structural engineering; Engineering; Physics; Geodesy","score_opus":0.004340564299475853,"score_gpt":0.17371378861501693,"score_spread":0.16937322431554108,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2792990114","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66524374,0.0000265119,0.33304188,0.00000911354,0.00050027174,0.000063430336,0.0000020532027,0.000068172085,0.0010448222],"genre_scores_gemma":[0.9968203,0.00013114518,0.0014538885,0.000038646864,0.0014447846,0.0000017906975,0.000008129798,0.00007034434,0.000030973595],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987551,0.000008076096,0.0005738897,0.00011908641,0.00029108013,0.0002527813],"domain_scores_gemma":[0.9992471,0.00003976947,0.0002530899,0.00018503968,0.00016862687,0.0001064241],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020681784,0.00020925794,0.0003767672,0.00016274583,0.00006771887,0.0000314656,0.00018961947,0.00011801383,0.000016168971],"category_scores_gemma":[0.000009170387,0.00019378371,0.00012769536,0.00029880705,0.000037505935,0.00017957127,0.000026123847,0.000329047,0.00003150849],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003134223,0.000019374434,0.000015299474,0.00006278242,0.00005981221,0.000001999572,0.0007821459,0.53133094,0.4563581,0.00014451449,0.000016322821,0.011177374],"study_design_scores_gemma":[0.00044063485,0.0001271443,0.0002050913,0.0002640725,0.00006410282,0.000023378154,0.00012162106,0.6883011,0.30478317,0.000419916,0.004967116,0.00028267602],"about_ca_topic_score_codex":0.0000035379294,"about_ca_topic_score_gemma":2.0229245e-7,"teacher_disagreement_score":0.33158797,"about_ca_system_score_codex":0.00004975184,"about_ca_system_score_gemma":0.000025567924,"threshold_uncertainty_score":0.790227},"labels":[],"label_agreement":null},{"id":"W2793115277","doi":"10.26685/urncst.47","title":"Scinapse 2017-2018 Undergraduate Science Case Competition: What the Frack is this?","year":2018,"lang":"en","type":"article","venue":"Undergraduate Research in Natural and Clinical Science and Technology (URNCST) Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"University of Toronto Scarborough; University of Toronto; McMaster University; University of Ottawa","keywords":"Competition (biology); Construct (python library); Undergraduate research; Psychology; Process (computing); Medical education; Library science; Mathematics education; Computer science; Medicine","score_opus":0.04921191541313041,"score_gpt":0.37408391971390464,"score_spread":0.32487200430077423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793115277","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9029452,0.0070206807,0.00041195535,0.084916115,0.0022611776,0.0002811581,0.0000025608063,0.00019283158,0.0019683002],"genre_scores_gemma":[0.9801484,0.018807555,0.0003728456,0.00016070175,0.00032044793,0.000004770051,2.4381347e-7,0.000013922297,0.00017116206],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9963923,0.00009896905,0.00055919343,0.00058973243,0.0011266834,0.0012330967],"domain_scores_gemma":[0.9977799,0.0005003445,0.00007488641,0.00041652005,0.00080231566,0.00042603104],"candidate_categories":["sts","scholarly_communication","research_integrity"],"consensus_categories":["sts"],"category_scores_codex":[0.009170994,0.00022560483,0.00029411577,0.0011515876,0.0026294172,0.0011959197,0.0010106213,0.00021337868,0.000018020897],"category_scores_gemma":[0.00083261007,0.00014476287,0.00005249108,0.004713123,0.0140384,0.0015359252,0.0005011069,0.002986121,0.000074747404],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016412599,0.0005012863,0.016243048,0.00025782146,0.00026706155,0.005863167,0.001146465,0.00072855985,0.013358316,0.13505977,0.026072284,0.8003381],"study_design_scores_gemma":[0.002674839,0.0018876481,0.0032837058,0.0014523958,0.000045991066,0.028013362,0.0036905173,0.49036852,0.0048792744,0.43105847,0.031461943,0.0011833475],"about_ca_topic_score_codex":0.000029722887,"about_ca_topic_score_gemma":0.00014773654,"teacher_disagreement_score":0.79915476,"about_ca_system_score_codex":0.00023428185,"about_ca_system_score_gemma":0.0003366362,"threshold_uncertainty_score":0.9998409},"labels":[],"label_agreement":null},{"id":"W2793372840","doi":"10.1016/j.ijrmms.2018.02.006","title":"Assessment of rock-bit interaction and drilling performance using elastic waves propagated by the drilling system","year":2018,"lang":"en","type":"article","venue":"International Journal of Rock Mechanics and Mining Sciences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Atlantic Canada Opportunities Agency; Suncor Energy Incorporated","keywords":"Drilling; Bit (key); Geology; Geotechnical engineering; Petroleum engineering; Engineering; Mechanical engineering; Computer science","score_opus":0.014218604089600373,"score_gpt":0.25627097472002225,"score_spread":0.24205237063042187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2793372840","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6998773,0.0002814972,0.29845464,0.000014783087,0.0012237583,0.000025973628,0.0000015507911,0.000013490271,0.000106944215],"genre_scores_gemma":[0.9969898,0.00020467682,0.0025902397,0.000005905994,0.00019298177,5.743902e-7,3.7307026e-7,0.000008879904,0.000006570624],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910045,0.000012921126,0.00033789672,0.000096057694,0.00033089626,0.00012178082],"domain_scores_gemma":[0.9994245,0.00008902532,0.00019944554,0.000038546674,0.00020779272,0.00004064883],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005214077,0.00009672043,0.00013907015,0.00015362806,0.00015564202,0.000104733896,0.00018891465,0.00003075488,0.0000021844482],"category_scores_gemma":[0.000025110936,0.00006845667,0.000026983304,0.000115059374,0.00001563731,0.00027463541,0.000038727554,0.00011765747,2.0326964e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004453589,0.000004594185,0.00031810702,0.000040270847,0.00005637602,0.0000013485223,0.00041392085,0.98106176,0.015945364,0.000492526,0.000006523949,0.0016547586],"study_design_scores_gemma":[0.00012582236,0.00013329386,0.00005799534,0.000748719,0.000022075425,0.0001923445,0.0010830873,0.9917756,0.0056432383,0.00002175401,0.000119818076,0.00007628843],"about_ca_topic_score_codex":0.0000047466037,"about_ca_topic_score_gemma":7.5801756e-7,"teacher_disagreement_score":0.29711246,"about_ca_system_score_codex":0.000054492197,"about_ca_system_score_gemma":0.000030193825,"threshold_uncertainty_score":0.2791582},"labels":[],"label_agreement":null},{"id":"W2794312490","doi":"10.2118/189607-ms","title":"Directional Advisor Driven Rig and Directional Operation Integration","year":2018,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Directional drilling; Crew; Process (computing); Software; Computer science; Service (business); Accountability; Systems engineering; Work (physics); Engineering; Aeronautics; Drilling; Mechanical engineering; Operating system; Business","score_opus":0.011677304123614637,"score_gpt":0.2107566763191723,"score_spread":0.19907937219555766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2794312490","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42397836,0.00033100825,0.5647329,0.00021000199,0.0012566417,0.00019044755,0.000021702348,0.00066516735,0.008613783],"genre_scores_gemma":[0.9954772,0.00065324345,0.002900766,0.00002854857,0.00066939543,0.000018059856,0.000093354814,0.000023913566,0.00013553903],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921536,0.000017050204,0.00020155,0.0002455936,0.00013459593,0.00018582992],"domain_scores_gemma":[0.9996508,0.00003760895,0.000025758462,0.000086507105,0.00011671123,0.00008264748],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011528895,0.00017572925,0.00014601345,0.00012917431,0.00021720372,0.00015253511,0.000036046047,0.000111541936,0.00008350189],"category_scores_gemma":[0.00002251059,0.00017892178,0.000027998178,0.00010528257,0.00008052646,0.00035189805,0.000014084037,0.0001506996,0.000036614754],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012424443,0.00012587589,0.0040763607,0.00037170868,0.00025565972,0.00001153109,0.006430869,0.15969144,0.559154,0.023660006,0.003691119,0.24240722],"study_design_scores_gemma":[0.00035018704,0.000099479534,0.0036542367,0.00022802086,0.000025630303,0.0000363722,0.00011595665,0.94440556,0.04233505,0.0015311089,0.0068611493,0.00035725377],"about_ca_topic_score_codex":0.00002682076,"about_ca_topic_score_gemma":0.000112402384,"teacher_disagreement_score":0.7847141,"about_ca_system_score_codex":0.00004277243,"about_ca_system_score_gemma":0.000014918247,"threshold_uncertainty_score":0.7296218},"labels":[],"label_agreement":null},{"id":"W2795305710","doi":"10.2118/190152-ms","title":"A Novel Coreless Injectivity Technique for Evaluating Formation Damage in Argillaceous Reservoirs","year":2018,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saskatchewan Research Council (Canada)","funders":"","keywords":"Drill; Drilling; Petroleum engineering; Drill cuttings; Geology; Water injection (oil production); Permeability (electromagnetism); Porosity; Coring; Drilling fluid; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.03224759453908688,"score_gpt":0.27026369697528047,"score_spread":0.2380161024361936,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2795305710","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23732401,0.0000290575,0.75573903,0.000027522454,0.0005211909,0.00035791256,0.000039913142,0.00029014118,0.00567124],"genre_scores_gemma":[0.972333,0.000057443736,0.026816612,0.000015616373,0.00013795277,0.00024908307,0.000020717936,0.00005526355,0.00031429337],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987789,0.000020562635,0.00035540797,0.00026939734,0.0001389162,0.00043686433],"domain_scores_gemma":[0.9992238,0.00014679042,0.000070442,0.00030694684,0.00018487674,0.00006709463],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00066935085,0.00023042012,0.00026215587,0.00019746386,0.00007214187,0.0000872588,0.0002133501,0.00016592666,0.000019494213],"category_scores_gemma":[0.00036291883,0.0002532913,0.00006253169,0.00027551316,0.000040399118,0.0004170713,0.000046622587,0.00026248535,0.000009750679],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008388881,0.000027338225,0.000031471878,0.000432554,0.000017481601,0.0000011369866,0.000322604,0.07121753,0.840593,0.00017386209,0.00008319021,0.08701595],"study_design_scores_gemma":[0.0005593297,0.0002261075,0.00015983182,0.0002514319,0.00000777207,0.000008469949,0.000055951947,0.85386556,0.14345777,0.0006539621,0.00045534797,0.00029847675],"about_ca_topic_score_codex":0.00012704606,"about_ca_topic_score_gemma":0.0009396797,"teacher_disagreement_score":0.782648,"about_ca_system_score_codex":0.00022348714,"about_ca_system_score_gemma":0.00007118086,"threshold_uncertainty_score":0.99999195},"labels":[],"label_agreement":null},{"id":"W2797626293","doi":"10.1007/s13369-018-3233-z","title":"Weight Distribution Characteristics During the Process of Hole Enlargement When Drilling","year":2018,"lang":"en","type":"article","venue":"Arabian Journal for Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Reamer; Drilling; Materials science; Torque; Weight distribution; Homogeneous; Composite material; Significant difference; Process (computing); Mechanical engineering; Computer science; Engineering; Metallurgy; Mathematics; Physics","score_opus":0.005633039284696894,"score_gpt":0.20693474567112874,"score_spread":0.20130170638643186,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2797626293","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8592047,0.0001926525,0.13916561,0.00005210428,0.0011464178,0.00009914259,0.000014508767,0.00007505119,0.00004977766],"genre_scores_gemma":[0.9986239,0.000113671034,0.0007625569,0.0000057765906,0.00044795286,0.000007994947,0.0000020634188,0.000020522053,0.000015562378],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894845,0.000002647366,0.00027144383,0.00012876681,0.00026122978,0.00038743432],"domain_scores_gemma":[0.9994499,0.000028877734,0.000048550173,0.00012677896,0.00022230258,0.00012358389],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006968094,0.00013496734,0.00014525103,0.00010958545,0.00038196985,0.00012115376,0.00025055613,0.000032350497,0.000004026852],"category_scores_gemma":[0.00011930595,0.000105637126,0.000040467206,0.00028491463,0.00012731447,0.00034033108,0.000023707416,0.00016041829,0.000001283286],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003843405,0.000039656537,0.003256316,0.001415669,0.00017381883,0.000011387465,0.0076297726,0.67806363,0.2821483,0.0018831597,0.00038611266,0.024953717],"study_design_scores_gemma":[0.00028788796,0.0000732835,0.0056256736,0.0002673419,0.000024622788,0.00007577601,0.0001451411,0.89862674,0.08912333,0.00013694295,0.0053587416,0.00025449955],"about_ca_topic_score_codex":5.771746e-7,"about_ca_topic_score_gemma":3.379452e-7,"teacher_disagreement_score":0.22056311,"about_ca_system_score_codex":0.00007133532,"about_ca_system_score_gemma":0.000026827956,"threshold_uncertainty_score":0.4307757},"labels":[],"label_agreement":null},{"id":"W2797807349","doi":"10.1016/j.petrol.2018.04.023","title":"Numerical simulation of the thermomechanical behavior of cement sheath in wells subjected to steam injection","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"Universidade Federal do Rio Grande do Norte; Polytechnique Montréal","keywords":"Cement; Materials science; Steam injection; Slurry; Cracking; Composite material; Geotechnical engineering; Petroleum engineering; Geology","score_opus":0.007222279701919753,"score_gpt":0.22144929531150362,"score_spread":0.21422701560958388,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2797807349","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9552616,0.00005375919,0.043955497,0.00001239926,0.0005977024,0.000049382248,6.1383446e-7,0.00001390154,0.000055167187],"genre_scores_gemma":[0.9993848,0.000010081323,0.0004955596,0.000004337208,0.000090547524,0.0000013900021,4.2363567e-8,0.000010361613,0.00000286653],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990225,0.0000058033315,0.00036103945,0.00007770146,0.0003583257,0.00017461691],"domain_scores_gemma":[0.9996043,0.000032801017,0.000059680555,0.00010330357,0.00012622213,0.0000737081],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056214293,0.00008715811,0.00017762059,0.00033146844,0.000025058238,0.000013128425,0.00017527973,0.00003510763,0.0000037245927],"category_scores_gemma":[0.00008700665,0.00006666874,0.000039484254,0.00069144065,0.000038518574,0.00016161164,0.000026239595,0.0001472773,4.2261428e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005620179,0.000012435531,0.0010006261,0.00001910409,0.0000037556333,5.347574e-7,0.00018107382,0.7643045,0.23350129,0.00001311614,0.0000021031576,0.00095585553],"study_design_scores_gemma":[0.00019787418,0.00023699118,0.03649905,0.00015668791,0.000012113256,0.000014905928,0.000052254614,0.8886335,0.07403647,0.000004056827,0.00007630332,0.000079816775],"about_ca_topic_score_codex":0.0000119005745,"about_ca_topic_score_gemma":0.000001622186,"teacher_disagreement_score":0.1594648,"about_ca_system_score_codex":0.00010123922,"about_ca_system_score_gemma":0.00003070142,"threshold_uncertainty_score":0.27186725},"labels":[],"label_agreement":null},{"id":"W2799445985","doi":"","title":"Development and characterization of synthetic rock-like materials for drilling and geomechanics experiments","year":2017,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Memorial University of Newfoundland; Mitacs","keywords":"Geology; Geomechanics; Sedimentary rock; Drilling; Geotechnical engineering; Compressive strength; Porosity; Rock mechanics; Petroleum engineering; Engineering; Geochemistry; Materials science; Mechanical engineering","score_opus":0.020937474723538754,"score_gpt":0.23624365722604213,"score_spread":0.21530618250250338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799445985","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9832097,0.0000720963,0.0021500736,0.0000032759654,0.010497346,0.0007842678,0.00007580786,0.00015005632,0.0030573288],"genre_scores_gemma":[0.9799865,0.00078228256,0.0005317714,5.577395e-7,0.0015757292,0.0000027640265,0.0004920127,0.000108540466,0.016519824],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99817705,0.00009296111,0.00027189992,0.0005089333,0.00050769903,0.00044145883],"domain_scores_gemma":[0.9987421,0.00010608166,0.00018083258,0.00034604542,0.00042326073,0.00020167138],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004891286,0.00033306296,0.00054757326,0.00079707743,0.0008892572,0.00014988481,0.00046310577,0.00047670872,0.000007899121],"category_scores_gemma":[0.000055133205,0.00044269883,0.00007734619,0.00018854991,0.000055960576,0.00037728742,0.00012385774,0.00031080403,0.0000022336637],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020556313,0.000059657603,0.000009604679,0.0020303994,0.000438947,0.00015363013,0.0025703458,0.0008008246,0.98794043,0.0013907743,0.00009936288,0.0024503688],"study_design_scores_gemma":[0.0028970232,0.00023555406,0.00008578607,0.0009701034,0.000260197,0.0000113836695,0.002987531,0.00587151,0.8397215,0.000032838503,0.14598055,0.00094602635],"about_ca_topic_score_codex":0.000065807726,"about_ca_topic_score_gemma":0.000026622134,"teacher_disagreement_score":0.14821896,"about_ca_system_score_codex":0.0004558008,"about_ca_system_score_gemma":0.0002579651,"threshold_uncertainty_score":0.9998025},"labels":[],"label_agreement":null},{"id":"W2799946297","doi":"10.1007/s40964-018-0042-6","title":"Process limitations of 3D printing model rock","year":2018,"lang":"en","type":"article","venue":"Progress in Additive Manufacturing","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":53,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; CMG Reservoir Simulation Foundation","keywords":"Volume fraction; Volume (thermodynamics); Materials science; 3D printing; 3d printer; Compressive strength; Composite material; Geology; Morphology (biology); Process (computing); Fraction (chemistry); Geotechnical engineering; Mineralogy; Engineering; Mechanical engineering; Computer science; Chromatography; Chemistry","score_opus":0.024658059737593222,"score_gpt":0.24546986025950138,"score_spread":0.22081180052190816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2799946297","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86132884,0.00034200586,0.12295471,0.000012702526,0.0003059547,0.0002904314,0.0000257814,0.00058086705,0.014158716],"genre_scores_gemma":[0.9934477,0.000046235476,0.0062284847,0.0000043926743,0.00012310031,0.00006873141,0.000008874307,0.00004880037,0.000023667224],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990403,0.000008217643,0.0002812664,0.00019146563,0.00015133077,0.00032739367],"domain_scores_gemma":[0.99961525,0.0000775941,0.00004791458,0.00015130873,0.000059169626,0.000048779573],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010478236,0.00017459657,0.00018955204,0.00019823611,0.000047926296,0.00002033045,0.00015926565,0.000065000386,0.000016048965],"category_scores_gemma":[0.00004260859,0.00018706726,0.000035548317,0.00013575793,0.000053174666,0.00017485203,0.00003940005,0.00019734989,0.00001656992],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000052008195,0.0000244622,0.000497341,0.00019269713,0.000030381323,0.0000032440212,0.0015130886,0.8700808,0.000099918696,0.00011412979,0.000015498912,0.1274232],"study_design_scores_gemma":[0.00015167175,0.000015777105,0.0012977064,0.00020745784,0.0000066052226,0.0000016690168,0.00007901063,0.7185085,0.27906865,0.000304588,0.00018650349,0.00017189408],"about_ca_topic_score_codex":0.0000010434653,"about_ca_topic_score_gemma":0.0000059906506,"teacher_disagreement_score":0.27896872,"about_ca_system_score_codex":0.000047074438,"about_ca_system_score_gemma":0.000011882451,"threshold_uncertainty_score":0.7628381},"labels":[],"label_agreement":null},{"id":"W2801640573","doi":"10.1007/s12665-018-7483-6","title":"Evaluation of the potential for gas leakage along wellbores in the St. Lawrence Lowlands basin, Quebec, Canada","year":2018,"lang":"en","type":"article","venue":"Environmental Earth Sciences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Institut National de la Recherche Scientifique; Université Laval","funders":"Ministère de l'Énergie et des Ressources Naturelles","keywords":"Drilling; Casing; Geology; Petroleum engineering; Water well; Coring; Oil shale; Mining engineering; Well drilling; Geotechnical engineering; Engineering; Paleontology","score_opus":0.007828415369060693,"score_gpt":0.19114212136264355,"score_spread":0.18331370599358285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801640573","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9976312,0.00018778886,0.0008861924,0.00011102921,0.00040315755,0.00016935196,0.000016062846,0.000008620103,0.0005866101],"genre_scores_gemma":[0.9997292,0.000014369571,0.0000930491,0.0000358186,0.00007076036,0.000009637646,0.0000027311507,0.000004825779,0.00003959055],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990153,0.000035108784,0.00011825979,0.00010959964,0.00055890565,0.00016287649],"domain_scores_gemma":[0.999798,0.000040049734,0.000022005786,0.00011819601,0.0000049604905,0.000016760378],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008103395,0.000071571165,0.000060222425,0.000021661943,0.0001229985,0.000022370317,0.00025026943,0.00001839362,0.000054856868],"category_scores_gemma":[0.00001797796,0.000044793873,0.000025116622,0.000111881614,0.00021396171,0.00008379309,0.000017994027,0.000051884148,0.000001832995],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019491065,0.000013268018,0.009970709,0.000010882483,0.000007943783,5.2289334e-7,0.0005554838,0.9794942,0.0029939334,0.000037439713,0.0005431901,0.006370441],"study_design_scores_gemma":[0.0001849438,0.000027609385,0.16167769,0.000024435567,0.000016945072,0.000001997209,0.0004952905,0.821972,0.01325454,0.00008226798,0.0021673378,0.000094951865],"about_ca_topic_score_codex":0.043093894,"about_ca_topic_score_gemma":0.37461093,"teacher_disagreement_score":0.33151704,"about_ca_system_score_codex":0.000034789147,"about_ca_system_score_gemma":0.000057265646,"threshold_uncertainty_score":0.96327823},"labels":[],"label_agreement":null},{"id":"W2801648225","doi":"","title":"Multivariable Linear Regression for Rotary Blasthole Drill Performance Modeling","year":2015,"lang":"en","type":"article","venue":"13th ISRM International Congress of Rock Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Multivariable calculus; Drill; Linear regression; Regression; Regression analysis; Statistics; Engineering; Mathematics; Control engineering; Mechanical engineering","score_opus":0.029066946458856456,"score_gpt":0.24742438305458536,"score_spread":0.2183574365957289,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2801648225","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09709819,0.00028376645,0.8964954,0.00002889903,0.004971655,0.00019653534,0.00005471988,0.0002643924,0.0006064189],"genre_scores_gemma":[0.9871824,0.000104627776,0.011726603,0.00001558931,0.00028047242,0.000031374515,0.000063056395,0.000057587393,0.0005382913],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989381,0.000006880045,0.00033673728,0.00018221242,0.00030808462,0.00022797486],"domain_scores_gemma":[0.9992238,0.000036511934,0.00006483171,0.00018642315,0.0003829067,0.00010550499],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023353314,0.00018792346,0.00021533539,0.0001360569,0.000042378386,0.00001945734,0.0003077314,0.000112277085,0.000011253231],"category_scores_gemma":[0.00010149721,0.00018447856,0.00007355213,0.0000830908,0.000002987468,0.00025690443,0.000071645016,0.00015794953,0.000012753391],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003706361,0.00001603185,0.000027557762,0.000108162174,0.00005331656,9.864359e-7,0.00013210633,0.9961041,0.0016667467,0.0005547473,0.00077479694,0.00052438147],"study_design_scores_gemma":[0.0006947346,0.000054900836,7.0945663e-7,0.0002698577,0.000013927403,0.000005492945,0.000063819745,0.9697251,0.021328267,0.0002588754,0.007387563,0.00019679646],"about_ca_topic_score_codex":0.000011047133,"about_ca_topic_score_gemma":0.000001601442,"teacher_disagreement_score":0.8900842,"about_ca_system_score_codex":0.000085977925,"about_ca_system_score_gemma":0.000030682204,"threshold_uncertainty_score":0.7522817},"labels":[],"label_agreement":null},{"id":"W2802848994","doi":"10.11575/prism/31869","title":"Modelling and Analysis of the Axial Vibration on BHA of Horizontal Drilling Rig","year":2018,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Yangtze University; University of Calgary","keywords":"Vibration; Drilling; Directional drilling; Engineering; Mechanical engineering; Geology; Drilling rig; Structural engineering; Marine engineering; Petroleum engineering; Acoustics; Physics","score_opus":0.00558322623987541,"score_gpt":0.16481619400719932,"score_spread":0.1592329677673239,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2802848994","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64411414,0.00010504518,0.35303992,0.000001747625,0.00020837304,0.00006668245,0.0000025762197,0.000027080432,0.0024344544],"genre_scores_gemma":[0.98952174,0.0002598525,0.009769222,6.83391e-7,0.000019008034,1.4709056e-7,0.00012525741,0.000022722672,0.0002813453],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993636,0.000012978198,0.00017082936,0.00014574567,0.00020538546,0.00010147054],"domain_scores_gemma":[0.99954164,0.000034427263,0.00014313312,0.00018909512,0.00005898059,0.000032722794],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000081138845,0.0001419832,0.00036768414,0.0003479124,0.00005864278,0.000004564417,0.00016138612,0.00014589676,0.000014971853],"category_scores_gemma":[0.000005853968,0.00015280292,0.00019912203,0.0003107231,0.000041366715,0.00006939829,0.000017159766,0.00016879437,6.634553e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015952719,0.000048152146,0.00018945598,0.00095614116,0.0023828777,0.0000054411294,0.0071438653,0.95299757,0.010808741,0.0008853855,0.00006485368,0.024358012],"study_design_scores_gemma":[0.00013904521,0.000034615845,0.0011489651,0.00016896344,0.00074868393,2.2903669e-7,0.00010676058,0.9917645,0.005620434,0.00005325892,0.000085464264,0.00012908949],"about_ca_topic_score_codex":0.0003138377,"about_ca_topic_score_gemma":0.000035164394,"teacher_disagreement_score":0.34540763,"about_ca_system_score_codex":0.000029978451,"about_ca_system_score_gemma":0.000018780107,"threshold_uncertainty_score":0.62311226},"labels":[],"label_agreement":null},{"id":"W2803007782","doi":"10.1007/s11661-018-4623-2","title":"A Finite Element Model to Predict the Effect of Porosity on Elastic Modulus in Low-Porosity Materials","year":2018,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Porosity; Materials science; SPHERES; Microscale chemistry; Elastic modulus; Finite element method; Bulk modulus; Modulus; Composite material; Thermodynamics; Mathematics; Physics","score_opus":0.006374065036879081,"score_gpt":0.1982694338337594,"score_spread":0.1918953687968803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803007782","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64363396,0.000012229358,0.35552827,0.000017563312,0.0003922023,0.00022153374,0.00007797234,0.00006937617,0.00004687975],"genre_scores_gemma":[0.9994029,0.00004086981,0.00030133658,0.000013387048,0.00005945574,0.00008221713,0.000006121594,0.00002167519,0.00007204998],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99907744,0.000053791522,0.00032969887,0.000179545,0.00012784622,0.00023165146],"domain_scores_gemma":[0.9996597,0.00006130222,0.000022317794,0.00016485214,0.000014076796,0.00007775525],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042519224,0.00017634375,0.00035099403,0.00007229468,0.000068010704,0.000048175752,0.000092458045,0.00007146101,0.00020512745],"category_scores_gemma":[0.0000123207155,0.00012678791,0.000043230317,0.00011724185,0.000052333988,0.000055112145,0.000010068605,0.000072394556,0.000018708512],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013293725,0.000030774067,0.0000013273467,0.00017418654,0.000036404173,0.0000027097526,0.00011545752,0.84400296,0.15516199,0.000037615006,0.000006807573,0.00029683072],"study_design_scores_gemma":[0.00062635634,0.0003932588,0.0005531132,0.00016889043,0.0000694231,0.0000065423596,0.0000042287256,0.37395045,0.6238643,0.000050535888,0.00013048727,0.00018245776],"about_ca_topic_score_codex":0.000069057955,"about_ca_topic_score_gemma":0.000025657368,"teacher_disagreement_score":0.4700525,"about_ca_system_score_codex":0.000023795437,"about_ca_system_score_gemma":0.000004208068,"threshold_uncertainty_score":0.5170261},"labels":[],"label_agreement":null},{"id":"W2803013798","doi":"10.1190/tle37050332.1","title":"Introduction to this special section: Geomechanics","year":2018,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Geomechanics; Section (typography); Geology; Special section; Petroleum engineering; Reservoir modeling; Tectonics; Geotechnical engineering; Engineering; Computer science; Seismology","score_opus":0.008844175790781087,"score_gpt":0.2010728934014592,"score_spread":0.1922287176106781,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803013798","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07667327,0.00018573497,0.65741,0.003750175,0.107379325,0.00041134114,0.0000064260107,0.003230385,0.15095332],"genre_scores_gemma":[0.73243743,0.000028037462,0.00077343977,0.00016383005,0.25590247,0.000013534187,0.0000043061536,0.00007859673,0.010598364],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.999512,0.0000068643762,0.00009049908,0.00011232493,0.00008195233,0.00019634377],"domain_scores_gemma":[0.9996975,0.000016497317,0.0000075689372,0.00021266972,0.00002278918,0.000042959502],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00018273626,0.00009116789,0.00008015634,0.00006309468,0.0001081106,0.00003681768,0.00011755287,0.00004497801,0.00036615302],"category_scores_gemma":[0.000024099381,0.00007687724,0.00002433681,0.00023234822,0.00001176339,0.00005697446,0.000019105242,0.00015318283,0.0027994774],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006398917,0.0000042898405,0.0000028929117,0.000018815845,0.000026333546,8.754098e-7,0.0015732044,0.13982566,0.015905354,0.0020152759,0.82557636,0.015044567],"study_design_scores_gemma":[0.00004557859,0.000031434025,0.000010344339,0.000010913795,0.00000786976,0.000012077627,0.00001808635,0.0506165,0.015073076,0.00012863989,0.93392843,0.00011702524],"about_ca_topic_score_codex":0.00000312448,"about_ca_topic_score_gemma":0.000008115477,"teacher_disagreement_score":0.6566366,"about_ca_system_score_codex":0.00007274782,"about_ca_system_score_gemma":0.0000033158517,"threshold_uncertainty_score":0.99797696},"labels":[],"label_agreement":null},{"id":"W2803984245","doi":"10.3390/ma11050856","title":"A Polymer Plugging Gel for the Fractured Strata and Its Application","year":2018,"lang":"en","type":"article","venue":"Materials","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":40,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Materials science; Leakage (economics); Drilling fluid; Petroleum engineering; Polymer; Fracture (geology); Drilling; Composite material; Bearing capacity; Lost circulation; Geology; Geotechnical engineering; Metallurgy","score_opus":0.007905282774525808,"score_gpt":0.2110366785109589,"score_spread":0.20313139573643307,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2803984245","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7920264,0.002410788,0.20238306,0.00018971851,0.0013386935,0.0005796162,0.00008839361,0.00056383864,0.00041951612],"genre_scores_gemma":[0.9990772,0.000028884364,0.00017351999,0.000030401496,0.00053806027,0.00006292095,0.000008025963,0.000023189104,0.00005777331],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996758,0.0000030014094,0.000090509086,0.00007724147,0.00003388404,0.00011953626],"domain_scores_gemma":[0.9998148,0.000034794997,0.000012188474,0.000106766725,0.000011777254,0.000019684881],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000104192426,0.0000716693,0.00007501784,0.00001643141,0.00005972909,0.000052778127,0.00006240372,0.000036268008,0.000030232635],"category_scores_gemma":[0.000008138042,0.000053349413,0.0000094757515,0.000025749425,0.00000960961,0.00004306251,0.000010210863,0.00001924595,0.000017925775],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055769424,0.0000015430238,0.0000027123208,0.00006799685,0.000020553096,9.0089785e-8,0.00019323724,0.0018038328,0.99401724,0.0006754351,0.00031097973,0.0029008095],"study_design_scores_gemma":[0.000116677984,0.000008680293,0.00015550357,0.000013762016,0.0000133512995,0.0000016643122,0.000010249946,0.07363263,0.91123617,0.000087912485,0.014635146,0.000088277644],"about_ca_topic_score_codex":0.000007384943,"about_ca_topic_score_gemma":0.0000014641091,"teacher_disagreement_score":0.20705085,"about_ca_system_score_codex":0.000006834143,"about_ca_system_score_gemma":0.0000019626832,"threshold_uncertainty_score":0.2175526},"labels":[],"label_agreement":null},{"id":"W2805330350","doi":"10.3968/10177","title":"Mechanical Analysis of Drill String Drag and Torque With the Condition of Irregular Borehole","year":2017,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drill string; Drilling; Borehole; Drill; Drag; Drilling engineering; Drilling fluid; Measurement while drilling; Engineering; Torque; Petroleum engineering; Stress (linguistics); Geology; Structural engineering; Mechanical engineering; Geotechnical engineering; Physics; Aerospace engineering","score_opus":0.008602379445838634,"score_gpt":0.22611436161133214,"score_spread":0.2175119821654935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2805330350","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37845474,0.0013357087,0.619555,0.000073328505,0.000086191234,0.00007363164,0.0000036405122,0.00003260868,0.00038518728],"genre_scores_gemma":[0.99628115,0.00083668396,0.0028302995,0.0000034687448,0.0000067655933,0.000014597083,0.000010616991,0.0000061868386,0.00001024693],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99955666,0.0000067743326,0.00016877355,0.00009126842,0.00010082534,0.00007570157],"domain_scores_gemma":[0.99974227,0.000026557838,0.00006395346,0.00012412936,0.000020905567,0.000022184553],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012877067,0.00007499785,0.00016300914,0.00010653954,0.000063274594,0.000021258527,0.00005694876,0.00002334329,0.0000017575319],"category_scores_gemma":[0.000009542015,0.000056413955,0.000011560935,0.00007475504,0.000042404965,0.00034112242,0.000018302824,0.00004787056,1.3386153e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011455623,0.0000085295105,0.0025561298,0.0000641086,0.00010851927,0.0000010580673,0.0007833168,0.98014265,0.00080386037,0.0019750558,0.000003510546,0.013541813],"study_design_scores_gemma":[0.0008895772,0.00006761375,0.02637361,0.00019580334,0.00010682243,0.0000017359778,0.0011673151,0.9107422,0.051542316,0.00039900016,0.008218244,0.0002957359],"about_ca_topic_score_codex":0.0000035637763,"about_ca_topic_score_gemma":0.00011418263,"teacher_disagreement_score":0.6178264,"about_ca_system_score_codex":0.000015748514,"about_ca_system_score_gemma":0.0000081098015,"threshold_uncertainty_score":0.23004943},"labels":[],"label_agreement":null},{"id":"W2805633491","doi":"10.3390/en11061432","title":"Sealing Failure Analysis on V-Shaped Sealing Rings of an Inserted Sealing Tool Used for Multistage Fracturing Processes","year":2018,"lang":"en","type":"article","venue":"Energies","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Petroleum engineering; Materials science; Hydraulic fracturing; Forensic engineering; Engineering; Composite material","score_opus":0.008773122215797815,"score_gpt":0.23252052395847259,"score_spread":0.22374740174267477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2805633491","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91361254,0.00011810946,0.084947325,0.000015371594,0.00019732694,0.00015986038,0.000040278876,0.00081235194,0.000096841155],"genre_scores_gemma":[0.9838342,0.0000261186,0.015424002,0.000024589564,0.00039401403,0.00004379256,0.0000875216,0.00010787169,0.000057900677],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998389,0.000018669349,0.00046337204,0.00037870047,0.00027027685,0.00047996972],"domain_scores_gemma":[0.99897146,0.00025365912,0.00010279718,0.00038573795,0.00018710297,0.000099264806],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002730047,0.00033955704,0.00050135463,0.0004924966,0.00017653122,0.00010822917,0.000266002,0.00015513794,0.000017908666],"category_scores_gemma":[0.00015461903,0.00034837346,0.0001596735,0.000823972,0.000044802557,0.00032759615,0.000031261203,0.00018088258,0.0000032677574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024450848,0.000020705513,0.00030230795,0.00058136985,0.00038402417,0.0000030202677,0.00157571,0.93675756,0.059638854,0.00006895676,0.000012809726,0.0006302364],"study_design_scores_gemma":[0.00039784596,0.00007201386,0.00046347542,0.00017563197,0.00017343108,7.9938275e-7,0.00027544473,0.70534664,0.29172185,0.000025003465,0.0009901552,0.0003577214],"about_ca_topic_score_codex":0.00009447808,"about_ca_topic_score_gemma":0.00026761706,"teacher_disagreement_score":0.23208301,"about_ca_system_score_codex":0.00006192557,"about_ca_system_score_gemma":0.000030201963,"threshold_uncertainty_score":0.9998968},"labels":[],"label_agreement":null},{"id":"W2805757418","doi":"10.2118/190751-ms","title":"Effect of Squeeze Treatment Stages Mixing During Injection on Lifetime","year":2018,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Energi Simulation; Heriot-Watt University","keywords":"Mixing (physics); Degree (music); Mechanics; Dispersion (optics); Scale (ratio); Materials science; Environmental science; Optics; Physics","score_opus":0.0030576596266198544,"score_gpt":0.20248412710138136,"score_spread":0.1994264674747615,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2805757418","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98480237,0.00004668117,0.0032338004,0.0000031363431,0.0004056865,0.00009385851,0.0000015673538,0.0005041381,0.010908747],"genre_scores_gemma":[0.9989312,0.000022820888,0.00016329064,0.0000015931445,0.00027340808,0.000008537738,0.000001491324,0.000030129535,0.0005675078],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99952656,0.000012740057,0.000120765646,0.00010475984,0.00007582132,0.0001593718],"domain_scores_gemma":[0.99973506,0.00006188633,0.000011776853,0.000141415,0.000010714104,0.00003915457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000780604,0.00013604277,0.00014799388,0.000101266734,0.000033952507,0.000010518317,0.000039249084,0.000046100075,0.000051554245],"category_scores_gemma":[0.000011306272,0.00010905924,0.000050849845,0.00009422269,0.000013038301,0.00004370094,0.0000063537527,0.000046997608,0.00006574587],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000069391615,0.000027282229,0.0015924195,0.000306951,0.00013199043,0.000004519908,0.00037818874,0.8747132,0.10263474,0.00006844165,0.000098430275,0.019974444],"study_design_scores_gemma":[0.00041987703,0.0011390471,0.0006201295,0.00007387333,0.000014999065,0.0000032245964,0.000004787412,0.07361318,0.92365515,0.0000022173244,0.00033660192,0.000116880474],"about_ca_topic_score_codex":0.000031444226,"about_ca_topic_score_gemma":0.0000038896633,"teacher_disagreement_score":0.8210204,"about_ca_system_score_codex":0.0000847157,"about_ca_system_score_gemma":0.0000022198576,"threshold_uncertainty_score":0.4447307},"labels":[],"label_agreement":null},{"id":"W2806461238","doi":"10.1061/9780784481608.021","title":"Soil-Bentonite Slurry Trench Cutoff Wall Longevity","year":2018,"lang":"nds","type":"article","venue":"IFCEE 2018","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kensington Health","funders":"","keywords":"Trench; Slurry; Geotechnical engineering; Environmental science; Bentonite; Shield; Longevity; Groundwater; Geology; Environmental engineering; Materials science","score_opus":0.010999212405603226,"score_gpt":0.21621617537229365,"score_spread":0.20521696296669042,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2806461238","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.721979,0.008244776,0.040280886,0.00056950405,0.019241882,0.0006034628,0.00016217328,0.0027640597,0.20615423],"genre_scores_gemma":[0.98061526,0.0005527148,0.0011348,0.00012805042,0.0035947033,0.000016063212,0.000034052282,0.00020110128,0.013723283],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99716914,0.00004476026,0.0005834859,0.000618356,0.00042266614,0.0011616222],"domain_scores_gemma":[0.99828213,0.00009650874,0.00009135403,0.0009878216,0.0001309475,0.00041125302],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00038177465,0.000644183,0.000553538,0.0002586528,0.00027518778,0.0002053928,0.0005369746,0.00043884476,0.0012934436],"category_scores_gemma":[0.00005235137,0.000703281,0.00025180812,0.00051710365,0.00021848141,0.00032874948,0.000146597,0.0005817561,0.0068808007],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019868826,0.0009791586,0.008159309,0.003411926,0.0027143774,0.00039261696,0.019561417,0.3202474,0.04210778,0.003996195,0.4278073,0.17042382],"study_design_scores_gemma":[0.0007975836,0.00029532058,0.0032713264,0.0004930585,0.00017554319,0.000034115088,0.000045905595,0.5341132,0.010757585,0.00022817586,0.44856492,0.0012232348],"about_ca_topic_score_codex":0.0004124839,"about_ca_topic_score_gemma":0.00020143868,"teacher_disagreement_score":0.2586362,"about_ca_system_score_codex":0.00023785517,"about_ca_system_score_gemma":0.00006095348,"threshold_uncertainty_score":0.9996195},"labels":[],"label_agreement":null},{"id":"W2807032400","doi":"10.1071/aj17176","title":"Geomechanical insights in the Bedout Sub-basin: exploiting technologies for understanding reservoir settings","year":2018,"lang":"en","type":"article","venue":"The APPEA Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Geology; Wireline; Drilling; Seismology; Geotechnical engineering; Borehole; Shear (geology); Petrology; Engineering","score_opus":0.034595494664425006,"score_gpt":0.23047368895469028,"score_spread":0.19587819429026526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2807032400","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5248304,0.00087502087,0.4687907,0.0028615827,0.0006651998,0.0002533623,0.0000019724068,0.00050367945,0.0012180402],"genre_scores_gemma":[0.9985716,0.00012620319,0.00063419616,0.000071533264,0.00053585635,0.00001487362,8.3407093e-7,0.000037325794,0.000007583378],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989583,0.00003459426,0.0002810859,0.000111022106,0.00019420021,0.00042080323],"domain_scores_gemma":[0.9993289,0.00032174186,0.00005119689,0.00023679204,0.000031829153,0.000029558158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011550529,0.00015195286,0.00015538164,0.00013909723,0.00039957342,0.00016826845,0.00054824573,0.000091427275,0.000002789496],"category_scores_gemma":[0.00018053659,0.000090355614,0.00007833208,0.00028920214,0.00007813049,0.00014514546,0.000050189064,0.00059692364,0.000010421401],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034011283,0.00018770408,0.0007534787,0.00093923486,0.0008157113,0.00024299115,0.059692647,0.5271176,0.10985756,0.19674759,0.052652333,0.050653014],"study_design_scores_gemma":[0.0019066883,0.00037980432,0.000119378186,0.0013644675,0.000082277766,0.0007642323,0.04202248,0.61332405,0.05241572,0.25213242,0.034558292,0.0009301769],"about_ca_topic_score_codex":0.0000018925093,"about_ca_topic_score_gemma":0.000011456222,"teacher_disagreement_score":0.47374117,"about_ca_system_score_codex":0.0001387823,"about_ca_system_score_gemma":0.000013039592,"threshold_uncertainty_score":0.36845952},"labels":[],"label_agreement":null},{"id":"W2808425688","doi":"10.36487/acg_repo/563_7","title":"Thickening of Oil Sands Composite Tailings","year":2005,"lang":"en","type":"article","venue":"Paste/Paste","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Syncrude","keywords":"Tailings; Arithmetic underflow; Oil sands; Thickening; Environmental science; Geotechnical engineering; Geology; Waste management; Materials science; Engineering; Composite material; Metallurgy","score_opus":0.004559234838369903,"score_gpt":0.17657907686213403,"score_spread":0.17201984202376414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808425688","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.915123,0.0020557074,0.031128371,0.000090155634,0.00065942743,0.000052429856,0.000009783031,0.00078942673,0.050091695],"genre_scores_gemma":[0.9942041,0.000110736895,0.0045545613,0.000027609729,0.00030931743,0.0000055843366,0.0000072177604,0.000060137834,0.00072072516],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898636,0.000010137203,0.00033112115,0.00015744474,0.0001857473,0.00032920128],"domain_scores_gemma":[0.9995298,0.00005883704,0.000040004976,0.0002369042,0.000037423455,0.00009706347],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015729657,0.00019841168,0.00026502143,0.00012105734,0.000042732867,0.00002606923,0.00016458465,0.00008869655,0.00005071083],"category_scores_gemma":[0.000011176406,0.00020825378,0.00009061768,0.00018934956,0.000027541362,0.00013301062,0.00003349527,0.00022801179,0.000103148355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062007803,0.000012519577,0.000494905,0.00021900138,0.000052449115,0.0000030097308,0.000774269,0.8788143,0.09188457,0.00012136271,0.00025727836,0.02736013],"study_design_scores_gemma":[0.00060792477,0.000032926382,0.00024063204,0.00035472895,0.000039943825,0.000016697415,0.00008706846,0.84118587,0.12422127,0.000018466415,0.032757983,0.0004365123],"about_ca_topic_score_codex":0.000008079761,"about_ca_topic_score_gemma":0.0000041024373,"teacher_disagreement_score":0.0790811,"about_ca_system_score_codex":0.00003617841,"about_ca_system_score_gemma":0.0000074949,"threshold_uncertainty_score":0.8492343},"labels":[],"label_agreement":null},{"id":"W2808879233","doi":"10.2118/191155-ms","title":"Formation Damage Assessment and Filter Cake Characterization of NPs/Ca-Bentonite Fluids for Drilling Harsh Environments Using Computed-Tomography Scan","year":2018,"lang":"en","type":"article","venue":"SPE Trinidad and Tobago Section Energy Resources Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Bentonite; Computed tomography; Characterization (materials science); Drilling fluid; Materials science; Drilling; Engineering; Radiology; Geotechnical engineering; Nanotechnology; Medicine; Metallurgy","score_opus":0.014559359003846495,"score_gpt":0.21483511961189672,"score_spread":0.20027576060805022,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2808879233","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5666731,0.00004139625,0.43271494,0.0000035682096,0.00019393391,0.00006601377,0.000018561577,0.000046671623,0.00024179013],"genre_scores_gemma":[0.99760336,0.00022663482,0.0017399623,0.0000112198595,0.00024377144,0.000010600177,0.00008659141,0.000025287822,0.000052559695],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991832,0.000021175185,0.00028226234,0.00019785536,0.00012191645,0.00019360296],"domain_scores_gemma":[0.99965173,0.000025080733,0.000084235086,0.000120131015,0.000043525088,0.00007530255],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000106467705,0.00017792404,0.00019860436,0.00022118214,0.00013363075,0.00009027243,0.00006025634,0.00009139769,0.000015720922],"category_scores_gemma":[0.0000023496914,0.00018860017,0.000040808332,0.00015175038,0.00006890625,0.0002583106,0.000027761424,0.00007346945,3.3283519e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003537615,0.00003143674,0.0042021247,0.00024154435,0.000110793895,6.9629687e-7,0.001045455,0.057166845,0.91559684,0.00066174736,0.000007707404,0.020899458],"study_design_scores_gemma":[0.00046896216,0.00010663131,0.015584657,0.00012989563,0.000035632165,0.000006409302,0.00006257292,0.9047594,0.07175836,0.000048345755,0.006822298,0.00021685909],"about_ca_topic_score_codex":0.000041614992,"about_ca_topic_score_gemma":0.000019845664,"teacher_disagreement_score":0.84759253,"about_ca_system_score_codex":0.000032533513,"about_ca_system_score_gemma":0.000006850088,"threshold_uncertainty_score":0.76908916},"labels":[],"label_agreement":null},{"id":"W2809941012","doi":"10.1007/s00419-018-1412-8","title":"Kinetic characteristics analysis of a new torsional oscillator based on impulse response","year":2018,"lang":"en","type":"article","venue":"Archive of Applied Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"National Natural Science Foundation of China","keywords":"Inlet; Impulse (physics); Torsional vibration; Vibration; Torque; Mechanics; Displacement (psychology); Engineering; Control theory (sociology); Structural engineering; Physics; Acoustics; Classical mechanics; Mechanical engineering; Computer science","score_opus":0.005606485673731453,"score_gpt":0.19403534554526808,"score_spread":0.18842885987153662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2809941012","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.39944088,0.000009079493,0.5981129,0.000010204928,0.00026072885,0.00012869517,0.00014636424,0.00012079543,0.0017703685],"genre_scores_gemma":[0.9847038,0.000008434846,0.015091196,0.000030301146,0.00008049128,0.000003716898,0.00003416978,0.00003316746,0.000014753378],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991247,0.000010533779,0.00029424604,0.00016338537,0.00021508159,0.00019206345],"domain_scores_gemma":[0.9992604,0.00020122854,0.00006499563,0.00032844354,0.000032761167,0.00011217231],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018590425,0.00015711469,0.0003407861,0.00042314746,0.000021043214,0.0000052273235,0.0001514288,0.000055352815,0.00006604278],"category_scores_gemma":[0.00004022492,0.00016031096,0.00012046637,0.00047925353,0.00002250996,0.000011206873,0.00002597151,0.0001002827,0.000012801451],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0011020154,0.000056434765,0.000019533005,0.00009288549,0.00046928195,0.0000023348716,0.00060795544,0.60007745,0.37726358,0.014480707,0.00032985705,0.00549797],"study_design_scores_gemma":[0.00028741072,0.00017070101,0.0008502789,0.000041074603,0.00021239082,2.0798862e-7,0.000012733606,0.943552,0.052398544,0.0008738061,0.0014460868,0.00015474384],"about_ca_topic_score_codex":0.000005421349,"about_ca_topic_score_gemma":0.0000023808875,"teacher_disagreement_score":0.5852629,"about_ca_system_score_codex":0.00002435651,"about_ca_system_score_gemma":0.00003832178,"threshold_uncertainty_score":0.6537291},"labels":[],"label_agreement":null},{"id":"W2810120575","doi":"10.1007/s13202-018-0510-z","title":"Experimental investigation of gas kick effects on dynamic drilling parameters","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada; Research and Development Corporation of Newfoundland and Labrador","keywords":"Rate of penetration; Drilling; Petroleum engineering; Choke; Offshore drilling; Marine engineering; Well control; Wellhead; Drilling rig; Drilling fluid; Vibration; Measurement while drilling; Engineering; Submarine pipeline; Environmental science; Mechanical engineering; Geotechnical engineering","score_opus":0.008761239699751202,"score_gpt":0.21347104327087613,"score_spread":0.20470980357112492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810120575","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95781475,0.0005549121,0.0393513,0.00074508775,0.001333474,0.000052631483,2.8192662e-7,0.00011594761,0.000031638323],"genre_scores_gemma":[0.99642634,0.00026698562,0.0030775813,0.000010509971,0.00018335447,0.0000044840963,0.0000010925947,0.000016595703,0.000013048536],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993715,0.00001768956,0.00029891983,0.00009907401,0.00011404378,0.0000987594],"domain_scores_gemma":[0.99961644,0.000018934614,0.0001366998,0.00010556657,0.00008650641,0.0000358596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017507671,0.00010131215,0.00016922317,0.0005282445,0.00004180324,0.000011596525,0.000055750927,0.00008995462,0.000002009078],"category_scores_gemma":[0.000066665154,0.00009663977,0.000030704232,0.00022110976,0.00008472104,0.00024302877,0.0000070774845,0.00017526909,0.0000038768376],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004557533,0.000020108646,0.00020187708,0.000098682234,0.00005108487,0.0000022009701,0.0007020922,0.14101641,0.82788956,0.00028696549,0.00017576423,0.029509649],"study_design_scores_gemma":[0.00025843998,0.0006941659,0.000043940283,0.00012429997,0.000013907554,0.000044196844,0.00028920377,0.04213986,0.9545213,0.0014944638,0.00028902566,0.00008720639],"about_ca_topic_score_codex":4.4802272e-7,"about_ca_topic_score_gemma":5.4749097e-7,"teacher_disagreement_score":0.12663169,"about_ca_system_score_codex":0.000049596543,"about_ca_system_score_gemma":0.000008347267,"threshold_uncertainty_score":0.39408556},"labels":[],"label_agreement":null},{"id":"W2810311206","doi":"10.1063/1.5024718","title":"Onset of miscible and immiscible fluids’ invasion into a viscoplastic fluid","year":2018,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Alliance Canada","keywords":"Surface tension; Viscosity; Suspension (topology); Yield (engineering); Rheology; Viscoplasticity; Tension (geology); Stress (linguistics); Materials science; Composite material; Thermodynamics; Compression (physics); Physics; Constitutive equation","score_opus":0.00910792689090047,"score_gpt":0.21177460711987647,"score_spread":0.202666680228976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2810311206","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92312586,0.0007043976,0.07397256,0.000010290653,0.00032917497,0.00008325333,0.000012144007,0.00013052853,0.0016317852],"genre_scores_gemma":[0.99610215,0.00015497125,0.0034813285,0.0000050874764,0.00016865799,0.0000048555003,0.0000072524963,0.000040440045,0.000035275876],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991809,0.000008824259,0.00026614612,0.00016610012,0.00016906216,0.00020897562],"domain_scores_gemma":[0.9994671,0.000072275914,0.000025464231,0.00027689076,0.000079677266,0.000078640456],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011691519,0.000170071,0.00027690522,0.000089802284,0.000041865707,0.000013619146,0.00013816201,0.000060094484,0.000015389021],"category_scores_gemma":[0.000029401901,0.00017371128,0.000055577737,0.00027104246,0.0001337648,0.0001351672,0.000058887945,0.00008495981,0.000020245456],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014662417,0.000036976817,0.0003289981,0.00054284313,0.000058077756,0.00000103702,0.0009810362,0.029355893,0.9640998,0.0005287245,0.00086276204,0.0031891614],"study_design_scores_gemma":[0.00030782714,0.00016776899,0.00023906428,0.00023986539,0.00003050857,0.0000033404194,0.00003912669,0.25662988,0.73997766,0.0017543819,0.00041193474,0.00019863092],"about_ca_topic_score_codex":0.000045013338,"about_ca_topic_score_gemma":0.0000035816122,"teacher_disagreement_score":0.227274,"about_ca_system_score_codex":0.000018893903,"about_ca_system_score_gemma":0.000020126561,"threshold_uncertainty_score":0.708374},"labels":[],"label_agreement":null},{"id":"W2811462547","doi":"10.4095/308294","title":"Induced seismicity research project: an update","year":2018,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Induced seismicity; Geology; Seismology","score_opus":0.20621991056191907,"score_gpt":0.399322518403488,"score_spread":0.1931026078415689,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2811462547","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030856013,0.0007095975,0.008358403,0.000024146408,0.005671367,0.0007616985,0.00005635965,0.004009574,0.94955283],"genre_scores_gemma":[0.9232431,0.0050444226,0.004638269,0.00006428913,0.011411495,0.0002199082,0.00070438307,0.0010703318,0.053603813],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9973853,0.000046366054,0.0003756616,0.0004458628,0.0010219208,0.00072487636],"domain_scores_gemma":[0.99845594,0.000041890344,0.000027814403,0.0007836941,0.00053353724,0.00015713797],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0018560027,0.0003595172,0.00041184764,0.00058938866,0.00009847098,0.00012881932,0.0004234115,0.0006205877,0.00017518946],"category_scores_gemma":[0.00010773565,0.00034217822,0.00008580081,0.00048488236,0.000042510917,0.0001423185,0.00009526715,0.00134758,0.00042329635],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000062700988,0.000057514808,0.000034598263,0.0015899072,0.00028891597,0.00007427576,0.00037458268,0.019539677,0.0014605961,0.00010319095,0.95372236,0.022748092],"study_design_scores_gemma":[0.00008070647,0.000066709705,0.000032014592,0.0001919753,0.000016859713,0.00003297123,0.000029492181,0.102482334,0.0037477207,0.000067600464,0.8927258,0.00052580686],"about_ca_topic_score_codex":0.0016454278,"about_ca_topic_score_gemma":0.00009433903,"teacher_disagreement_score":0.895949,"about_ca_system_score_codex":0.0003929405,"about_ca_system_score_gemma":0.000551861,"threshold_uncertainty_score":0.999903},"labels":[],"label_agreement":null},{"id":"W2884324793","doi":"10.1016/j.ifacol.2018.06.382","title":"Benchmarking of Industrial Stick-Slip Mitigation Controllers","year":2018,"lang":"en","type":"article","venue":"IFAC-PapersOnLine","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drill string; Control theory (sociology); Slip (aerodynamics); Drill; Engineering; Amplitude; Controller (irrigation); Coulomb; Computer science; Mechanical engineering; Physics; Control (management); Aerospace engineering","score_opus":0.010980359211384547,"score_gpt":0.1992387964543208,"score_spread":0.18825843724293626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2884324793","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9579904,0.0003057077,0.030540913,0.00011183889,0.0027192766,0.00023888571,0.000053860622,0.00050580094,0.007533313],"genre_scores_gemma":[0.96834594,0.000029158258,0.029631807,0.000025958008,0.0018098941,0.0000052482355,0.000034722703,0.000039377286,0.00007787939],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990867,0.00001322987,0.0002965881,0.00015320547,0.00018049972,0.0002698159],"domain_scores_gemma":[0.9995487,0.00008671398,0.000045528534,0.00017258117,0.000060955746,0.000085532076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016402609,0.00017224748,0.0002514401,0.00010898737,0.00004753771,0.000017955845,0.00011717935,0.00014068378,0.00013599834],"category_scores_gemma":[0.000077905286,0.0001752974,0.00007664362,0.00020751635,0.00006655606,0.00009015922,0.000014568214,0.00018113985,0.000029117387],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013317222,0.00009503123,0.003697789,0.00022404126,0.00052793097,0.000017055572,0.0021182438,0.6560194,0.17836107,0.0006444702,0.0003498878,0.15781192],"study_design_scores_gemma":[0.0018381557,0.00016548767,0.0005159652,0.0002348912,0.000061797175,0.000005619377,0.00013223916,0.9695614,0.024774216,0.00004517191,0.0023045433,0.0003605169],"about_ca_topic_score_codex":0.00002085164,"about_ca_topic_score_gemma":0.000013898888,"teacher_disagreement_score":0.31354204,"about_ca_system_score_codex":0.000047439495,"about_ca_system_score_gemma":0.000020367743,"threshold_uncertainty_score":0.7148421},"labels":[],"label_agreement":null},{"id":"W2884802633","doi":"10.1016/j.jnnfm.2018.07.007","title":"Buoyancy effects on micro-annulus formation: Density unstable Newtonian–Bingham fluid displacements in vertical channels","year":2018,"lang":"en","type":"article","venue":"Journal of Non-Newtonian Fluid Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mechanics; Buoyancy; Annulus (botany); Instability; Newtonian fluid; Geology; Non-Newtonian fluid; Reynolds number; Fluid dynamics; Froude number; Flow (mathematics); Materials science; Physics; Turbulence","score_opus":0.00567048358938183,"score_gpt":0.20866650096867104,"score_spread":0.2029960173792892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2884802633","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65014476,0.0003950748,0.34358203,0.00018120413,0.0047827316,0.00028973585,0.000004678924,0.00011495211,0.0005048366],"genre_scores_gemma":[0.99423957,0.00025051177,0.004154444,0.00017168724,0.0009808777,0.0000068550626,0.000003929841,0.000091481576,0.00010067087],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9976535,0.000048139882,0.0008385394,0.0002281774,0.00050616666,0.0007254743],"domain_scores_gemma":[0.99892855,0.000104738625,0.00010104535,0.0003325948,0.0001966065,0.00033644945],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006452226,0.00039956637,0.000581648,0.00045469435,0.00012342741,0.00010511297,0.0003661732,0.00023566154,0.00002791385],"category_scores_gemma":[0.000114557995,0.0003914297,0.0001824397,0.0004825093,0.000019832956,0.00051318936,0.000063857246,0.00057003036,0.00014088488],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033562473,0.000226705,0.00015287574,0.00072823226,0.00023945876,0.00038886972,0.0016168794,0.23156573,0.75061476,0.00041779713,0.00665246,0.007060601],"study_design_scores_gemma":[0.0014194201,0.00056554575,0.00012803628,0.0008660465,0.000046498644,0.00013079881,0.00003508505,0.6228606,0.37133214,0.00023553315,0.0020587402,0.00032155126],"about_ca_topic_score_codex":0.0000075849694,"about_ca_topic_score_gemma":0.000008785869,"teacher_disagreement_score":0.39129487,"about_ca_system_score_codex":0.0004771386,"about_ca_system_score_gemma":0.00006917829,"threshold_uncertainty_score":0.99985373},"labels":[],"label_agreement":null},{"id":"W2885315454","doi":"10.11159/icmie18.109","title":"Examination of Feedrate Impacts on Different Grain Size Granite Materials from Edge Damage Aspect","year":2018,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Grain size; Materials science; Enhanced Data Rates for GSM Evolution; Geology; Composite material; Computer science; Artificial intelligence","score_opus":0.005896523095919952,"score_gpt":0.18905805794194905,"score_spread":0.1831615348460291,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2885315454","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99667823,0.000008422971,0.000009420122,0.000028457318,0.0023235527,0.00022583574,0.00010099908,0.0002540495,0.00037100937],"genre_scores_gemma":[0.99888444,0.000051421477,0.00037105184,0.000015621265,0.00050018245,0.000022976858,0.000008038091,0.00008743942,0.0000588349],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985643,0.000007697376,0.00050051115,0.00030534007,0.00026902233,0.00035314917],"domain_scores_gemma":[0.9993021,0.00013523693,0.00014296433,0.00020417363,0.00009292245,0.00012263436],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022148735,0.00038677745,0.00053532,0.00014175956,0.000050803414,0.000106494044,0.00036022766,0.0001344614,0.000060939477],"category_scores_gemma":[0.00018366276,0.00030764463,0.00008486439,0.00021819271,0.0000778841,0.00012285843,0.00012369441,0.00019075895,0.0000031170134],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007848559,0.00003367999,0.0000034888726,0.00039438208,0.00006629457,4.7675852e-7,0.000028779727,0.0003816185,0.9965022,0.0021740883,0.00014418701,0.00019228927],"study_design_scores_gemma":[0.0004940944,0.00009707604,0.00037478644,0.0010106391,0.000051707535,0.0000014421397,0.00001443089,0.008321462,0.98890287,0.0002696704,0.00015983076,0.0003020095],"about_ca_topic_score_codex":0.000010991739,"about_ca_topic_score_gemma":0.0000016177107,"teacher_disagreement_score":0.007939843,"about_ca_system_score_codex":0.000057697212,"about_ca_system_score_gemma":0.000003836955,"threshold_uncertainty_score":0.9999376},"labels":[],"label_agreement":null},{"id":"W2886267200","doi":"10.2118/191844-ms","title":"Coiled Tubing String Design in Extended Reach Shale Wells","year":2018,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Coiled tubing; Completion (oil and gas wells); Casing; String (physics); Engineering; Petroleum engineering; Fracture (geology); Microstructure; Drilling; Geology; Mechanical engineering; Materials science; Geotechnical engineering; Composite material; Physics","score_opus":0.013567650871002774,"score_gpt":0.20386285282208746,"score_spread":0.19029520195108468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2886267200","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20316252,0.00025571516,0.74397135,0.000015909878,0.00070072495,0.00018947394,0.0000010426475,0.0013244472,0.050378796],"genre_scores_gemma":[0.9880848,0.000036647656,0.011105385,0.000016094322,0.00017698114,0.000009362879,0.0000016241171,0.00004698873,0.00052214164],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914926,0.000013972457,0.00021158192,0.00016790822,0.00010246777,0.00035483044],"domain_scores_gemma":[0.9996378,0.000067287554,0.0000096221,0.00019804986,0.000018081166,0.000069176844],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026363198,0.00015086643,0.00015960017,0.00014834478,0.000031609015,0.00003690932,0.00012777434,0.00007483657,0.00014592083],"category_scores_gemma":[0.000023792922,0.00015622439,0.000030238549,0.00024360216,0.0000176196,0.00012255576,0.000020417709,0.00015402854,0.00018008015],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012108469,0.000029658246,0.0006406622,0.00008443906,0.000040831554,0.000032100394,0.0007789889,0.9360511,0.04161351,0.001096033,0.0016075523,0.018013041],"study_design_scores_gemma":[0.0003444782,0.000030953717,0.0008993472,0.000098049895,0.0000050031563,0.000006781922,0.0000634641,0.92200005,0.07482989,0.00019867066,0.001256404,0.00026688195],"about_ca_topic_score_codex":0.000033985754,"about_ca_topic_score_gemma":0.000011853791,"teacher_disagreement_score":0.78492224,"about_ca_system_score_codex":0.00006853866,"about_ca_system_score_gemma":0.000008032021,"threshold_uncertainty_score":0.6370646},"labels":[],"label_agreement":null},{"id":"W2886556810","doi":"10.15530/urtec-2018-2901598","title":"Monitoring Wellbore Quality in Real-Time Using a Geometrically Derived Tortuosity Metric","year":2018,"lang":"en","type":"article","venue":"Proceedings of the 6th Unconventional Resources Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"University of Texas at Austin","keywords":"Tortuosity; Wellbore; Metric (unit); Quality (philosophy); Computer science; Petroleum engineering; Geology; Porosity; Engineering; Geotechnical engineering; Physics","score_opus":0.022688027723938596,"score_gpt":0.2571746984581515,"score_spread":0.2344866707342129,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2886556810","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9946238,0.00020333797,0.001627753,0.00006482702,0.0002132127,0.00015029026,0.0000042788074,0.00038113538,0.0027313908],"genre_scores_gemma":[0.99636215,0.00008074329,0.0033320743,0.0000026397938,0.00008781507,0.000011978353,4.5535967e-7,0.000025429574,0.00009673857],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985288,0.0000075480407,0.00048148356,0.00028032283,0.0003389823,0.0003628696],"domain_scores_gemma":[0.99917626,0.000073622155,0.00016488846,0.00016710833,0.0003617501,0.00005636861],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046495406,0.00020807305,0.0003374736,0.0008892447,0.000102446815,0.00003537298,0.00068349537,0.00024489433,0.000029715397],"category_scores_gemma":[0.00044004075,0.00018742819,0.00009822134,0.0024288734,0.00029242583,0.00013510676,0.00021348667,0.00034951422,0.000009923134],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044060067,0.00009112538,0.2852853,0.00038444286,0.00014890886,0.0000020761904,0.0003595285,0.0067190486,0.69682574,0.0032908113,0.000034088458,0.00681488],"study_design_scores_gemma":[0.0011524009,0.00017292959,0.16040166,0.0015294505,0.000093626484,0.000038150232,0.0005670727,0.14723241,0.6763974,0.010609902,0.0008878203,0.00091718044],"about_ca_topic_score_codex":0.00007547203,"about_ca_topic_score_gemma":0.0000038835865,"teacher_disagreement_score":0.14051338,"about_ca_system_score_codex":0.00016778582,"about_ca_system_score_gemma":0.000030039251,"threshold_uncertainty_score":0.76431},"labels":[],"label_agreement":null},{"id":"W2886826538","doi":"10.15530/urtec-2018-2902668","title":"Outlier Analysis: A Systematic Method for Distinguishing Between Sub-surface and Engineering Influence on Well Performance in the Montney","year":2018,"lang":"en","type":"article","venue":"Proceedings of the 6th Unconventional Resources Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Outlier; Computer science; Data mining; Artificial intelligence; Pattern recognition (psychology)","score_opus":0.009670365438079897,"score_gpt":0.2239274776218819,"score_spread":0.214257112183802,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2886826538","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9889024,0.0001581385,0.0096920505,0.00013943412,0.000054619693,0.00041901963,0.0000061121114,0.00015567924,0.0004725855],"genre_scores_gemma":[0.99737686,0.00001475662,0.0024357145,0.000011255904,0.000039967937,0.000070757385,9.193474e-7,0.00001904335,0.000030736788],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99885744,0.0000078917465,0.00039833845,0.00023528995,0.00022997448,0.00027108932],"domain_scores_gemma":[0.9991943,0.00028130913,0.00014177618,0.0001642331,0.00018950489,0.000028866418],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008907009,0.00019742521,0.00038158495,0.0003013869,0.000106228465,0.000063790416,0.0006388836,0.00013749742,0.0000010231806],"category_scores_gemma":[0.0004941119,0.00013790424,0.00008831465,0.00090507657,0.00012471205,0.000098411736,0.00008126803,0.00031235942,0.0000016991946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064223605,0.00007710816,0.32711563,0.027983798,0.0017133236,0.0000014197036,0.005255988,0.5791683,0.024775974,0.032405347,0.00005525475,0.0013835856],"study_design_scores_gemma":[0.0004206219,0.00015284953,0.03492924,0.0049166447,0.000501953,0.000011228918,0.0005964017,0.9333687,0.022438228,0.0018489424,0.000428853,0.00038634575],"about_ca_topic_score_codex":0.00000646068,"about_ca_topic_score_gemma":0.0000046124715,"teacher_disagreement_score":0.35420033,"about_ca_system_score_codex":0.000038602564,"about_ca_system_score_gemma":0.000008614837,"threshold_uncertainty_score":0.5623572},"labels":[],"label_agreement":null},{"id":"W2888063657","doi":"10.1016/j.petrol.2018.08.045","title":"Effects of irregularity on displacement flows in primary cementing of highly deviated wells","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"BC Oil and Gas Research and Innovation Society","keywords":"Slumping; Annulus (botany); Washout; Drilling fluid; Geology; Geotechnical engineering; Mechanics; Eccentricity (behavior); Petroleum engineering; Well control; Hydrogeology; Fluid dynamics; Drilling; Materials science; Geomorphology; Composite material","score_opus":0.002905534788440317,"score_gpt":0.1782475421708481,"score_spread":0.17534200738240777,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2888063657","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9866952,0.00039791115,0.011994292,0.000010113862,0.0005487015,0.000046371788,7.782504e-7,0.000021223572,0.00028542982],"genre_scores_gemma":[0.9978494,0.00010273301,0.0019294056,0.00000581352,0.000091049435,0.0000010858765,1.8677261e-7,0.000015019325,0.000005275189],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867177,0.0000070023716,0.00047855516,0.00010911125,0.00044934306,0.00028420598],"domain_scores_gemma":[0.9995005,0.00008354366,0.000104071216,0.0001058995,0.00011105705,0.00009491593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00093700364,0.0001407936,0.0003151939,0.00058701483,0.000028310678,0.000020185222,0.00020072343,0.00004200668,0.0000018385325],"category_scores_gemma":[0.000105240295,0.00012846176,0.00004729003,0.0005018011,0.00007002762,0.000252333,0.0000361157,0.00018854334,7.359835e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011662705,0.00002617677,0.0006212207,0.00044223465,0.000018935822,0.000006066196,0.0001591049,0.46655193,0.53115696,0.00006362806,0.000010429422,0.00093168265],"study_design_scores_gemma":[0.00078930415,0.00032891313,0.03372008,0.0011369863,0.000025672965,0.000012667864,0.000026761585,0.62595916,0.33749738,0.000008806439,0.0003148145,0.00017943072],"about_ca_topic_score_codex":0.0000052562245,"about_ca_topic_score_gemma":8.712196e-7,"teacher_disagreement_score":0.19365953,"about_ca_system_score_codex":0.00012927431,"about_ca_system_score_gemma":0.000039043007,"threshold_uncertainty_score":0.5238519},"labels":[],"label_agreement":null},{"id":"W2889823810","doi":"10.3390/min8090400","title":"Impact of Clay Minerals on the Dewatering of Coal Slurry: An Experimental and Molecular-Simulation Study","year":2018,"lang":"en","type":"article","venue":"Minerals","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Centre for Clean Coal/Carbon and Mineral Processing Technologies; National Youth Foundation of China; National Natural Science Foundation of China; Natural Science Foundation of Shanxi Province; University of Alberta","keywords":"Kaolinite; Montmorillonite; Dewatering; Slurry; Filtration (mathematics); Coal slurry; Filter cake; Clay minerals; Porosity; Materials science; Adsorption; Coal; Moisture; Mineralogy; Chemical engineering; Chemistry; Geology; Composite material; Geotechnical engineering; Chromatography; Organic chemistry; Mathematics","score_opus":0.01989744515534781,"score_gpt":0.28942177497974647,"score_spread":0.26952432982439867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2889823810","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99777967,0.00008142249,0.0011361579,0.0000034585914,0.000084837215,0.00017403423,0.0000065975996,0.000054725057,0.00067912496],"genre_scores_gemma":[0.99972457,0.0000012520089,0.00012695807,0.000005643543,0.000072951836,0.000007852789,0.0000035027138,0.000028410195,0.000028836243],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99938893,0.000027201419,0.00020862723,0.000114092814,0.00011679347,0.00014435689],"domain_scores_gemma":[0.9996454,0.000040956977,0.00003116963,0.00020949592,0.000028872248,0.000044074663],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014207888,0.00013915994,0.00018395082,0.000066623405,0.000027786122,0.000016860755,0.00008113281,0.00003571347,0.000031051797],"category_scores_gemma":[0.000012911443,0.00009883862,0.000044544046,0.00007568318,0.0000358117,0.000072171344,0.000019540377,0.000049772036,0.0000017714151],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010390269,0.00004487455,0.0008070438,0.0000071485165,0.000031952044,9.136706e-7,0.00082568073,0.39746624,0.60072404,0.000014648259,0.000027414386,0.000039618113],"study_design_scores_gemma":[0.00037111036,0.0010105897,0.002401328,0.000035626676,0.000013863375,0.0000015921081,0.00013120871,0.42695713,0.5689046,0.000010288209,0.000025287027,0.00013740489],"about_ca_topic_score_codex":0.00008320185,"about_ca_topic_score_gemma":0.000002879455,"teacher_disagreement_score":0.03181949,"about_ca_system_score_codex":0.000020068786,"about_ca_system_score_gemma":0.0000035814705,"threshold_uncertainty_score":0.40305218},"labels":[],"label_agreement":null},{"id":"W2890023743","doi":"10.1190/segam2018-2964198.1","title":"Monitoring downhole drilling vibrations using surface data through deep learning","year":2018,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Drilling; Borehole; Vibration; Geology; Measurement while drilling; Artificial intelligence; Engineering; Marine engineering; Computer science; Mechanical engineering; Acoustics; Geotechnical engineering","score_opus":0.0479521855894261,"score_gpt":0.2725809012233049,"score_spread":0.22462871563387882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2890023743","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19481915,0.0006008724,0.7930923,0.000008055209,0.0011776751,0.00006199542,0.000002812321,0.0012215792,0.009015569],"genre_scores_gemma":[0.88471144,0.00016060611,0.11399136,0.0000058050114,0.0008894058,0.000001027117,0.000015734859,0.00007271753,0.00015187553],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888676,0.000014520154,0.00024557783,0.00028844233,0.00016322112,0.00040145652],"domain_scores_gemma":[0.9992463,0.00006198249,0.000023177683,0.00054420234,0.000049062273,0.00007524648],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017632305,0.00020047309,0.0001677958,0.000046491226,0.00027417764,0.00012945037,0.00033324736,0.000088512505,0.00007550403],"category_scores_gemma":[0.0000398353,0.00021354046,0.000027057351,0.0003004349,0.000035431098,0.00073655875,0.00012544556,0.00026140388,0.00012257762],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.2213345e-7,0.0000038376215,0.00092589797,0.000021448062,0.00003256684,0.0000016775997,0.00038961956,0.95895463,0.03795909,0.00006680998,0.000030995026,0.0016126769],"study_design_scores_gemma":[0.00009728049,0.00001265347,0.00008608927,0.00007441269,0.0000192456,0.000006684314,0.0002049791,0.9567222,0.037230883,0.000034696943,0.005244315,0.00026658727],"about_ca_topic_score_codex":0.000069992406,"about_ca_topic_score_gemma":0.000009077788,"teacher_disagreement_score":0.6898923,"about_ca_system_score_codex":0.000055897224,"about_ca_system_score_gemma":0.000010511699,"threshold_uncertainty_score":0.87079275},"labels":[],"label_agreement":null},{"id":"W2891302815","doi":"10.3968/10410","title":"Study on Failure Length of Cementing Interface in Horizontal Wells During Fracturing","year":2018,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Borehole; Stress (linguistics); Hydraulic fracturing; Fracture (geology); Petroleum engineering; Geotechnical engineering; Wellbore; Geology; Materials science; Engineering","score_opus":0.010559531534394217,"score_gpt":0.2407546067049416,"score_spread":0.23019507517054738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2891302815","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96548605,0.00032016137,0.03295809,0.000009795976,0.00026850827,0.000113642694,4.329388e-7,0.000074195894,0.00076913886],"genre_scores_gemma":[0.99779063,0.00017644279,0.0019252694,0.0000031785116,0.00004000236,0.000030192461,0.0000020318137,0.000018432433,0.000013823554],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991326,0.000012797442,0.0003491096,0.0001791013,0.00013828695,0.0001881022],"domain_scores_gemma":[0.9998083,0.00002325776,0.000037844755,0.00008835916,0.00001254809,0.000029667726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015328039,0.00014376023,0.00016620503,0.0002454601,0.00003911953,0.000018651903,0.00006302616,0.000030634186,0.000005713151],"category_scores_gemma":[0.000010671636,0.00014968161,0.000009267163,0.00012807394,0.000014462932,0.00044455478,0.00003099627,0.00013218277,0.000007979443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036323017,0.00010604474,0.017541815,0.00011547752,0.000021348458,0.000009461064,0.013085976,0.9520838,0.0029198623,0.000029716688,0.0000034596278,0.014046689],"study_design_scores_gemma":[0.0054983348,0.0007342363,0.045538906,0.0015665462,0.0000103915345,0.000006974171,0.03764971,0.17368741,0.72053,0.00012487815,0.013323251,0.0013294125],"about_ca_topic_score_codex":0.0000025700372,"about_ca_topic_score_gemma":0.00016795404,"teacher_disagreement_score":0.7783964,"about_ca_system_score_codex":0.00008947152,"about_ca_system_score_gemma":0.000007787732,"threshold_uncertainty_score":0.61038387},"labels":[],"label_agreement":null},{"id":"W2891446635","doi":"10.1144/sp482.3","title":"The Enhanced Sealing Project (ESP): 2009–17 monitoring of a full-scale shaft seal installed in granitic rock","year":2018,"lang":"en","type":"article","venue":"Geological Society London Special Publications","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nuclear Waste Management Organization; Canadian Nuclear Laboratories; Golder Associates (Canada)","funders":"","keywords":"Seal (emblem); Geology; Mining engineering; Geotechnical engineering; Scale (ratio); Archaeology; Geography; Cartography","score_opus":0.015106101393645368,"score_gpt":0.2432053947153767,"score_spread":0.22809929332173132,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2891446635","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9335693,0.00049296033,0.04186886,0.00074058474,0.0009097688,0.0006826042,0.000027643118,0.00069899665,0.02100927],"genre_scores_gemma":[0.9945983,0.00041808686,0.0023558056,0.000020425085,0.0019949165,0.00012903879,0.000017019958,0.00002518187,0.00044118756],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998472,0.00003209831,0.00045363815,0.00025915785,0.00025320673,0.0005299257],"domain_scores_gemma":[0.99916565,0.00019510671,0.00006316761,0.0003188392,0.00017181615,0.00008542017],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036865228,0.00019383527,0.00025251898,0.000066688866,0.00029839104,0.00008882965,0.00038126286,0.00019091021,0.00006983883],"category_scores_gemma":[0.00013335212,0.00015785034,0.00018004011,0.0008759791,0.00014449816,0.0001658101,0.000084975436,0.000384722,0.000027906846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025732795,0.0010452924,0.03189595,0.0005213835,0.0007776502,0.000006297559,0.021715386,0.7074895,0.12561335,0.017336635,0.059337433,0.034003776],"study_design_scores_gemma":[0.0047517894,0.000692209,0.1695714,0.00039043705,0.00014456482,0.000031428634,0.0056977854,0.52039754,0.02354841,0.003444397,0.26889855,0.0024314674],"about_ca_topic_score_codex":0.000029897326,"about_ca_topic_score_gemma":0.00017088243,"teacher_disagreement_score":0.20956112,"about_ca_system_score_codex":0.0001265765,"about_ca_system_score_gemma":0.000050118982,"threshold_uncertainty_score":0.643695},"labels":[],"label_agreement":null},{"id":"W2891982909","doi":"10.5267/j.esm.2018.8.002","title":"Rock heterogeneity numerical simulation as a factor of drill bit instability","year":2018,"lang":"en","type":"article","venue":"Engineering Solid Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Instability; Computer simulation; Drill bit; Drill; Bit (key); Factor (programming language); Geology; Computer science; Geotechnical engineering; Mechanics; Simulation; Engineering; Mechanical engineering; Physics","score_opus":0.011787156309937912,"score_gpt":0.24187347705402554,"score_spread":0.23008632074408764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2891982909","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29318613,0.00013123719,0.70473266,0.0000031164957,0.0009531669,0.00012560989,0.000016384354,0.0007484511,0.00010323261],"genre_scores_gemma":[0.99706894,0.000019448235,0.0025065246,0.000009001031,0.0002689316,0.000010490808,0.000007413116,0.00009711833,0.000012151797],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99862283,0.000011659602,0.00043468544,0.00025779204,0.00025024268,0.0004227863],"domain_scores_gemma":[0.9991802,0.00008724639,0.0000444116,0.00042337622,0.00010207036,0.0001626749],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014118016,0.00029938054,0.00037551054,0.00015875901,0.000041827483,0.000022240723,0.00019806653,0.00017959726,0.000058613798],"category_scores_gemma":[0.00017349242,0.0003333327,0.00013362209,0.00035781454,0.000007906158,0.00014404352,0.00005155713,0.00023249065,0.00007810103],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000058024357,0.000018714603,0.000024257359,0.00013020607,0.000053669748,0.0000015286947,0.00019822572,0.9754703,0.022945901,0.0004220376,0.000007785995,0.00072154467],"study_design_scores_gemma":[0.00016736297,0.00008866573,0.00009172366,0.000050374554,0.000014145252,0.000004410959,0.000005714565,0.876337,0.12030828,0.000068416695,0.002579176,0.0002847324],"about_ca_topic_score_codex":0.000007098844,"about_ca_topic_score_gemma":0.0000015120819,"teacher_disagreement_score":0.7038828,"about_ca_system_score_codex":0.0001156059,"about_ca_system_score_gemma":0.000018910323,"threshold_uncertainty_score":0.99991184},"labels":[],"label_agreement":null},{"id":"W2892450943","doi":"10.1063/1.5042260","title":"Tracking fluid interfaces in primary cementing of surface casing","year":2018,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; BC Oil and Gas Research and Innovation Society","keywords":"Casing; Physics; Displacement (psychology); Drag; Mechanics; Tracking (education); Interface (matter); Particle (ecology); Flow (mathematics); Smoothed-particle hydrodynamics; Exploit; Work (physics); Mechanical engineering; Computer science; Bubble; Engineering; Thermodynamics; Geology","score_opus":0.0139755698566869,"score_gpt":0.2191069472033834,"score_spread":0.20513137734669648,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2892450943","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93873835,0.0004053346,0.056567423,0.0000030222259,0.00026163523,0.00004992548,0.0000034012864,0.00008323052,0.0038876734],"genre_scores_gemma":[0.99639875,0.00003640998,0.0033958554,0.0000028129416,0.00012101639,8.2418705e-7,0.0000028703791,0.000032742995,0.000008713809],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99924934,0.000008663131,0.00030489158,0.00010816918,0.00012616132,0.00020277128],"domain_scores_gemma":[0.99968326,0.000049578255,0.000032025062,0.00016079725,0.00005175163,0.00002260648],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016958076,0.000121066965,0.0002332066,0.000050862516,0.000016412703,0.000010140009,0.00012518483,0.00003652391,0.00000577491],"category_scores_gemma":[0.000012090735,0.0001385113,0.00004265612,0.00022655557,0.000047254696,0.00016435972,0.00003345814,0.00009380631,0.0000041797416],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038261,0.000017762633,0.0013058619,0.00027413366,0.000023314435,5.8702074e-7,0.0010456708,0.25595325,0.73213893,0.00013190851,0.000017511764,0.009087214],"study_design_scores_gemma":[0.00019111321,0.000027916003,0.0007017399,0.00029187955,0.000008340751,5.649557e-7,0.00005041179,0.26101047,0.7374067,0.00012790856,0.00006226592,0.00012075302],"about_ca_topic_score_codex":0.00002956025,"about_ca_topic_score_gemma":0.0000022279387,"teacher_disagreement_score":0.0576604,"about_ca_system_score_codex":0.000039386832,"about_ca_system_score_gemma":0.000009654593,"threshold_uncertainty_score":0.5648327},"labels":[],"label_agreement":null},{"id":"W2892574746","doi":"10.2118/191723-ms","title":"Real Time Surface Data Driven WOB Estimation and Control","year":2018,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Drill string; Engineering; Drill; Torque; Drill pipe; Drilling; Simulation; Marine engineering; Mechanical engineering","score_opus":0.015412592291551544,"score_gpt":0.2425194656886592,"score_spread":0.22710687339710767,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2892574746","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6771176,0.00013656045,0.31065798,0.00036314377,0.00016056298,0.00029888307,0.00029039464,0.0014023711,0.009572478],"genre_scores_gemma":[0.99575275,0.00025168012,0.0037104592,0.000015910877,0.00010669168,0.0000022387053,0.00010263352,0.00001508176,0.000042543994],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993794,0.000010588226,0.00014444544,0.00020969869,0.000088827655,0.00016706195],"domain_scores_gemma":[0.9995964,0.000038491624,0.000016146838,0.00022175431,0.000049976075,0.000077184945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001426322,0.00011604731,0.00014227327,0.000032088734,0.00005715885,0.000055616056,0.00009562004,0.0001050483,0.0000327312],"category_scores_gemma":[0.000028741344,0.000114482005,0.00001054258,0.00006772619,0.00009605853,0.00033330848,0.000054080643,0.000115977906,0.000054842134],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015095105,0.000104112514,0.0007764062,0.0004338561,0.00013886792,0.00003147273,0.0010399439,0.04686851,0.78941226,0.011537387,0.023385027,0.1261212],"study_design_scores_gemma":[0.00029512073,0.00010275664,0.0014239595,0.000087367844,0.000021712789,0.000013576962,0.000022107839,0.9944349,0.0017448241,0.000960908,0.0007064115,0.00018638668],"about_ca_topic_score_codex":0.000021435584,"about_ca_topic_score_gemma":0.000010720451,"teacher_disagreement_score":0.94756633,"about_ca_system_score_codex":0.000012999168,"about_ca_system_score_gemma":0.000008642681,"threshold_uncertainty_score":0.46684408},"labels":[],"label_agreement":null},{"id":"W2892950075","doi":"10.1115/omae2018-78101","title":"CFD Numerical Simulation for Downhole Thruster Performance Evaluation","year":2018,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Rate of penetration; Fluent; Pressure drop; Drilling; Computational fluid dynamics; Mechanical engineering; Computer simulation; Drill pipe; Engineering; Dynamic pressure; Impact pressure; Volume of fluid method; Marine engineering; Mechanics; Simulation; Flow (mathematics); Aerospace engineering; Physics","score_opus":0.02238643536768493,"score_gpt":0.26485519035141947,"score_spread":0.24246875498373455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2892950075","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14267741,0.000028433522,0.84215593,0.000010953535,0.0004818812,0.00020359809,9.5029054e-7,0.00032440046,0.0141164195],"genre_scores_gemma":[0.9954123,0.0000027761664,0.0039715185,0.000022309267,0.00034610138,0.00003183516,0.000009327593,0.000019828169,0.00018402148],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995748,0.0000032062617,0.00010427168,0.000081318605,0.00010146407,0.0001349304],"domain_scores_gemma":[0.9997666,0.0000335365,0.000007297324,0.00009695096,0.00006876169,0.0000268892],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015844982,0.00007004621,0.00005961608,0.000034004104,0.00003992411,0.000017510756,0.00003927824,0.00003924464,0.00015602632],"category_scores_gemma":[0.00001773734,0.00006420424,0.000020209922,0.00006891182,0.0000073445794,0.000117806514,0.0000045366032,0.000033883276,0.000110287656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004405518,0.0000023548791,0.00005727766,0.000014756756,0.000006312094,1.1830542e-8,0.000063488354,0.9599464,0.00037403204,0.000029025585,0.00031669115,0.039185226],"study_design_scores_gemma":[0.00031837905,0.000042560627,0.0005575298,0.000009348371,0.00000996054,3.0884408e-7,0.00000432837,0.9858612,0.0045155003,0.000027342594,0.008557808,0.00009573663],"about_ca_topic_score_codex":7.735078e-7,"about_ca_topic_score_gemma":4.4079457e-7,"teacher_disagreement_score":0.85273486,"about_ca_system_score_codex":0.00003419329,"about_ca_system_score_gemma":0.000004312111,"threshold_uncertainty_score":0.2618173},"labels":[],"label_agreement":null},{"id":"W2893203167","doi":"10.2118/191426-ms","title":"Implementation of a Fully Automated Real-Time Torque and Drag Model for Improving Drilling Performance: Case Study","year":2018,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Merge (version control); Casing; Torque; Computer science; Drag; Real-time computing; Drilling; Calibration; Simulation; Engineering; Mechanical engineering","score_opus":0.014998416135210996,"score_gpt":0.27439296013257536,"score_spread":0.2593945439973644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2893203167","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9351823,0.000012786109,0.063786104,0.000008056823,0.000032130905,0.00034110868,0.000033646244,0.0004964557,0.000107455344],"genre_scores_gemma":[0.9970029,0.00005042091,0.0028042453,0.0000041803864,0.000059966256,0.000034362496,0.000015553795,0.000019350227,0.000009044996],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992958,0.000007117611,0.00025742594,0.00017574808,0.000081530314,0.00018242616],"domain_scores_gemma":[0.9996529,0.000024389186,0.000036868892,0.00010154974,0.00012846646,0.000055815726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021020055,0.00012742785,0.00016902603,0.00007924493,0.000089396315,0.000032769385,0.000035901612,0.000076956974,0.000006619652],"category_scores_gemma":[0.000009015211,0.00012761795,0.000020576268,0.000079131634,0.000048403774,0.00024118974,0.000027414459,0.00007229563,0.0000010553895],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019636002,0.00022807783,0.0027201183,0.0021732817,0.00015102653,0.00007509816,0.020027967,0.067966856,0.71489435,0.0015390543,0.0008850626,0.18914272],"study_design_scores_gemma":[0.00045096755,0.0005108332,0.00059428834,0.000049766753,0.000033616794,0.0000618423,0.0018157704,0.9876433,0.008583009,0.00009403026,0.000004178568,0.00015839779],"about_ca_topic_score_codex":0.00014523766,"about_ca_topic_score_gemma":0.000100549914,"teacher_disagreement_score":0.9196764,"about_ca_system_score_codex":0.000022083334,"about_ca_system_score_gemma":0.000018858922,"threshold_uncertainty_score":0.5204109},"labels":[],"label_agreement":null},{"id":"W2893238640","doi":"10.1115/omae2018-78057","title":"PFC-2D Numerical Study of the Influence of Passive Vibration Assisted Rotary Drilling Tool (pVARD) on Drilling Performance Enhancement","year":2018,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Rate of penetration; Drilling; Work (physics); Vibration; Measurement while drilling; Drilling fluid; Computer simulation; Mechanical engineering; Engineering; Simulation; Acoustics","score_opus":0.0073084634686198845,"score_gpt":0.2006857843349209,"score_spread":0.19337732086630102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2893238640","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9364889,0.000013250758,0.061759535,0.000009419343,0.0003707091,0.00031163922,0.0000012634081,0.0001166843,0.0009285424],"genre_scores_gemma":[0.9986953,0.000016898357,0.0010562505,0.000024192534,0.00010566585,0.000024846375,0.0000016595351,0.00002915807,0.00004603337],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99870086,0.00002637299,0.00049044576,0.00019286084,0.00035909485,0.00023036299],"domain_scores_gemma":[0.999289,0.00007355675,0.00009695378,0.0003845099,0.00011878278,0.000037227433],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014987985,0.00019402278,0.00025317445,0.00008351075,0.00009423943,0.000015737,0.0002179189,0.000062367726,0.000029751629],"category_scores_gemma":[0.00003661984,0.00014607154,0.0000607028,0.0003505525,0.000041571,0.00015607406,0.00004474338,0.00017078145,0.000013348838],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000160662,0.00009084826,0.00223753,0.00007346709,0.0000640479,3.6132798e-7,0.00091238477,0.958688,0.03367775,0.000036958292,0.000019258836,0.0041832835],"study_design_scores_gemma":[0.00035443835,0.00044485764,0.04187038,0.00024036234,0.00002855689,0.000001118602,0.00015565295,0.7365403,0.2200517,0.0000054110055,0.00011044458,0.0001967254],"about_ca_topic_score_codex":0.000028681112,"about_ca_topic_score_gemma":0.000003889091,"teacher_disagreement_score":0.2221477,"about_ca_system_score_codex":0.00005931494,"about_ca_system_score_gemma":0.000016391034,"threshold_uncertainty_score":0.5956625},"labels":[],"label_agreement":null},{"id":"W2893313087","doi":"10.1115/omae2018-77615","title":"Using Lightweight or Low Viscosity Preflushes for Primary Cementing of Surface Casing","year":2018,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Casing; Annulus (botany); Drilling fluid; Slurry; Lost circulation; Drilling; Petroleum engineering; Turbulence; Geology; Viscosity; Geotechnical engineering; Materials science; Mechanics; Mechanical engineering; Engineering; Composite material; Physics","score_opus":0.027834784891818603,"score_gpt":0.24797545343651275,"score_spread":0.22014066854469416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2893313087","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.555956,0.00008381094,0.439903,0.0000029781197,0.0003535367,0.000125282,0.000004405887,0.00022405901,0.0033469],"genre_scores_gemma":[0.905878,0.00001098187,0.093568705,0.000009932917,0.00022190007,0.0000014348626,0.000003568634,0.000046397694,0.000259087],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991808,0.000006164327,0.00026140315,0.00014890655,0.000107820626,0.00029493246],"domain_scores_gemma":[0.9995973,0.000080601625,0.000034225977,0.00017181368,0.00006620339,0.000049844],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018228081,0.00015116805,0.00021472658,0.00005308286,0.000084165215,0.000028588498,0.000102550024,0.00006309947,0.000035961846],"category_scores_gemma":[0.000020545915,0.00013065235,0.00005849723,0.00014578302,0.000029144227,0.00015097088,0.000032794513,0.000058674283,0.0000044575736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032552758,0.000027177253,0.00044660104,0.0011796287,0.000106985244,0.0000019256174,0.00050009316,0.53432393,0.46037516,0.0001373527,0.00025091917,0.0026176842],"study_design_scores_gemma":[0.00021089573,0.00003102602,0.00008212042,0.00014776696,0.000020482574,0.0000033258405,0.0000207127,0.5841177,0.41456878,0.000015006508,0.00063747383,0.00014471379],"about_ca_topic_score_codex":0.000019307157,"about_ca_topic_score_gemma":0.000008624436,"teacher_disagreement_score":0.34992197,"about_ca_system_score_codex":0.0000638085,"about_ca_system_score_gemma":0.000019363635,"threshold_uncertainty_score":0.5327848},"labels":[],"label_agreement":null},{"id":"W2893335186","doi":"10.3968/10409","title":"Development and Application of a BHA Vibrations Analysis Model","year":2018,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Rate of penetration; Vibration; Structural engineering; Engineering; Frequency domain; Drilling; Mechanical engineering; Acoustics; Mathematics; Physics; Mathematical analysis","score_opus":0.010705721823150464,"score_gpt":0.2306209272055687,"score_spread":0.21991520538241824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2893335186","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028892074,0.0006955429,0.9694624,0.000012910179,0.000037303085,0.000052813946,9.1438176e-7,0.00006674977,0.00077929295],"genre_scores_gemma":[0.8782194,0.000535074,0.121111736,0.000009260888,0.000011386709,0.00006490466,0.000022047223,0.00000822106,0.000017933658],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937904,0.0000041712747,0.00027877997,0.00013827274,0.00009535778,0.00010435377],"domain_scores_gemma":[0.9998112,0.000012712627,0.00003153481,0.00007598537,0.000029263521,0.000039322404],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010395217,0.000096613076,0.00013728645,0.0002498922,0.000054194345,0.000014265211,0.00003482866,0.000030847947,0.0000015791765],"category_scores_gemma":[0.0000048036654,0.00010071351,0.000008892584,0.00026193942,0.000027246875,0.0003461608,0.000015167378,0.000039625524,0.0000025210786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029590697,0.000008875378,0.00075504143,0.000029737657,0.000024320076,9.5003166e-8,0.0022357416,0.92967457,0.00036287916,0.0008113262,0.0000017425165,0.06609273],"study_design_scores_gemma":[0.00014068406,0.00000604402,0.0005181896,0.0000145326185,0.000008988869,2.9306963e-7,0.0001923148,0.97901267,0.009517542,0.0001790637,0.0102897445,0.00011995209],"about_ca_topic_score_codex":7.2102847e-7,"about_ca_topic_score_gemma":0.00013451377,"teacher_disagreement_score":0.8493274,"about_ca_system_score_codex":0.000035492205,"about_ca_system_score_gemma":0.000021032554,"threshold_uncertainty_score":0.41069776},"labels":[],"label_agreement":null},{"id":"W2893701524","doi":"10.2118/191553-ms","title":"Standalone Sand Control Failure: Review of Slotted Liner, Wire Wrap Screen, and Premium Mesh Screen Failure Mechanism","year":2018,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Corrosion; Materials science; Volumetric flow rate; Metallurgy; Mechanism (biology); Scaling; Composite material; Mechanics","score_opus":0.008813137956371104,"score_gpt":0.221203252323467,"score_spread":0.2123901143670959,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2893701524","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05942431,0.01896639,0.9074118,0.0031394202,0.0002970736,0.0019048929,0.0012553855,0.0019898377,0.0056108576],"genre_scores_gemma":[0.9885185,0.008444114,0.0025747607,0.00015776095,0.0001699212,0.000014899032,0.00006628,0.00003068508,0.000023100545],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987869,0.000028174383,0.0003919544,0.00028593148,0.00022357327,0.00028345693],"domain_scores_gemma":[0.9992606,0.0000445737,0.00006156359,0.0002315532,0.00025480078,0.00014688246],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003294553,0.00024715808,0.00044669418,0.000088557645,0.00006746597,0.000037050315,0.000108507294,0.00021286494,0.000078933146],"category_scores_gemma":[0.00006976864,0.00022736921,0.000057772464,0.00019463245,0.00015731045,0.00024445233,0.000046059566,0.00026524148,0.0000068344366],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044800618,0.00025588804,0.00035257553,0.017375618,0.00059059676,0.00006309287,0.0009975304,0.0005283495,0.69334084,0.11685056,0.077632345,0.09156459],"study_design_scores_gemma":[0.020354,0.009003352,0.0057293368,0.107834674,0.0022474728,0.0007459207,0.0013188046,0.2540694,0.38228855,0.045225915,0.16235305,0.008829541],"about_ca_topic_score_codex":0.0000238896,"about_ca_topic_score_gemma":0.000040328723,"teacher_disagreement_score":0.9290942,"about_ca_system_score_codex":0.000017927936,"about_ca_system_score_gemma":0.000020379963,"threshold_uncertainty_score":0.92718476},"labels":[],"label_agreement":null},{"id":"W2894350940","doi":"10.1115/omae2018-77630","title":"Tracking Fluid Interface in Carbon Capture and Storage Cement Placement Application","year":2018,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Laminar flow; Petroleum engineering; Interface (matter); Annulus (botany); Exploit; Displacement (psychology); Wellbore; Computer science; Mechanics; Materials science; Engineering; Physics; Composite material","score_opus":0.00617709439415202,"score_gpt":0.2032120902845851,"score_spread":0.19703499589043308,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2894350940","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7161185,0.0005367827,0.27269492,0.000029524848,0.00021950663,0.00015747354,7.719804e-7,0.0002661698,0.00997632],"genre_scores_gemma":[0.99926424,0.000033567958,0.00047572114,0.000011201338,0.00006757715,0.000015523266,0.0000017549628,0.000018450444,0.0001119914],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995588,0.0000036257225,0.000115462855,0.00011758704,0.000061578954,0.00014292295],"domain_scores_gemma":[0.99983597,0.000008490539,0.000006757941,0.000104752864,0.000009796967,0.000034243243],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000088154025,0.00009289033,0.00007800588,0.000059027043,0.000011246186,0.000017258226,0.00004248733,0.000040933035,0.000012362178],"category_scores_gemma":[0.0000026490702,0.00009297835,0.0000078247185,0.000074384625,0.000010322991,0.000038012964,0.000014721193,0.000075340446,0.0000066796506],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006859619,0.000015496424,0.00077147625,0.00010168047,0.000019323046,0.0000015854946,0.0020330905,0.90392876,0.08258219,0.00021181977,0.00016098552,0.010166714],"study_design_scores_gemma":[0.00018982054,0.000019605566,0.0004490189,0.000035008805,0.0000035308226,0.000001528252,0.00015181181,0.9636939,0.03166422,0.000011007136,0.003650457,0.00013010309],"about_ca_topic_score_codex":0.00008518581,"about_ca_topic_score_gemma":0.00010231214,"teacher_disagreement_score":0.28314567,"about_ca_system_score_codex":0.00007063501,"about_ca_system_score_gemma":0.0000021335281,"threshold_uncertainty_score":0.3791547},"labels":[],"label_agreement":null},{"id":"W2894423228","doi":"10.1115/omae2018-77996","title":"CFD and Experimental Studies of Yield Power-Law Fluids in Turbulent Pipe Flow","year":2018,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland; Ministry of Higher Education and Scientific Research; Canadian Bureau for International Education","keywords":"Pressure drop; Mechanics; Turbulence; Computational fluid dynamics; Non-Newtonian fluid; Reynolds-averaged Navier–Stokes equations; Materials science; Herschel–Bulkley fluid; Reynolds stress; Flow (mathematics); Rheology; Thermodynamics; Physics","score_opus":0.01656971063565838,"score_gpt":0.24003440222451114,"score_spread":0.22346469158885277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2894423228","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97621477,0.005062533,0.0042356453,0.000025763726,0.0004314182,0.00007629384,0.0000012595391,0.00018742126,0.013764892],"genre_scores_gemma":[0.9981294,0.00006997585,0.0016314526,0.000024137482,0.000047216556,0.0000047427775,3.854093e-7,0.000015471642,0.00007718199],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99955463,0.0000023807934,0.00014676873,0.00009213812,0.000064594205,0.00013947948],"domain_scores_gemma":[0.9998222,0.000028916827,0.0000053022,0.00009708665,0.000014655416,0.00003183793],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006273193,0.00009912993,0.00015026059,0.000048530812,0.000015680012,0.0000070715228,0.000043055505,0.00003563773,0.00004480383],"category_scores_gemma":[0.000008313132,0.000089917135,0.000018401877,0.00006162449,0.000057211146,0.000054864642,0.000024767895,0.000050895007,0.0000077861905],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003099194,0.00011470207,0.0006848168,0.00034497608,0.00026232112,0.000025475421,0.013690954,0.12606788,0.8488173,0.00399909,0.00403331,0.0019282199],"study_design_scores_gemma":[0.00025931362,0.00012148642,0.00012283212,0.000113958915,0.0000041338976,0.0000054593643,0.00077218364,0.09362376,0.9036662,0.00004904262,0.0010895776,0.00017207567],"about_ca_topic_score_codex":0.000025093548,"about_ca_topic_score_gemma":0.000016303684,"teacher_disagreement_score":0.054848917,"about_ca_system_score_codex":0.000022669572,"about_ca_system_score_gemma":0.0000016591737,"threshold_uncertainty_score":0.3666714},"labels":[],"label_agreement":null},{"id":"W2895048061","doi":"10.3968/10411","title":"Stress Analysis of the Integrity of Casing-Cement Ring-Structural Consolidation Body by Volume Fracturing","year":2018,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Consolidation (business); Geotechnical engineering; Petroleum engineering; Hydraulic fracturing; Geology; Cement; Engineering; Materials science; Composite material","score_opus":0.008384551886425852,"score_gpt":0.23584768051954874,"score_spread":0.2274631286331229,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2895048061","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68601984,0.0007112644,0.31246915,0.00001859335,0.00033606656,0.00006817108,0.000011759669,0.00003923134,0.00032593388],"genre_scores_gemma":[0.99806947,0.00023832325,0.0016071124,0.000005885507,0.000015130108,0.000009839569,0.00002870735,0.000007244685,0.000018299821],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992808,0.000014169659,0.0003315722,0.000113762166,0.00014840077,0.00011131217],"domain_scores_gemma":[0.9997287,0.000021448799,0.00007807904,0.00010739134,0.00004071822,0.000023706785],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010872533,0.00010163116,0.00017654618,0.00015392847,0.0000456673,0.000012811784,0.000073116986,0.00003377359,0.000013468579],"category_scores_gemma":[0.000016978625,0.000084369065,0.0000229574,0.00025239904,0.000048361493,0.00027441443,0.000025463934,0.0000885771,6.476738e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008092101,0.000008601481,0.025089715,0.00006936515,0.0000916777,1.529077e-7,0.0015746711,0.9637573,0.001155597,0.00008536211,0.00000979615,0.008149691],"study_design_scores_gemma":[0.00021092969,0.000016711783,0.0117054805,0.000084646534,0.000031397823,3.212863e-7,0.0003680849,0.87333846,0.11126294,0.000042965905,0.0028070447,0.00013100838],"about_ca_topic_score_codex":0.000013619438,"about_ca_topic_score_gemma":0.00012620518,"teacher_disagreement_score":0.31204963,"about_ca_system_score_codex":0.00007618287,"about_ca_system_score_gemma":0.000016187592,"threshold_uncertainty_score":0.34404707},"labels":[],"label_agreement":null},{"id":"W2895132673","doi":"10.3968/10412","title":"Evaluation of Local Viscosifiers as an Alternative to Conventional Pac-R","year":2018,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Rheology; Yield (engineering); Bentonite; Viscosity; Liquefaction; Drilling; Pulp and paper industry; Chemistry; Geotechnical engineering; Materials science; Composite material; Geology; Engineering; Metallurgy","score_opus":0.02647527328376569,"score_gpt":0.2937809774756277,"score_spread":0.267305704191862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2895132673","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11181207,0.0003640663,0.8849798,0.00002060696,0.00042845772,0.00009488731,0.0000012615546,0.000049150847,0.0022497242],"genre_scores_gemma":[0.9945246,0.00014785351,0.0051661506,0.000020514446,0.000045939094,0.000055705208,0.000015834008,0.000009786666,0.000013626483],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992297,0.00002264063,0.00020327607,0.00012700113,0.00031258343,0.00010478032],"domain_scores_gemma":[0.9997279,0.000012136616,0.000022258482,0.000060504135,0.000119689576,0.000057534955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043048325,0.000084253654,0.000090390335,0.00013719514,0.000028749391,0.0000117194095,0.000043315405,0.000023197159,0.00002784898],"category_scores_gemma":[0.000017512231,0.00008889742,0.0000074127297,0.000095591306,0.000029535813,0.00046635774,0.000010537103,0.000040011884,0.000021795035],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009971855,0.000012625973,0.000066901266,0.000012040781,0.000009152013,2.7993025e-7,0.0013697867,0.84766334,0.00018748247,0.00060994655,0.000008245388,0.1500502],"study_design_scores_gemma":[0.0005513843,0.00009784522,0.00039860082,0.0000752312,0.000005486529,0.0000011776858,0.0011364752,0.9490096,0.036153223,0.001784515,0.010631055,0.00015543196],"about_ca_topic_score_codex":0.0000028611796,"about_ca_topic_score_gemma":0.00007676603,"teacher_disagreement_score":0.88271254,"about_ca_system_score_codex":0.00010509802,"about_ca_system_score_gemma":0.00004109461,"threshold_uncertainty_score":0.36251315},"labels":[],"label_agreement":null},{"id":"W2896004418","doi":"10.2118/187255-pa","title":"Settling Velocity of Particles in Viscoelastic Fluids: A Comparison of the Shear-Viscosity and Elasticity Effects","year":2018,"lang":"en","type":"article","venue":"SPE Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung","keywords":"Settling; Viscoelasticity; Rheology; Shear thinning; Elasticity (physics); Materials science; Mechanics; Shear (geology); Viscosity; Thermodynamics; Chemistry; Composite material; Physics","score_opus":0.007580780784010064,"score_gpt":0.22639106002756615,"score_spread":0.2188102792435561,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2896004418","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95127326,0.00037641323,0.04781517,0.000014926487,0.0003676258,0.000045758374,0.0000012672303,0.000017911894,0.000087672124],"genre_scores_gemma":[0.9983358,0.000025958907,0.0015168347,0.0000028962954,0.00010575931,4.563372e-7,7.5315704e-8,0.000010708009,0.0000015301426],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993401,0.000030089928,0.00027049135,0.000059830174,0.00013276447,0.00016671294],"domain_scores_gemma":[0.9996623,0.00011960468,0.00004988572,0.00008440341,0.00003175974,0.00005205893],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023808444,0.00008522125,0.00020681601,0.000056223136,0.00004811579,0.000015476746,0.000091218964,0.000040719082,0.0000045911793],"category_scores_gemma":[0.000118625445,0.00006439615,0.000038437774,0.00014795447,0.00008068274,0.00005886701,0.00003060693,0.00025166202,0.000001583219],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003497631,0.000083059225,0.08912909,0.00053560914,0.00008170583,0.0000044373437,0.0026416504,0.7390625,0.15933989,0.000149643,0.00013928236,0.008798165],"study_design_scores_gemma":[0.00029642292,0.000069734946,0.11727916,0.00041850674,0.000022334501,0.000014314264,0.00004618314,0.7349252,0.14660534,0.00022967152,0.000019076388,0.0000740449],"about_ca_topic_score_codex":0.000010321255,"about_ca_topic_score_gemma":0.00001701119,"teacher_disagreement_score":0.047062524,"about_ca_system_score_codex":0.000029523748,"about_ca_system_score_gemma":0.000012936224,"threshold_uncertainty_score":0.26259986},"labels":[],"label_agreement":null},{"id":"W2896253173","doi":"10.2118/191989-ms","title":"Displacement Efficiency for Primary Cementing of Washout Sections in Highly Deviated Wells","year":2018,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Norges Forskningsråd; Aker BP","keywords":"Annulus (botany); Washout; Eccentricity (behavior); Mechanics; Drilling fluid; Geology; Buoyancy; Rheology; Displacement (psychology); Geotechnical engineering; Flow (mathematics); Drilling; Materials science; Physics; Composite material","score_opus":0.009606272722538325,"score_gpt":0.20528544799017986,"score_spread":0.19567917526764153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2896253173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95202196,0.0002734093,0.024299713,0.00011970801,0.0002671219,0.00009237416,0.000018391476,0.00009236034,0.022814976],"genre_scores_gemma":[0.9985631,0.00072217936,0.00039861613,0.0000049421283,0.00005985668,0.00001552749,0.00003168764,0.000011046119,0.00019305418],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994004,0.000007211177,0.00019740357,0.00014759957,0.00006436886,0.00018303344],"domain_scores_gemma":[0.9997989,0.00002363136,0.000025340882,0.00007063141,0.00004127914,0.000040227256],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013079433,0.00010753272,0.00014150361,0.00010268535,0.00006027555,0.000028509521,0.000025636858,0.00005015797,0.000009713765],"category_scores_gemma":[0.00000658157,0.00010604776,0.000020142412,0.000112342546,0.000048421527,0.00008934075,0.000011090387,0.000058861708,0.0000026970981],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00021651584,0.00033216964,0.008717221,0.0048104455,0.00017535395,0.00000762141,0.0108899865,0.02543316,0.41112375,0.009779701,0.0011716782,0.5273424],"study_design_scores_gemma":[0.0044891667,0.0009990523,0.009999465,0.0028012851,0.00015062248,0.000026338983,0.005475321,0.7488459,0.2094578,0.0037061197,0.012672958,0.0013759868],"about_ca_topic_score_codex":0.000017311913,"about_ca_topic_score_gemma":0.000022478933,"teacher_disagreement_score":0.72341275,"about_ca_system_score_codex":0.000019036503,"about_ca_system_score_gemma":0.000009841105,"threshold_uncertainty_score":0.4324502},"labels":[],"label_agreement":null},{"id":"W2896783001","doi":"10.2118/191797-ms","title":"Adopting Physical Models in Real-Time Drilling Application: Wellbore Hydraulics","year":2018,"lang":"en","type":"article","venue":"SPE Liquids-Rich Basins Conference - North America","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drill string; Drill; Measurement while drilling; Automation; Drilling; Drilling engineering; Computer science; Engineering; Simulation; Mechanical engineering","score_opus":0.011828598794401948,"score_gpt":0.21821631847773088,"score_spread":0.20638771968332892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2896783001","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5310552,0.00008295427,0.39699015,0.0001403308,0.00029874392,0.00040118353,0.00003762692,0.0014647446,0.06952907],"genre_scores_gemma":[0.98737115,0.00043523088,0.010924042,0.00007338211,0.00081819703,0.00006047824,0.00006280746,0.000116055286,0.00013867955],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99771595,0.000034657245,0.00050710083,0.00057497836,0.00034198392,0.0008253534],"domain_scores_gemma":[0.99876076,0.000101057245,0.00009453223,0.0006416278,0.00016336748,0.00023864288],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000117396805,0.00047107777,0.00055498135,0.0002442435,0.00012779317,0.000093774266,0.0004591578,0.00013358533,0.00006727646],"category_scores_gemma":[0.000029762765,0.0005148172,0.000099231955,0.0011334248,0.00018768998,0.00035650982,0.00008442454,0.0004570376,0.00049423694],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020123916,0.00007655952,0.000509785,0.00007627924,0.00004146009,0.000013231479,0.002102207,0.92031646,0.00270042,0.00048175742,0.00020175519,0.07345999],"study_design_scores_gemma":[0.0002287099,0.000121055105,0.0009171233,0.00007416435,0.000022776028,0.0000043473306,0.00009814942,0.9830988,0.0009335732,0.00021000332,0.013682912,0.0006083736],"about_ca_topic_score_codex":0.00012664674,"about_ca_topic_score_gemma":0.00014538137,"teacher_disagreement_score":0.45631593,"about_ca_system_score_codex":0.00013445242,"about_ca_system_score_gemma":0.00008142144,"threshold_uncertainty_score":0.99973035},"labels":[],"label_agreement":null},{"id":"W2896980929","doi":"10.2118/191029-ms","title":"BD Gas Field Near-HPHT and Critical Sour Development: A Journey to Maintain Well Integrity","year":2018,"lang":"en","type":"article","venue":"IADC/SPE Asia Pacific Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"China National Offshore Oil Corporation","keywords":"Wellhead; Casing; Petroleum engineering; Completion (oil and gas wells); Annulus (botany); Drilling; Submarine pipeline; Oil field; Natural gas field; Workover; Oil well; Geology; Engineering; Geotechnical engineering; Materials science; Mechanical engineering; Natural gas; Waste management; Composite material","score_opus":0.01674768049328441,"score_gpt":0.24280989200296843,"score_spread":0.22606221150968403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2896980929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5453016,0.00027237114,0.44401056,0.003387095,0.0004721394,0.00019330233,0.000005000178,0.0011078382,0.005250079],"genre_scores_gemma":[0.97824967,0.00021352996,0.021218622,0.00006416467,0.00013699337,0.000023581686,0.000007088759,0.00003529006,0.000051070063],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998583,0.000018166287,0.0003291847,0.0004083385,0.00013273011,0.0005285764],"domain_scores_gemma":[0.9993152,0.000084634084,0.000026653053,0.00025603108,0.00012831132,0.00018914981],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027923496,0.0002851054,0.00029761362,0.00033425484,0.00027916432,0.00017848368,0.00014578267,0.00042125126,0.00006891574],"category_scores_gemma":[0.00017924828,0.00029780643,0.000030808482,0.00032368506,0.00025242468,0.00015617047,0.000083925064,0.0005994303,0.00013068541],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002571849,0.0002761687,0.015008586,0.0013127916,0.00046111844,0.00034075545,0.014375815,0.0032699483,0.09748503,0.22671303,0.008705711,0.63179386],"study_design_scores_gemma":[0.0017411379,0.0013246486,0.0014660386,0.0030383628,0.00014305017,0.0008944215,0.010580897,0.42403924,0.3470565,0.10070047,0.10591102,0.003104196],"about_ca_topic_score_codex":0.000010038787,"about_ca_topic_score_gemma":0.000031962227,"teacher_disagreement_score":0.62868965,"about_ca_system_score_codex":0.00005028769,"about_ca_system_score_gemma":0.000040354822,"threshold_uncertainty_score":0.9999474},"labels":[],"label_agreement":null},{"id":"W2897403449","doi":"10.2118/192280-ms","title":"Machine Learning and Natural Language Processing for Automated Analysis of Drilling and Completion Data","year":2018,"lang":"en","type":"article","venue":"SPE Kingdom of Saudi Arabia Annual Technical Symposium and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":38,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Computer science; Drilling; Task (project management); Schedule; Data mining; Key (lock); Set (abstract data type); Quality (philosophy); Artificial intelligence; Machine learning; Engineering","score_opus":0.011225788701076354,"score_gpt":0.26133137397699224,"score_spread":0.25010558527591586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897403449","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.932606,0.003527448,0.062187567,0.0000883095,0.00010204673,0.00025495607,0.00024347035,0.0007735051,0.00021674074],"genre_scores_gemma":[0.99371964,0.0002987904,0.0055915737,0.0000052759256,0.0000704147,0.0000035146604,0.00028465825,0.00002088614,0.000005226231],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991467,0.000013473569,0.00030248577,0.00024953028,0.000116763615,0.00017103482],"domain_scores_gemma":[0.9995775,0.000080364916,0.000084127125,0.0001268394,0.000079689475,0.00005144254],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002992208,0.00014176693,0.00034202263,0.00020884394,0.00009083052,0.00002854213,0.00007202504,0.00009470886,0.0000022463437],"category_scores_gemma":[0.00005270358,0.00013539621,0.000036821664,0.00031275555,0.00013759971,0.00020013067,0.00007531927,0.00012569745,1.3709752e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013157059,0.00005482313,0.0057263817,0.0018602258,0.00040289763,0.0000027036322,0.0014462227,0.035178956,0.9261661,0.0004686755,0.00009309996,0.028468331],"study_design_scores_gemma":[0.00032654035,0.00010624324,0.0041747675,0.00023517886,0.00029131395,0.0000091687225,0.00006983101,0.989067,0.00520646,0.00003509596,0.00031341572,0.00016498285],"about_ca_topic_score_codex":0.000052812273,"about_ca_topic_score_gemma":0.000032342406,"teacher_disagreement_score":0.95388806,"about_ca_system_score_codex":0.00001380868,"about_ca_system_score_gemma":0.0000037440784,"threshold_uncertainty_score":0.55212975},"labels":[],"label_agreement":null},{"id":"W2897537101","doi":"10.2118/191780-18erm-ms","title":"Field Validation of a New BHA Model and Practical Case Studies in Unconventional Shale Plays, with a Framework for Automated Analysis for Operations Support","year":2018,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Oil shale; Field (mathematics); Directional drilling; Computer science; Bending moment; Natural frequency; Moment (physics); Petroleum engineering; Mechanical engineering; Engineering; Structural engineering; Acoustics; Mathematics; Vibration","score_opus":0.062648249908602,"score_gpt":0.3581427950535664,"score_spread":0.29549454514496437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897537101","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23978671,0.000012465005,0.7598343,0.000062662955,0.000026491723,0.00013941794,0.000012428521,0.00008819411,0.000037357044],"genre_scores_gemma":[0.73502874,0.0000049303553,0.26478133,0.000011059038,0.000027820517,0.00003666346,0.000016456075,0.0000075714934,0.000085417756],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99960756,0.00000269987,0.00015724044,0.000095051575,0.000045460525,0.00009197635],"domain_scores_gemma":[0.99961334,0.00020144583,0.000012018266,0.00006602752,0.00007560279,0.00003158894],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000102418926,0.00006783706,0.00014517932,0.00010973604,0.000030747367,0.000014115469,0.000014135504,0.00005040883,0.000013391354],"category_scores_gemma":[0.00012246841,0.000058941878,0.000030756706,0.00017772669,0.0000144713995,0.00009963867,0.000005951019,0.00003875892,2.943173e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021435977,0.00001295509,0.00031249286,0.00007333965,0.0003185782,0.0000042321326,0.0005805669,0.99515337,0.00006311874,0.002967552,0.00045063705,0.00004171048],"study_design_scores_gemma":[0.00028090714,0.0001241889,0.00002161141,0.000025966361,0.00016320535,0.00003169375,0.00015763914,0.9963435,0.0022030687,0.00056139735,0.000012172786,0.00007465314],"about_ca_topic_score_codex":0.000027738,"about_ca_topic_score_gemma":0.0002467735,"teacher_disagreement_score":0.49524203,"about_ca_system_score_codex":0.000014769735,"about_ca_system_score_gemma":0.00002660151,"threshold_uncertainty_score":0.24035801},"labels":[],"label_agreement":null},{"id":"W2897704715","doi":"10.2118/1018-0018-jpt","title":"An Artificial Intelligence Belief System Reduces Nonproductive Time","year":2018,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drilling; Drilling fluid; Petroleum engineering; Engineering; Hydraulic pump; Computer science; Reliability engineering; Marine engineering; Mechanical engineering","score_opus":0.005885788290086185,"score_gpt":0.21502719705099768,"score_spread":0.2091414087609115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897704715","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85027444,0.00050259096,0.14545237,0.00021844824,0.0017231207,0.000038704322,0.0000027965111,0.00067290734,0.0011146332],"genre_scores_gemma":[0.9936563,0.000022966029,0.00502555,0.0000033084862,0.0012293856,0.0000018037421,4.614053e-7,0.000033755256,0.000026512162],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99898124,0.000013382733,0.0004508513,0.00013529726,0.00015128564,0.00026796697],"domain_scores_gemma":[0.9993707,0.000016882577,0.000115766175,0.00024478752,0.00017849062,0.000073373056],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003131868,0.00014947429,0.00029084462,0.00058972905,0.000056463236,0.00002660182,0.0003855695,0.00017464315,0.000017623071],"category_scores_gemma":[0.000046707442,0.00013845136,0.000059238675,0.0003464649,0.00012671317,0.000167707,0.000020088053,0.00039151017,0.0001368194],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044936998,0.00008590514,0.0000424346,0.00007054618,0.0001990122,0.00009558626,0.00039902903,0.15356612,0.7372942,0.006079619,0.00041937313,0.10170326],"study_design_scores_gemma":[0.00008445328,0.0010143209,0.000030091376,0.00018587087,0.00004736824,0.0007900168,0.00094470155,0.3775107,0.6153803,0.0015738108,0.002153331,0.00028504408],"about_ca_topic_score_codex":0.000001060432,"about_ca_topic_score_gemma":9.653126e-7,"teacher_disagreement_score":0.22394457,"about_ca_system_score_codex":0.00011670329,"about_ca_system_score_gemma":0.000022307628,"threshold_uncertainty_score":0.56458825},"labels":[],"label_agreement":null},{"id":"W2897883505","doi":"10.2118/191640-ms","title":"A Dynamic Model with Friction for Comprehensive Tubular Stress Analysis","year":2018,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Mechanics; Dynamic load testing; Displacement (psychology); Stress (linguistics); Structural engineering; Engineering; Physics","score_opus":0.015329007366396771,"score_gpt":0.24243510895556963,"score_spread":0.22710610158917285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2897883505","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18061413,0.000049811122,0.8180718,0.000040997245,0.000027921324,0.00012551724,0.00009058754,0.0004365167,0.00054274144],"genre_scores_gemma":[0.99274,0.00009010374,0.0069514103,0.000017731687,0.00003907103,0.000027599017,0.00009045883,0.000016608545,0.00002705687],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941134,0.000004285306,0.0001281145,0.00018787148,0.00008879052,0.00017958172],"domain_scores_gemma":[0.9996263,0.000019295065,0.000016894883,0.00012560644,0.00015217591,0.000059758695],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000039993003,0.00012846524,0.00017648001,0.0001235972,0.00006912242,0.00003509128,0.00004931569,0.00009315036,0.0000068330455],"category_scores_gemma":[0.000004846978,0.00011536798,0.000046983616,0.00023049794,0.000060297953,0.00014147647,0.000012731885,0.000097905715,0.000003690214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001147166,0.00005352985,0.00017290055,0.00022461031,0.00035257373,0.0000042859674,0.0005011104,0.9447344,0.04191192,0.0055184024,0.00087241724,0.0055391425],"study_design_scores_gemma":[0.00019486656,0.00016798485,0.00054762466,0.000053117776,0.00014586844,0.0000030717156,0.000100403435,0.99504226,0.0024378202,0.0009433996,0.0001895567,0.00017402633],"about_ca_topic_score_codex":0.000009229646,"about_ca_topic_score_gemma":0.00007587749,"teacher_disagreement_score":0.81212586,"about_ca_system_score_codex":0.000025064379,"about_ca_system_score_gemma":0.000007688405,"threshold_uncertainty_score":0.47045696},"labels":[],"label_agreement":null},{"id":"W2898242734","doi":"10.1007/s12206-018-0942-x","title":"Dynamic characteristics and test analysis of a new drilling downhole tool with anti-stick-slip features","year":2018,"lang":"en","type":"article","venue":"Journal of Mechanical Science and Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"National Natural Science Foundation of China","keywords":"Mandrel; Drill string; Slip (aerodynamics); Torque; Drilling; Engineering; Spline (mechanical); Displacement (psychology); Drill; Control theory (sociology); Mechanics; Mechanical engineering; Structural engineering; Computer science; Physics","score_opus":0.0037650419003775917,"score_gpt":0.20710145718219025,"score_spread":0.20333641528181265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898242734","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9625377,0.00021721046,0.03690036,0.00016184173,0.00009657519,0.000026414496,0.0000021421404,0.000042292668,0.000015467744],"genre_scores_gemma":[0.9916625,0.00022996383,0.00805385,0.000009731018,0.000031424057,2.6586005e-7,1.8521195e-7,0.00000681257,0.000005283029],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922425,0.0000025013815,0.00024938432,0.000120116594,0.00020899595,0.00019474159],"domain_scores_gemma":[0.9994491,0.000065735636,0.00009557978,0.0001178848,0.00018376646,0.000087968525],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003655566,0.000094369396,0.00031635258,0.00062834035,0.000062928135,0.000031436753,0.00019044067,0.00009433798,0.0000045597913],"category_scores_gemma":[0.00036403618,0.00006812851,0.000021793896,0.0015711153,0.00025315935,0.000109135006,0.000043044503,0.00020527007,3.651375e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028845747,0.00006964686,0.012019929,0.000074414485,0.0005867114,0.00006303557,0.00027042214,0.0046790964,0.72048974,0.0045787334,0.000040487175,0.25709894],"study_design_scores_gemma":[0.00087372266,0.0017546631,0.092709675,0.00032537835,0.0010709739,0.0007093081,0.000201297,0.7830588,0.11617752,0.0021461963,0.00049002795,0.0004824211],"about_ca_topic_score_codex":0.000002633195,"about_ca_topic_score_gemma":0.0000074218283,"teacher_disagreement_score":0.77837974,"about_ca_system_score_codex":0.00002208881,"about_ca_system_score_gemma":0.000041324827,"threshold_uncertainty_score":0.27782},"labels":[],"label_agreement":null},{"id":"W2898380127","doi":"10.1016/j.petlm.2018.10.004","title":"A comprehensive investigation on the performance of durian rind as a lost circulation material in water based drilling mud","year":2018,"lang":"en","type":"article","venue":"Petroleum","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling fluid; Thermogravimetric analysis; Pectin; Rheology; Thermal stability; Petroleum engineering; Drilling; Chemical engineering; Lost circulation; Fourier transform infrared spectroscopy; Solvent; Pulp and paper industry; Materials science; Environmental science; Chemistry; Waste management; Organic chemistry; Geology; Composite material; Engineering; Metallurgy","score_opus":0.012446794188907345,"score_gpt":0.1860871618538058,"score_spread":0.17364036766489846,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898380127","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99791795,0.0000067439505,0.00067944895,0.0000583003,0.00041448485,0.00007501826,0.0000026825967,0.00006499574,0.00078035454],"genre_scores_gemma":[0.9995668,0.0000032716855,0.00013907602,0.00004051492,0.00018757897,0.0000081868075,0.000014135654,0.00002394079,0.000016474865],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993849,0.000018767616,0.00018650203,0.00010460286,0.00012334566,0.00018189411],"domain_scores_gemma":[0.99973565,0.000031073192,0.000020965526,0.00015449055,0.000030043762,0.000027746233],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000110177556,0.00011189235,0.00011593575,0.00011634712,0.00003783191,0.000020670168,0.0000752625,0.0000506782,0.00007051905],"category_scores_gemma":[0.0000072927946,0.00008224319,0.000025490814,0.00008447546,0.000040298673,0.000065643,0.0000091787915,0.00009663735,0.0001105556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023019755,0.0000054170378,0.0023124763,0.00008995948,0.000009111676,9.154281e-7,0.00049812265,0.80235946,0.19455755,0.000046143552,0.000008117353,0.000089690984],"study_design_scores_gemma":[0.00018548763,0.00004335761,0.0064324453,0.00010157049,0.0000034956117,0.0000010099262,0.000017922644,0.65416735,0.3386846,0.00002352576,0.00026025987,0.0000789851],"about_ca_topic_score_codex":0.000023401079,"about_ca_topic_score_gemma":0.000004440948,"teacher_disagreement_score":0.14819212,"about_ca_system_score_codex":0.0000449396,"about_ca_system_score_gemma":0.0000071542377,"threshold_uncertainty_score":0.335378},"labels":[],"label_agreement":null},{"id":"W2898510794","doi":"10.1007/s10665-018-9975-5","title":"A model for foamed cementing of oil and gas wells","year":2018,"lang":"en","type":"article","venue":"Journal of Engineering Mathematics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Fundação para a Ciência e a Tecnologia","keywords":"Annulus (botany); Rheology; Buoyancy; Slurry; Materials science; Porosity; Eccentricity (behavior); Drilling fluid; Geotechnical engineering; Porous medium; Mechanics; Lost circulation; Petroleum engineering; Drilling; Geology; Composite material","score_opus":0.01665583241709174,"score_gpt":0.21216803344832136,"score_spread":0.19551220103122963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2898510794","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1679975,0.00035714507,0.83084804,0.000016056509,0.00030973644,0.000029785499,0.00000371387,0.000059159654,0.00037883926],"genre_scores_gemma":[0.7318012,0.00020010072,0.26762655,0.0000033304427,0.00021968965,0.0000025183724,3.4278838e-7,0.00005612881,0.00009010805],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990967,0.0000015980697,0.0005122763,0.000054462096,0.00013951177,0.00019544543],"domain_scores_gemma":[0.9994411,0.00012507665,0.0001206824,0.0001114767,0.00012722367,0.000074436386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034821723,0.0001406982,0.00031268966,0.00016583237,0.000018324981,0.00001847006,0.00011167778,0.000055849956,0.0000029403136],"category_scores_gemma":[0.00013693597,0.00013296245,0.00008645048,0.000090701535,0.000019947354,0.0000953704,0.000016215503,0.00011211571,7.7161906e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036518077,0.000018939008,0.0000051421525,0.0015497045,0.0001082858,0.0000011368663,0.001102462,0.9595855,0.03410269,0.00077624724,0.0001857032,0.0025605678],"study_design_scores_gemma":[0.00032013725,0.00005689662,0.00000296935,0.00046704672,0.00005367765,0.000032430882,0.00003534969,0.9863659,0.011496317,0.00051084923,0.00053543306,0.00012300066],"about_ca_topic_score_codex":1.8730255e-7,"about_ca_topic_score_gemma":1.645412e-7,"teacher_disagreement_score":0.56380373,"about_ca_system_score_codex":0.000023669678,"about_ca_system_score_gemma":0.000010778565,"threshold_uncertainty_score":0.54220515},"labels":[],"label_agreement":null},{"id":"W2899938678","doi":"10.2118/192916-ms","title":"Correlation Between Drilling Parameters and Lithology - The Hidden Geological Information of Drilling Data","year":2018,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TD Bank Group","funders":"","keywords":"Lithology; Geology; Drilling; Oil shale; Borehole; Clastic rock; Drilling fluid; Petrology; Structural basin; Measurement while drilling; Petroleum engineering; Mineralogy; Geomorphology; Geotechnical engineering; Paleontology","score_opus":0.02667295816685005,"score_gpt":0.22487380455753506,"score_spread":0.198200846390685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2899938678","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48170397,0.00007167551,0.516038,0.000042462034,0.00021974926,0.00007279028,0.0000073599017,0.00016118168,0.0016828282],"genre_scores_gemma":[0.99129105,0.000061366154,0.008431508,0.000020836413,0.000113121234,0.000001723787,0.000061256455,0.000008469895,0.000010652376],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993923,0.000014727789,0.00026191628,0.000093798146,0.000084905216,0.00015237533],"domain_scores_gemma":[0.99940646,0.00019928926,0.000037100817,0.000292783,0.000031515538,0.000032868116],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031831063,0.00009355768,0.00013528303,0.00006266291,0.000059066097,0.00002755073,0.00015494956,0.000091889364,0.000011500944],"category_scores_gemma":[0.00007910095,0.00006643268,0.000014796392,0.00010970514,0.000097164135,0.00035348674,0.000081208986,0.00012407011,0.00001994899],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001475058,0.000007698669,0.06838133,0.00017037475,0.00019712317,0.0000013281066,0.00303305,0.8069762,0.00042446976,0.003230918,0.0009601649,0.11660257],"study_design_scores_gemma":[0.00011272251,0.000033914206,0.009242343,0.000021894515,0.000026070433,0.0000066275766,0.000102735925,0.9871338,0.00063149893,0.00030291153,0.0022812148,0.00010424675],"about_ca_topic_score_codex":0.000023755749,"about_ca_topic_score_gemma":0.0000032371177,"teacher_disagreement_score":0.5095871,"about_ca_system_score_codex":0.000008807006,"about_ca_system_score_gemma":0.0000037688717,"threshold_uncertainty_score":0.27090463},"labels":[],"label_agreement":null},{"id":"W2899977071","doi":"10.2118/193224-ms","title":"Applications of Machine Learning and Data Mining in SpeedWise® Drilling Analytics: A Case Study","year":2018,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Drilling; Casing; Computer science; Analytics; Artificial neural network; Petroleum engineering; Big data; Oil field; Field (mathematics); Data mining; Completion (oil and gas wells); Artificial intelligence; Machine learning; Geology; Engineering; Mechanical engineering","score_opus":0.023702329630610416,"score_gpt":0.27954194927791337,"score_spread":0.25583961964730295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2899977071","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83215934,0.00039260802,0.16457807,0.0000041430717,0.000050264618,0.00019190279,0.0000065296204,0.0001953569,0.0024217765],"genre_scores_gemma":[0.99278647,0.00004184678,0.0069887224,0.0000017216005,0.000071563256,0.000005518499,0.0000081069165,0.000023870201,0.00007218249],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993535,0.0000098367045,0.00023451692,0.00018768082,0.000070004346,0.0001444462],"domain_scores_gemma":[0.99954945,0.00007457333,0.000019811492,0.0002893115,0.000021210204,0.000045656874],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028796605,0.00010067766,0.00016007872,0.00017823027,0.00003967283,0.00001925303,0.000116580944,0.000029317904,0.000018223243],"category_scores_gemma":[0.00002621998,0.000102441794,0.000009486959,0.00029333905,0.000024706189,0.0000855978,0.00009015885,0.00011702547,0.0000034613056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009375418,0.00020254601,0.29103893,0.00037986884,0.0002692677,0.00041446846,0.009351027,0.56468,0.0016224455,0.00009280947,0.00007673231,0.13186252],"study_design_scores_gemma":[0.00023191277,0.000036848018,0.0001658483,0.000023398288,0.000021768994,0.00008320395,0.0025457053,0.99550116,0.00015452424,0.000004636398,0.0011173075,0.00011368186],"about_ca_topic_score_codex":0.00032661456,"about_ca_topic_score_gemma":0.00075422303,"teacher_disagreement_score":0.43082115,"about_ca_system_score_codex":0.000011820838,"about_ca_system_score_gemma":0.000004476201,"threshold_uncertainty_score":0.4177455},"labels":[],"label_agreement":null},{"id":"W2900913953","doi":"10.2118/193359-ms","title":"Structural Reliability Study of OCTG Casing and Connections for Thermal Wells","year":2018,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"EVRAZ (Canada)","funders":"","keywords":"Casing; Reliability (semiconductor); Random variable; Randomness; Monte Carlo method; Probabilistic logic; Reliability engineering; Statistical model; Computer science; Probability distribution; Engineering; Mathematics; Statistics; Petroleum engineering","score_opus":0.02186118739484596,"score_gpt":0.23917970497373597,"score_spread":0.21731851757889,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2900913953","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.964979,0.00014187885,0.03194163,0.000052377323,0.0004903465,0.0005418248,0.000011753345,0.00016823373,0.0016729701],"genre_scores_gemma":[0.99775213,0.00002517187,0.0018725693,0.000012902178,0.00022637132,0.000014889793,0.0000017708918,0.00003393397,0.000060261234],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906945,0.00006243713,0.00027645798,0.00024071187,0.00009502164,0.00025590544],"domain_scores_gemma":[0.99934506,0.00023214938,0.000037387017,0.0002115778,0.000087080865,0.000086750784],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039933008,0.00021108045,0.0002732731,0.00006901578,0.00015670803,0.00004618486,0.000097353106,0.000118163545,0.00003103989],"category_scores_gemma":[0.000025789594,0.00018452317,0.000044573426,0.00009236933,0.00014336764,0.0001370037,0.00003081816,0.00026364048,0.0000040383065],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006198947,0.00021399034,0.004888174,0.00059029507,0.00033984767,0.000006200085,0.013424127,0.52357805,0.45031196,0.001043386,0.00027895084,0.0047051413],"study_design_scores_gemma":[0.0014759916,0.0014596737,0.0055240877,0.0000914035,0.00013971179,0.000025782598,0.0012254968,0.8635634,0.12485908,0.00071532495,0.0003761447,0.00054386095],"about_ca_topic_score_codex":0.000212109,"about_ca_topic_score_gemma":0.000022090742,"teacher_disagreement_score":0.33998543,"about_ca_system_score_codex":0.000025976982,"about_ca_system_score_gemma":0.000012048996,"threshold_uncertainty_score":0.75246364},"labels":[],"label_agreement":null},{"id":"W2901238054","doi":"","title":"Comparison of Field and Laboratory Vibration Assisted Rotary Drilling","year":2018,"lang":"en","type":"article","venue":"52nd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Field (mathematics); Vibration; Drilling; Engineering; Environmental science; Mechanical engineering; Acoustics; Physics; Mathematics","score_opus":0.010461474639352304,"score_gpt":0.22615170005017998,"score_spread":0.2156902254108277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901238054","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03645508,0.0009563201,0.9583946,0.00008914858,0.0023950585,0.00029975903,0.000036475616,0.00069017586,0.0006834189],"genre_scores_gemma":[0.9969973,0.0002785297,0.0020762698,0.0000841105,0.00037077203,0.000021527745,0.00002832889,0.000106300155,0.00003687962],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981344,0.000036240934,0.0006390413,0.00039449875,0.00031645235,0.00047936453],"domain_scores_gemma":[0.9988968,0.00011121639,0.00013153562,0.000457688,0.00021613315,0.0001866205],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00030784705,0.00037934823,0.00053116353,0.0002630272,0.00017874276,0.00006197847,0.0002538036,0.00034358923,0.00005299685],"category_scores_gemma":[0.0000503636,0.00042727994,0.00008714783,0.00048958167,0.000006582276,0.0002609915,0.00010758623,0.00034924035,0.000032633932],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037276724,0.000075200944,0.00005365014,0.00039612304,0.00015334945,0.0000046766218,0.00082884217,0.22091393,0.7665755,0.008089112,0.00088705006,0.001985267],"study_design_scores_gemma":[0.0002600359,0.0002427962,0.000004184726,0.00012162909,0.00004773687,0.000006318924,0.00010256697,0.681683,0.31468177,0.00066411414,0.0018596306,0.00032623336],"about_ca_topic_score_codex":0.000013598963,"about_ca_topic_score_gemma":0.000022300896,"teacher_disagreement_score":0.9605422,"about_ca_system_score_codex":0.0000719493,"about_ca_system_score_gemma":0.000036006815,"threshold_uncertainty_score":0.9998179},"labels":[],"label_agreement":null},{"id":"W2901441664","doi":"10.2118/193370-ms","title":"Material Selection for Thermal Inflow Control Device Manufacturing to Minimize the Silica and Calcium Carbonate Scaling Potential","year":2018,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; RGL Reservoir Management","keywords":"Scaling; Calcium carbonate; Materials science; Carbonate; Energy-dispersive X-ray spectroscopy; Scanning electron microscope; Nozzle; Petroleum engineering; Chemical engineering; Metallurgy; Composite material; Mechanical engineering; Geology; Engineering","score_opus":0.01249941418287691,"score_gpt":0.21640027516295268,"score_spread":0.20390086098007576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901441664","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61153114,0.00010976193,0.38500583,0.0003289398,0.0009910126,0.0006290875,0.00002297432,0.0002932701,0.0010879955],"genre_scores_gemma":[0.99490017,0.000020667321,0.0036114568,0.00017641035,0.001107801,0.000039968865,0.000003533575,0.000059079153,0.00008093998],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988301,0.00006921306,0.0002579658,0.00027873358,0.00012530695,0.000438675],"domain_scores_gemma":[0.9994782,0.00014433514,0.00003142188,0.00014971232,0.00005742484,0.00013890905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045679393,0.0002857249,0.00025827807,0.0000732205,0.00025025022,0.00018098022,0.00015024278,0.0001755611,0.000036234214],"category_scores_gemma":[0.000013798252,0.00022095496,0.000060559483,0.00005588513,0.000084167914,0.00012693528,0.000037130136,0.00030076003,0.000014929593],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00047875996,0.000009991078,0.000045063676,0.00008105685,0.00008658242,0.0000015827804,0.0005931532,0.2773859,0.71931297,0.000045888595,0.00006334995,0.0018957381],"study_design_scores_gemma":[0.0005601451,0.00010423019,0.00054421485,0.000045110854,0.000069517184,0.000021719385,0.000047914582,0.5170791,0.48034114,0.0000464214,0.0008715227,0.0002689261],"about_ca_topic_score_codex":0.0001328211,"about_ca_topic_score_gemma":0.000009796716,"teacher_disagreement_score":0.38336903,"about_ca_system_score_codex":0.000031403477,"about_ca_system_score_gemma":0.000014932165,"threshold_uncertainty_score":0.90102816},"labels":[],"label_agreement":null},{"id":"W2901740118","doi":"10.25071/10315/35336","title":"Experimental Results and Proposed Electromechanical Model for Vibrational Communication in Mining and Oil-Gas Drill Strings","year":2018,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Saskatchewan Research Council (Canada); University of Saskatchewan","funders":"","keywords":"Drill; Petroleum engineering; Computer science; Drill string; Fossil fuel; Mechanical engineering; Geology; Engineering; Waste management","score_opus":0.01022774671708204,"score_gpt":0.2259247535968848,"score_spread":0.21569700687980276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2901740118","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8880226,0.0041679298,0.10512128,0.00073080865,0.0003632111,0.00073336775,0.00007127181,0.00052044867,0.00026910513],"genre_scores_gemma":[0.9443511,0.0000730141,0.05531132,0.000020174422,0.00007752964,0.0000807923,0.000021895941,0.00005852485,0.000005667372],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99859524,0.000011055131,0.0003733265,0.000302261,0.00011454703,0.00060355087],"domain_scores_gemma":[0.9993648,0.00009380015,0.000021713195,0.00018275513,0.000027609844,0.00030931068],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041333368,0.00021908288,0.0002341657,0.00032512817,0.00006194996,0.00006932615,0.00014945626,0.00017236186,0.0000020289665],"category_scores_gemma":[0.00009501978,0.00026412006,0.000024392959,0.0002105761,0.000036850546,0.00017451005,0.00004125067,0.00021912702,4.9537846e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027749265,0.00011152737,0.0005499955,0.00095808995,0.00013759045,0.000045204677,0.0052088965,0.7411116,0.06383809,0.06616115,0.0001345073,0.121465854],"study_design_scores_gemma":[0.00082449836,0.00007070298,0.00004356987,0.0001905763,0.0000043140535,0.000009931016,0.0000309493,0.98186696,0.016257294,0.00017205656,0.00024998258,0.0002791954],"about_ca_topic_score_codex":0.00048823518,"about_ca_topic_score_gemma":0.00917834,"teacher_disagreement_score":0.24075533,"about_ca_system_score_codex":0.00028259418,"about_ca_system_score_gemma":0.000059993938,"threshold_uncertainty_score":0.9999811},"labels":[],"label_agreement":null},{"id":"W2902129208","doi":"10.1130/abs/2018am-320431","title":"FLUID STORAGE AND CIRCULATION IN CARBONATES: A SILURIAN CASE STUDY IN EASTERN CANADA","year":2018,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Circulation (fluid dynamics); Geology; Lost circulation; Oceanography; Petroleum engineering; Paleontology; Earth science; Engineering; Aerospace engineering; Mechanical engineering; Drilling","score_opus":0.01321776329292423,"score_gpt":0.2163738113373951,"score_spread":0.20315604804447088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902129208","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99878734,0.000115721516,0.00042002596,0.00003613248,0.000040709518,0.00033922872,9.67075e-7,0.00008345988,0.00017641415],"genre_scores_gemma":[0.99833995,0.000009821384,0.0015402255,0.000028396968,0.000031111522,0.00002679248,0.0000034433208,0.000016003767,0.000004261431],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990258,0.000018004092,0.000278817,0.00021272982,0.0001547358,0.00030991752],"domain_scores_gemma":[0.9996684,0.00004898131,0.000046887042,0.00012190674,0.000030883246,0.00008293678],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014269054,0.00016345516,0.00025439152,0.000025517504,0.000030485155,0.000015882319,0.000065638174,0.00007591283,0.0000052811765],"category_scores_gemma":[0.000010350894,0.00013706791,0.00002480518,0.00028877964,0.00014148337,0.00006148191,0.000022293758,0.00021320683,6.179137e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015367208,0.00023396281,0.366592,0.000105116706,0.0000691507,0.00075252977,0.00498905,0.5945039,0.0000923236,5.2727347e-7,0.000016429392,0.032629676],"study_design_scores_gemma":[0.0012019846,0.0008772273,0.38838404,0.00011621001,0.000021159754,0.00016516402,0.009838864,0.598361,0.000040050858,0.000012433203,0.0005455518,0.00043629535],"about_ca_topic_score_codex":0.33766836,"about_ca_topic_score_gemma":0.13567558,"teacher_disagreement_score":0.2019928,"about_ca_system_score_codex":0.00007964312,"about_ca_system_score_gemma":0.000034104985,"threshold_uncertainty_score":0.8800961},"labels":[],"label_agreement":null},{"id":"W2902671114","doi":"","title":"Development of a PSIR-Based Dilation Model for Brittle Rock Using Parameters With Physical Meaning","year":2018,"lang":"en","type":"article","venue":"52nd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Red River College; University of British Columbia","funders":"","keywords":"Dilation (metric space); Meaning (existential); Psychology; Geology; Computer science; Artificial intelligence; Mathematics; Epistemology; Philosophy; Geometry","score_opus":0.020868524979158982,"score_gpt":0.22045801623928882,"score_spread":0.19958949126012984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902671114","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.061676122,0.000029809893,0.9366705,0.000010269597,0.0005664004,0.00050061155,0.000033206867,0.00043176644,0.00008132615],"genre_scores_gemma":[0.8887421,0.000005234776,0.11072267,0.000023898478,0.00018241836,0.00007172805,0.000042706706,0.0001850338,0.000024213956],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978225,0.00001471961,0.0005456055,0.0004928343,0.00042823033,0.00069608295],"domain_scores_gemma":[0.99890745,0.00007150312,0.00015902903,0.00042630974,0.00025426477,0.0001814317],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027199904,0.00048283153,0.00053411856,0.00026269886,0.00025236327,0.000054905133,0.0002981191,0.00019738045,0.0000045222328],"category_scores_gemma":[0.000022077817,0.00050181226,0.00015119274,0.0004110951,0.0000047125277,0.00021115108,0.00006492246,0.00021882771,0.000010906139],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000050737228,0.00005045637,5.5680187e-7,0.00023136435,0.0000891141,5.2974417e-7,0.0008710944,0.7875249,0.20867935,0.0022004133,0.000018178058,0.00028333112],"study_design_scores_gemma":[0.00065943116,0.00015122462,8.389925e-8,0.00021964095,0.000092285016,0.0000046203368,0.00005866925,0.7529957,0.24392752,0.0012479072,0.00016513864,0.00047777282],"about_ca_topic_score_codex":0.000005713854,"about_ca_topic_score_gemma":0.000020158603,"teacher_disagreement_score":0.827066,"about_ca_system_score_codex":0.00025529438,"about_ca_system_score_gemma":0.00015424631,"threshold_uncertainty_score":0.99974334},"labels":[],"label_agreement":null},{"id":"W2902736933","doi":"10.1063/1.5056169","title":"Turbulent displacement flows in primary cementing of oil and gas wells","year":2018,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":32,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Turbulence; Laminar flow; Buoyancy; Mechanics; Displacement (psychology); Physics; Flow (mathematics)","score_opus":0.006662426425186296,"score_gpt":0.19478641192349136,"score_spread":0.18812398549830506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902736933","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.982231,0.00045909706,0.010976702,0.000017572733,0.00016020902,0.00003055785,0.0000038018957,0.00004374639,0.006077313],"genre_scores_gemma":[0.99779314,0.00027756233,0.0017448692,0.0000066359803,0.00011178782,0.0000037433722,0.000004914352,0.000020253496,0.000037111695],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994228,0.0000047506774,0.0002123825,0.00009368373,0.00011253002,0.00015386792],"domain_scores_gemma":[0.99977374,0.000021507607,0.000019614838,0.0001341623,0.000023151693,0.000027810735],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010552229,0.00009927927,0.000172265,0.000041537525,0.00001092177,0.000005320349,0.00006453445,0.000024029454,0.000006469239],"category_scores_gemma":[0.000003397998,0.00010547747,0.00002885065,0.00010356657,0.000028566637,0.00006400241,0.00003135369,0.000058047524,0.0000033697763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002039327,0.00012411892,0.0021181554,0.0018706004,0.000111700036,0.0000021760166,0.0018131868,0.25834543,0.65472364,0.0011743766,0.00027845724,0.07941779],"study_design_scores_gemma":[0.0007435089,0.00009278037,0.0013089997,0.0004873879,0.000028578543,9.884519e-7,0.000034364297,0.72861606,0.26589748,0.0004448741,0.0020680095,0.00027698214],"about_ca_topic_score_codex":0.000015385385,"about_ca_topic_score_gemma":0.0000011262417,"teacher_disagreement_score":0.47027063,"about_ca_system_score_codex":0.000025803056,"about_ca_system_score_gemma":0.0000056665253,"threshold_uncertainty_score":0.4301246},"labels":[],"label_agreement":null},{"id":"W2902829196","doi":"","title":"The Application of Elemental Concentration on Valid Rock Tensile Failure Analysis of Sandstones","year":2018,"lang":"en","type":"article","venue":"52nd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Ultimate tensile strength; Geology; Geotechnical engineering; Mineralogy; Materials science; Composite material","score_opus":0.006333850959081491,"score_gpt":0.21079770350610236,"score_spread":0.20446385254702087,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2902829196","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.025150867,0.00019637537,0.9725283,0.00007983703,0.0008685003,0.0004381649,0.000086592314,0.00026301175,0.00038835072],"genre_scores_gemma":[0.9990592,0.00025015313,0.00023302287,0.000025288438,0.00016998228,0.000046714827,0.00010689202,0.0000636024,0.0000451254],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99806654,0.000033536926,0.0006793181,0.00034777282,0.00044590363,0.0004268995],"domain_scores_gemma":[0.99862224,0.00011247747,0.00022994599,0.00065520464,0.0002788736,0.000101283236],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00036220351,0.0003182336,0.00048165512,0.00024653517,0.00020627819,0.00003582494,0.00037532387,0.00018914441,0.000029338487],"category_scores_gemma":[0.000026754264,0.00028031965,0.00023822286,0.0010788081,0.000007325934,0.00010945302,0.00006360509,0.00018957726,0.00003010749],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002671844,0.000039031085,0.0000136286435,0.00005868583,0.0005225308,3.6241502e-7,0.00021534713,0.58297807,0.38969773,0.025794227,0.00021720948,0.0004364248],"study_design_scores_gemma":[0.00021262433,0.00015840029,0.0000034582558,0.000028595061,0.00032221244,0.0000015768721,0.00012830357,0.6625635,0.33414626,0.0005974442,0.0016492016,0.00018842194],"about_ca_topic_score_codex":0.00002461588,"about_ca_topic_score_gemma":0.00007087482,"teacher_disagreement_score":0.97390836,"about_ca_system_score_codex":0.00011298411,"about_ca_system_score_gemma":0.000026630583,"threshold_uncertainty_score":0.9999649},"labels":[],"label_agreement":null},{"id":"W2903232489","doi":"10.4095/297490","title":"HALIP intrusions, contact metamorphism, and incipient diapirism of gypsum-carbonate sequences","year":2016,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Diapir; Metamorphism; Geology; Gypsum; Carbonate; Geochemistry; Mineralogy; Geomorphology; Tectonics; Paleontology; Materials science; Metallurgy","score_opus":0.018206208036879185,"score_gpt":0.22908883677501302,"score_spread":0.21088262873813382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903232489","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08939103,0.06731934,0.02957955,0.00022532187,0.014639154,0.0011594163,0.00051429373,0.002759639,0.79441226],"genre_scores_gemma":[0.96632826,0.028611561,0.0006778158,0.00001096526,0.00040010878,0.00002985861,0.000031485353,0.00012586733,0.0037840914],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981986,0.000018431441,0.00061363145,0.0003105874,0.0005190507,0.0003396485],"domain_scores_gemma":[0.99907047,0.00015105834,0.00012294551,0.00036930636,0.00013174418,0.00015446171],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00051776983,0.00042022488,0.00076044654,0.00028985224,0.00003114293,0.000026830829,0.0001874612,0.000351138,0.00015731878],"category_scores_gemma":[0.00010168823,0.00030805136,0.00014407917,0.00011193542,0.000056870187,0.00008869402,0.00008983908,0.00031685614,0.000014252577],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000083357765,0.0002973302,0.010812163,0.023783583,0.01589207,0.0010173966,0.0026769442,0.14558217,0.15659334,0.014220132,0.17151926,0.45752224],"study_design_scores_gemma":[0.001089164,0.00018291302,0.003289501,0.004075498,0.0008181043,0.00021182647,0.00007011326,0.06721604,0.02012143,0.0008849413,0.89914685,0.0028935901],"about_ca_topic_score_codex":0.00038665513,"about_ca_topic_score_gemma":0.00001956813,"teacher_disagreement_score":0.8769372,"about_ca_system_score_codex":0.00016173135,"about_ca_system_score_gemma":0.00013173877,"threshold_uncertainty_score":0.9999372},"labels":[],"label_agreement":null},{"id":"W2903995359","doi":"10.1016/j.isatra.2018.12.008","title":"Nonlinear model predictive control of a Hammerstein Weiner model based experimental managed pressure drilling setup","year":2018,"lang":"en","type":"article","venue":"ISA Transactions","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Setpoint; Control theory (sociology); Controller (irrigation); Choke; Pressure control; Model predictive control; Well control; Engineering; Nonlinear system; Underbalanced drilling; Flow (mathematics); Drilling; Drilling fluid; Computer science; Control (management); Mechanics; Mechanical engineering; Physics","score_opus":0.00837471059732472,"score_gpt":0.20471534704938818,"score_spread":0.19634063645206346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2903995359","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.010177254,0.00027790718,0.9866845,0.000026240667,0.00025403293,0.00021919921,0.0002640984,0.000447792,0.0016489628],"genre_scores_gemma":[0.9811407,0.0000115854,0.018300163,0.00002554942,0.00009806984,0.000048779362,0.000011404392,0.00007117918,0.00029258203],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990252,0.000012721333,0.0002718354,0.00021493652,0.00018785436,0.00028741435],"domain_scores_gemma":[0.9995173,0.00003422517,0.000026716378,0.00026048746,0.000060216207,0.000101059464],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000081793,0.00022058238,0.00025166848,0.00014045581,0.00010219332,0.00001712347,0.00012653772,0.00012033584,0.000058991827],"category_scores_gemma":[0.000003002967,0.00023775936,0.0001445492,0.00015514488,0.00007481002,0.00017144515,0.0000024254837,0.0002134663,0.000009542501],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037815178,0.00006475342,0.0000026367243,0.00006215919,0.0001712293,7.8268147e-7,0.00065027556,0.9560082,0.042719968,0.000022648708,0.000053105625,0.00020642414],"study_design_scores_gemma":[0.0008976125,0.0000571522,0.0000017731941,0.00005593368,0.0001322787,0.000001205817,0.000086659566,0.9032194,0.095035695,0.000015710968,0.00029525542,0.00020134717],"about_ca_topic_score_codex":0.000014757689,"about_ca_topic_score_gemma":0.000007452514,"teacher_disagreement_score":0.9709634,"about_ca_system_score_codex":0.00004042008,"about_ca_system_score_gemma":0.000025455278,"threshold_uncertainty_score":0.96955454},"labels":[],"label_agreement":null},{"id":"W2904032796","doi":"","title":"The Influence of Well Bore Fluid Pressure On Drilling Penetration Rates And Stress Dependent Strength","year":2001,"lang":"en","type":"article","venue":"DC Rocks 2001, The 38th U.S. Symposium on Rock Mechanics (USRMS)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling fluid; Petroleum engineering; Rate of penetration; Drilling; Penetration (warfare); Geotechnical engineering; Stress (linguistics); Fluid pressure; Penetration rate; Geology; Engineering; Mechanical engineering","score_opus":0.005578389165523501,"score_gpt":0.19880621238618884,"score_spread":0.19322782322066534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2904032796","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88660365,0.0045341216,0.099411055,0.0006757096,0.0018194367,0.001407272,0.00017432573,0.0008512279,0.0045232037],"genre_scores_gemma":[0.9916418,0.0074565304,0.000041580726,0.00007068381,0.00018865221,0.000045015844,0.000026603522,0.00009460225,0.0004344911],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977967,0.00007925272,0.00053296017,0.00041395603,0.00055011205,0.00062698073],"domain_scores_gemma":[0.99852455,0.0003554556,0.00014158266,0.00071150385,0.00011199805,0.00015489773],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004723067,0.00046511996,0.0003343528,0.00013434836,0.0004756539,0.00014821826,0.0005633998,0.00019178099,0.000015233773],"category_scores_gemma":[0.000055060205,0.000327838,0.00009724236,0.00029804124,0.000013690861,0.00016959851,0.00009290629,0.00052706513,0.000026298625],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005771219,0.000041875814,0.00013229446,0.00008983626,0.000105382875,0.0000058103114,0.00027815797,0.9809378,0.01661597,0.0009324032,0.00029346204,0.00050930225],"study_design_scores_gemma":[0.0004672838,0.00021936034,0.000106575135,0.0002741312,0.000089400164,0.000015056773,0.00019137647,0.90818095,0.08149212,0.00026383475,0.008297277,0.00040263322],"about_ca_topic_score_codex":0.000046541307,"about_ca_topic_score_gemma":0.000066210494,"teacher_disagreement_score":0.105038196,"about_ca_system_score_codex":0.000061891034,"about_ca_system_score_gemma":0.000026284864,"threshold_uncertainty_score":0.9999174},"labels":[],"label_agreement":null},{"id":"W2905162766","doi":"10.1520/jte20170468","title":"A Novel Tribometer Designed to Evaluate Geological Sliding Contacts Lubricated by Drilling Muds","year":2018,"lang":"en","type":"article","venue":"Journal of Testing and Evaluation","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Tribometer; Lubricity; Lubricant; Drilling; Materials science; Drilling fluid; Metallurgy; Petroleum engineering; Tribology; Composite material; Geology","score_opus":0.06861132085366459,"score_gpt":0.2904461470113686,"score_spread":0.22183482615770403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2905162766","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.777583,0.00034986256,0.22106798,0.00006987924,0.00038765013,0.00011124329,0.0000010503276,0.00007431847,0.0003550098],"genre_scores_gemma":[0.9672701,0.000019063822,0.032277107,0.000043645978,0.00034829072,0.0000043491955,0.0000016376947,0.000022165854,0.000013643927],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873626,0.000051779836,0.00044852193,0.00012659834,0.0003939714,0.00024285319],"domain_scores_gemma":[0.9986853,0.00039504172,0.0001245456,0.00008043263,0.0005611319,0.00015353723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027171462,0.00014736554,0.00024008924,0.00018797416,0.000099083336,0.00008744237,0.00009024386,0.00007533966,0.000019030813],"category_scores_gemma":[0.0023396853,0.00012596475,0.00003988033,0.0003366695,0.0000144563355,0.00018360658,0.000016423293,0.00016834773,0.000010375109],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027342574,0.000018389046,0.0005452995,0.000023537617,0.00005509045,0.000001959314,0.00032386006,0.3330373,0.62833947,0.0000019483543,0.0011009015,0.03652489],"study_design_scores_gemma":[0.00093958416,0.00048667917,0.0021295,0.00032899523,0.000116012736,0.00010807984,0.000032168115,0.97721946,0.018169524,0.00008385651,0.00020416378,0.00018198122],"about_ca_topic_score_codex":0.000006352676,"about_ca_topic_score_gemma":4.955401e-7,"teacher_disagreement_score":0.64418215,"about_ca_system_score_codex":0.00010432754,"about_ca_system_score_gemma":0.000028706589,"threshold_uncertainty_score":0.5136694},"labels":[],"label_agreement":null},{"id":"W2907422479","doi":"10.3968/10541","title":"The Practice on Accelerating the Horizontal Well of the Xin 123-Ping 80","year":2018,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling; Directional drilling; Wellbore; Engineering; Section (typography); Petroleum engineering; Mechanical engineering; Geology; Computer science","score_opus":0.011261683255257036,"score_gpt":0.2346822481867439,"score_spread":0.22342056493148688,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2907422479","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20682912,0.018742554,0.6260917,0.0065484773,0.011586916,0.0013318185,0.000005107964,0.0007017307,0.12816253],"genre_scores_gemma":[0.9964915,0.0013297077,0.0018660282,0.00008597048,0.00010923827,0.00003856188,0.0000012745862,0.000013971551,0.00006374307],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99927706,0.00003257777,0.00024998467,0.000107442596,0.00017547775,0.00015748161],"domain_scores_gemma":[0.9995187,0.00022072783,0.00005892701,0.00014810532,0.00003441993,0.000019147767],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003688068,0.00010783215,0.00008041144,0.00003098665,0.0002869394,0.000056746456,0.00013793312,0.000025605967,0.0000022457552],"category_scores_gemma":[0.000088732966,0.000059431157,0.000014595117,0.00012954135,0.000054460048,0.00038466003,0.00003577038,0.00015432783,0.000013261557],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038967817,0.000023642098,0.0004475572,0.00004470309,0.00003161009,0.0000010753512,0.005793848,0.849678,0.00071426464,0.00409384,0.00021462067,0.1389179],"study_design_scores_gemma":[0.0004183395,0.00006955946,0.0006570449,0.00021254778,0.0000064607016,0.0000057546536,0.004880655,0.30867174,0.033129722,0.0003261727,0.6513748,0.0002471932],"about_ca_topic_score_codex":0.0000020712002,"about_ca_topic_score_gemma":0.000088320834,"teacher_disagreement_score":0.78966236,"about_ca_system_score_codex":0.000051525127,"about_ca_system_score_gemma":0.000021477232,"threshold_uncertainty_score":0.24235322},"labels":[],"label_agreement":null},{"id":"W2907428600","doi":"10.11575/prism/32039","title":"Urban Drilling: Best Practices for Urban Oil and Gas Wells in Alberta","year":2017,"lang":"en","type":"dissertation","venue":"Open MIND","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Drilling; Fossil fuel; Environmental science; Geology; Environmental planning; Geography; Engineering; Waste management; Mechanical engineering","score_opus":0.035367227931147,"score_gpt":0.3055791870855961,"score_spread":0.2702119591544491,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2907428600","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19696432,0.0043773507,0.0000694633,0.00016075606,0.0030852044,0.00066424604,0.00007388702,0.000019695006,0.79458505],"genre_scores_gemma":[0.22620928,0.0032938346,0.004805633,0.000009957294,0.00092713407,0.0002539925,0.0016042436,0.00035571295,0.7625402],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99887127,0.000009326469,0.0003076031,0.00038703342,0.000106468426,0.0003183303],"domain_scores_gemma":[0.9990585,0.0002056462,0.00023244323,0.0003710476,0.00003544595,0.00009694496],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024454694,0.00032487098,0.000419858,0.00013680398,0.00010234269,0.0005437625,0.00046795598,0.00031416462,0.00008215478],"category_scores_gemma":[0.00022561713,0.00035745153,0.00005535371,0.000053580683,0.000013201133,0.00038047542,0.000024580675,0.00030811323,0.000092013484],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014958686,0.000104680235,0.00061096466,0.0018702027,0.00032444205,0.000036123623,0.009523308,0.021428254,0.0017604856,0.00006967896,0.009483257,0.954639],"study_design_scores_gemma":[0.000544675,0.000039034087,0.00004934336,0.0010058675,0.00010567617,0.0000037602488,0.00032244553,0.034858048,0.0035324078,0.000017181424,0.95896995,0.0005516251],"about_ca_topic_score_codex":0.0014889657,"about_ca_topic_score_gemma":0.0055952664,"teacher_disagreement_score":0.9540874,"about_ca_system_score_codex":0.000041031137,"about_ca_system_score_gemma":0.0000487703,"threshold_uncertainty_score":0.99988776},"labels":[],"label_agreement":null},{"id":"W2909034080","doi":"10.4095/305005","title":"Induced seismicity research project: accomplishments and looking forward","year":2017,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Induced seismicity; Seismology; Geology; Geography; History","score_opus":0.13669184883032937,"score_gpt":0.3808964828640905,"score_spread":0.24420463403376114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2909034080","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.034390964,0.0020341927,0.003313544,0.000024845158,0.003333511,0.0008933842,0.00003468174,0.0012702575,0.95470464],"genre_scores_gemma":[0.97363234,0.003396281,0.0006382287,0.000008894814,0.0011395535,0.00008341122,0.000055320248,0.00023487723,0.0208111],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9977133,0.000020881726,0.00032958924,0.00042377214,0.0008645508,0.00064786954],"domain_scores_gemma":[0.998796,0.00008415308,0.000056428766,0.0006814606,0.00025897688,0.00012298235],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0013509804,0.00035966173,0.00049646996,0.0004657017,0.00024983523,0.00036195546,0.00039745437,0.0004893297,0.00001457755],"category_scores_gemma":[0.00021975786,0.00034968255,0.00008084705,0.0001175669,0.000043940658,0.00017066095,0.0002468341,0.0013321355,0.00002868807],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017023003,0.00008468374,0.0020004169,0.011685949,0.0016105049,0.000296746,0.0014913192,0.020955438,0.0022549648,0.00010928666,0.6524406,0.30705303],"study_design_scores_gemma":[0.0004098725,0.000054223907,0.0012169193,0.001808214,0.00006976708,0.00011379592,0.000099732824,0.07798601,0.0028527959,0.00019883928,0.91399544,0.0011943886],"about_ca_topic_score_codex":0.0017880125,"about_ca_topic_score_gemma":0.00003317097,"teacher_disagreement_score":0.93924135,"about_ca_system_score_codex":0.00032806912,"about_ca_system_score_gemma":0.0003555551,"threshold_uncertainty_score":0.9998955},"labels":[],"label_agreement":null},{"id":"W2909074466","doi":"10.4095/216190","title":"Figure 32. Seismic time-thickness map of the Syntectonic Unit of the HB Assemblage","year":2004,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Assemblage (archaeology); Geology; Unit (ring theory); Paleontology; Mathematics","score_opus":0.010997131623252695,"score_gpt":0.20922171401821318,"score_spread":0.1982245823949605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2909074466","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.052751116,0.014654834,0.03991891,0.000627982,0.01775678,0.0022874144,0.00032844066,0.0021167872,0.86955774],"genre_scores_gemma":[0.9498733,0.00034459835,0.000090718786,0.000015017799,0.00020057097,0.000013721456,0.00001689065,0.00017445355,0.049270708],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981641,0.000030901094,0.0005765109,0.00021877755,0.0006904515,0.0003192232],"domain_scores_gemma":[0.9984127,0.00010411458,0.00018463533,0.0010723298,0.00018002986,0.000046142377],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041849577,0.00039782678,0.0005958831,0.000112721056,0.000049620725,0.000017434439,0.000793806,0.0005008475,0.000249922],"category_scores_gemma":[0.0000850201,0.00024100069,0.00043017115,0.00035188365,0.000067443485,0.000038662627,0.00013359278,0.00089335715,0.000055919543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.733829e-7,0.000013679238,0.000038691865,0.0023261032,0.00021510094,0.0000029189302,0.0000665283,0.9887035,0.0032936188,0.00006769734,0.0048196544,0.00045164773],"study_design_scores_gemma":[0.0007943423,0.000060479364,0.002115948,0.0135708675,0.00096364366,0.0001981168,0.000093962815,0.2889715,0.16123691,0.00044032725,0.52956855,0.0019853283],"about_ca_topic_score_codex":0.00023111905,"about_ca_topic_score_gemma":0.00001896381,"teacher_disagreement_score":0.8971222,"about_ca_system_score_codex":0.00020456646,"about_ca_system_score_gemma":0.00045782898,"threshold_uncertainty_score":0.9827723},"labels":[],"label_agreement":null},{"id":"W2909450291","doi":"10.4095/220716","title":"Drilling and operations overview of the Mallik 2002 Production Research Well Program","year":2005,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Petroleum engineering; Drilling; Production (economics); Completion (oil and gas wells); Computer science; Operations management; Engineering; Mechanical engineering; Economics","score_opus":0.13219873652414854,"score_gpt":0.36409076324529044,"score_spread":0.2318920267211419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2909450291","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.018867394,0.11504057,0.0027290215,0.00088851165,0.009232082,0.0053284136,0.00004299612,0.0024448133,0.8454262],"genre_scores_gemma":[0.49203867,0.23562863,0.018957261,0.000017530027,0.006932271,0.0006730155,0.00008450088,0.0006012152,0.2450669],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983417,0.000033318356,0.00039332325,0.00026904218,0.0006508805,0.00031174364],"domain_scores_gemma":[0.9990719,0.00003362664,0.00002677266,0.00047076496,0.0003394427,0.000057523554],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009983863,0.00021384675,0.0002862663,0.00017374122,0.000115791416,0.00006554945,0.00017881226,0.00022242502,0.00015122107],"category_scores_gemma":[0.00011582998,0.0001584496,0.000087195964,0.00040741242,0.00006574456,0.000084580475,0.000069812624,0.00069328235,0.000022183107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.0507343e-7,0.00003832076,0.000052667925,0.0020709815,0.000103037826,9.2667153e-7,0.00009708748,0.9193379,0.0006152808,0.00011116539,0.024036106,0.053535793],"study_design_scores_gemma":[0.00006234139,0.000024108229,0.00046386896,0.0011260838,0.000051733325,0.000040324423,0.000029985962,0.13414301,0.003346368,0.000009681932,0.8604141,0.0002884008],"about_ca_topic_score_codex":0.0001373512,"about_ca_topic_score_gemma":0.00018745814,"teacher_disagreement_score":0.836378,"about_ca_system_score_codex":0.00013960463,"about_ca_system_score_gemma":0.00012477813,"threshold_uncertainty_score":0.6461387},"labels":[],"label_agreement":null},{"id":"W2909682816","doi":"10.4095/213239","title":"A new approach to downhole seismic imaging, Halfmile Lake, New Brunswick","year":2002,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Geology; Seismology; Geophysical imaging","score_opus":0.01932725281135032,"score_gpt":0.21690233978876566,"score_spread":0.19757508697741535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2909682816","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000011226701,0.0023228605,0.4407027,0.00004785928,0.0016126814,0.00023874974,0.00001218415,0.001630458,0.55342126],"genre_scores_gemma":[0.004220182,0.0018146991,0.04412385,0.00018898683,0.0038800284,0.00002080206,0.0002385301,0.0005932419,0.9449197],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99726313,0.000008196349,0.0005734239,0.00066440913,0.00068189175,0.00080894114],"domain_scores_gemma":[0.9982095,0.000026395222,0.000054199347,0.00086945243,0.000076476754,0.0007640094],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002175355,0.0007354785,0.0007505311,0.0004268852,0.000046512272,0.00016907562,0.0004901885,0.00036553285,0.0014991772],"category_scores_gemma":[0.000044645778,0.0007632291,0.00023201705,0.0004480082,0.000009757643,0.000116167095,0.00009090449,0.00077176746,0.002031072],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.760945e-7,0.00000814289,0.000021659316,0.0002214433,0.000060115355,0.000010518211,0.000089316585,0.40272078,0.0000075858507,0.000016588885,0.57433844,0.022504939],"study_design_scores_gemma":[0.00017474072,0.0000071057984,0.000038865943,0.00017676373,0.000052592215,0.00012602519,0.000008725698,0.19379053,0.00006766547,0.000012961471,0.8047952,0.00074883853],"about_ca_topic_score_codex":0.004838642,"about_ca_topic_score_gemma":0.00037064627,"teacher_disagreement_score":0.39657888,"about_ca_system_score_codex":0.00029287825,"about_ca_system_score_gemma":0.0007061436,"threshold_uncertainty_score":0.99948186},"labels":[],"label_agreement":null},{"id":"W2909890294","doi":"10.4095/216186","title":"Figure 15. Seismic time-thickness map of the Lower Unit of the HB Assemblage","year":2004,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Assemblage (archaeology); Unit (ring theory); Geology; Geography; Paleontology; Mathematics","score_opus":0.010928085630316133,"score_gpt":0.20997877702005774,"score_spread":0.1990506913897416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2909890294","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04095254,0.00657085,0.032495532,0.00048667868,0.021024186,0.0015817428,0.0002454672,0.00134946,0.89529353],"genre_scores_gemma":[0.8824799,0.00025142808,0.00012896472,0.00002896474,0.00033420947,0.000011793911,0.00002190855,0.00019890789,0.11654391],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.998299,0.000023053091,0.00052323396,0.00019685552,0.0006748115,0.00028303766],"domain_scores_gemma":[0.99856144,0.00007432676,0.0001582877,0.0009811749,0.0001795928,0.00004520171],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035588242,0.00036647436,0.00052476145,0.00008890795,0.000041334733,0.000016087217,0.00067755184,0.0004834939,0.00038661622],"category_scores_gemma":[0.000058442867,0.00021909272,0.00039446104,0.00027694346,0.000060987342,0.000038612547,0.00011772197,0.00075636775,0.00006988775],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010520753,0.000022931703,0.000042818763,0.0015159497,0.00016997372,0.0000037339848,0.00006270376,0.98120326,0.0019173281,0.00005165312,0.014665321,0.0003432663],"study_design_scores_gemma":[0.00061508996,0.0000584263,0.0015295888,0.007313957,0.0005908632,0.00009006021,0.000060160044,0.1425305,0.057724833,0.0003458536,0.78766865,0.0014720187],"about_ca_topic_score_codex":0.00016496795,"about_ca_topic_score_gemma":0.000013908984,"teacher_disagreement_score":0.84152734,"about_ca_system_score_codex":0.00013588092,"about_ca_system_score_gemma":0.00032763634,"threshold_uncertainty_score":0.89343417},"labels":[],"label_agreement":null},{"id":"W2910469594","doi":"10.3166/i2m.17.235-257","title":"Experimental and numerical study of the effect of vibration on airflow between can combustor liner and casing","year":2018,"lang":"en","type":"article","venue":"Instrumentation Mesure Métrologie","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Airflow; Combustor; Vibration; Structural engineering; Acoustics; Mechanics; Engineering; Environmental science; Materials science; Mechanical engineering; Physics; Combustion; Chemistry","score_opus":0.012043433295451914,"score_gpt":0.2558802710566709,"score_spread":0.24383683776121898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2910469594","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99714226,0.000036651396,0.002241737,0.000025619267,0.0002242203,0.00022027157,0.0000050496737,0.00004896063,0.000055206725],"genre_scores_gemma":[0.9997381,0.000001172834,0.00016996637,0.000007849353,0.000057831632,0.0000081792095,0.0000028272693,0.000012399847,0.0000016819965],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99944603,0.00006749057,0.00017462006,0.000103603445,0.00011855975,0.000089714966],"domain_scores_gemma":[0.9997232,0.000095818046,0.000042447282,0.000100990954,0.000012529146,0.000025014437],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013710749,0.00010383835,0.0001648273,0.00004814453,0.000048127713,0.000010225684,0.0000494049,0.00004511397,0.0000022399943],"category_scores_gemma":[0.00002277262,0.00007549662,0.000018083134,0.0000863242,0.000054199067,0.00004692754,0.000020408594,0.000078182435,3.1249374e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012084059,0.00006989432,0.728086,0.0001224043,0.00019069151,0.0000011796935,0.0047422717,0.08980149,0.15383561,0.000022857463,0.000059723585,0.022947043],"study_design_scores_gemma":[0.0016963001,0.002552325,0.30304763,0.00004032125,0.000060599516,0.0000024389533,0.00036383214,0.045530237,0.646561,0.0000088741945,0.0000092641585,0.00012718525],"about_ca_topic_score_codex":0.000031797106,"about_ca_topic_score_gemma":0.0000023482796,"teacher_disagreement_score":0.4927254,"about_ca_system_score_codex":0.000024098983,"about_ca_system_score_gemma":0.0000035068492,"threshold_uncertainty_score":0.30786628},"labels":[],"label_agreement":null},{"id":"W2910713658","doi":"10.4095/216187","title":"Figure 16. Thickness map of the Lower Unit of the HB Assemblage","year":2004,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Assemblage (archaeology); Unit (ring theory); Geography; Mathematics; Archaeology; Mathematics education","score_opus":0.015527142325158182,"score_gpt":0.2215686181658074,"score_spread":0.20604147584064922,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2910713658","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013253158,0.0044366894,0.017419323,0.00021909404,0.016930293,0.00073932315,0.00009785671,0.00058818265,0.94631606],"genre_scores_gemma":[0.9521832,0.00031252604,0.000082505365,0.000013978385,0.00027245787,0.000009008067,0.000011103355,0.00012199007,0.046993237],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9984607,0.000017783941,0.00046149382,0.00016328832,0.00065438054,0.0002423374],"domain_scores_gemma":[0.9986695,0.000065646906,0.00013527085,0.00091859006,0.00017370076,0.000037259615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032558825,0.00030967878,0.0004424432,0.000069414615,0.000036930014,0.0000139264575,0.0006263929,0.0004233157,0.00024249186],"category_scores_gemma":[0.00006764589,0.00017510018,0.00036307873,0.0002523941,0.00005312443,0.000032903394,0.000104798186,0.0006900785,0.000016224098],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001478691,0.000037459118,0.00020391107,0.0030924117,0.00025797475,0.0000043004206,0.000112807895,0.9764315,0.0012166771,0.00052130286,0.017439725,0.00068045576],"study_design_scores_gemma":[0.00055349927,0.000050904375,0.0034143003,0.007481972,0.00049564644,0.000059734808,0.0001308234,0.010318352,0.07055698,0.0005668082,0.90506965,0.0013013391],"about_ca_topic_score_codex":0.00022093879,"about_ca_topic_score_gemma":0.00006182978,"teacher_disagreement_score":0.96611315,"about_ca_system_score_codex":0.00015033121,"about_ca_system_score_gemma":0.00027909505,"threshold_uncertainty_score":0.7140378},"labels":[],"label_agreement":null},{"id":"W2911850809","doi":"10.1007/s11071-019-04789-x","title":"Modeling of torsional oscillation of drillstring dynamics","year":2019,"lang":"en","type":"article","venue":"Nonlinear Dynamics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Torsional vibration; Vibration; Borehole; Drilling; Drill bit; Oscillation (cell signaling); Drill pipe; Engineering; Drill; Slip (aerodynamics); Torsion (gastropod); Structural engineering; Nonlinear system; Mechanics; Geology; Acoustics; Mechanical engineering; Geotechnical engineering; Physics; Aerospace engineering","score_opus":0.004131849167605855,"score_gpt":0.18278834659076554,"score_spread":0.17865649742315967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2911850809","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75870955,0.00006323362,0.23839307,0.0000040893337,0.00046047987,0.000071205715,0.000052126827,0.000106312196,0.0021399038],"genre_scores_gemma":[0.9860185,0.00004504557,0.013645323,0.0000015246051,0.000055776563,7.490862e-7,0.000120601115,0.000042086842,0.000070394235],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918467,0.00000497791,0.00033454708,0.00011626467,0.00019534267,0.00016419352],"domain_scores_gemma":[0.9996012,0.00003599287,0.00003859154,0.00020818379,0.000077376884,0.00003865978],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000109659,0.000127493,0.00022761097,0.00012625799,0.000012248388,0.00000582856,0.00011467758,0.00010428033,0.000013462918],"category_scores_gemma":[0.000014926582,0.00014079294,0.00007987167,0.0001808152,0.000012077648,0.00008279732,0.00002773983,0.00013708667,0.00000874228],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038187873,0.000009659483,0.002993851,0.00019146726,0.00002148204,2.4881476e-7,0.00003950486,0.9932161,0.000888398,0.001040913,9.965337e-7,0.0015935348],"study_design_scores_gemma":[0.00017284506,0.000019133691,0.00010335277,0.00010555951,0.000010341371,0.0000017501413,0.000050153347,0.9988533,0.00046041966,0.00006463233,0.000024817948,0.00013367955],"about_ca_topic_score_codex":0.000023710527,"about_ca_topic_score_gemma":0.00002885644,"teacher_disagreement_score":0.22730893,"about_ca_system_score_codex":0.00011863946,"about_ca_system_score_gemma":0.000017739452,"threshold_uncertainty_score":0.574137},"labels":[],"label_agreement":null},{"id":"W2912247215","doi":"10.5539/esr.v8n1p19","title":"Evaluation of Shale Around Dange, Northwestern Nigeria as Raw Material for Drilling Mud","year":2019,"lang":"en","type":"article","venue":"Earth Science Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Atterberg limits; Oil shale; Montmorillonite; Mineralogy; Clay minerals; Drilling fluid; Sodium carbonate; Geology; Sodium; Chemistry; Analytical Chemistry (journal); Materials science; Drilling; Geotechnical engineering; Environmental chemistry; Water content; Metallurgy; Composite material","score_opus":0.06533219860925182,"score_gpt":0.3569567930209336,"score_spread":0.29162459441168176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2912247215","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99157226,0.00009239006,0.0028430491,0.000008367612,0.00095698354,0.0005398435,0.000008480414,0.000071707604,0.0039068987],"genre_scores_gemma":[0.9986793,0.000018123905,0.000814514,0.0000017579075,0.00018299477,0.00003509125,0.000007772675,0.000022943299,0.00023752532],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971352,0.00004120313,0.00020047335,0.0002681616,0.0017918093,0.0005631437],"domain_scores_gemma":[0.9988114,0.00011167791,0.000020333306,0.00032876444,0.0006202681,0.0001075415],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0074551986,0.00009736689,0.00014585422,0.00033722838,0.00012821704,0.00016859474,0.00037669257,0.00005225367,0.00013353887],"category_scores_gemma":[0.00017718387,0.000095856536,0.000038688042,0.00066067564,0.0001438818,0.00033758697,0.00006028161,0.00013825273,0.00014782716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011355339,0.000011874346,0.0015571698,0.00012948395,0.000011579826,5.3888914e-7,0.0005404992,0.5896593,0.399037,0.00014148462,0.000018850647,0.008880917],"study_design_scores_gemma":[0.0003264334,0.00009009715,0.0018448951,0.00007649959,0.00000500535,0.0000024044118,0.00017276852,0.7775417,0.21881914,0.00028972357,0.00070803316,0.00012332216],"about_ca_topic_score_codex":0.00005552256,"about_ca_topic_score_gemma":0.000030158117,"teacher_disagreement_score":0.18788242,"about_ca_system_score_codex":0.000079952995,"about_ca_system_score_gemma":0.0002235503,"threshold_uncertainty_score":0.39089158},"labels":[],"label_agreement":null},{"id":"W2913363763","doi":"10.2118/194330-ms","title":"Determining the Most Effective Diversion Strategy Using Pressure Based Fracture Maps : A Meramec STACK Case Study","year":2019,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Chaparral Energy","keywords":"Fracture (geology); Pressure drop; Drilling; Drop (telecommunication); Well stimulation; Stage (stratigraphy); Geology; Petroleum engineering; Geotechnical engineering; Environmental science; Materials science; Reservoir engineering; Engineering; Petroleum; Mechanics","score_opus":0.009311788103512627,"score_gpt":0.21756153319203386,"score_spread":0.20824974508852123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913363763","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9835116,0.0002015258,0.014365283,0.00009918557,0.00018927996,0.0007614761,0.000008610259,0.0005982329,0.00026478726],"genre_scores_gemma":[0.99950796,0.000019785984,0.00027165213,0.00005666333,0.00005125347,0.000028106466,0.000013537454,0.00003913089,0.000011905416],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888754,0.00003825583,0.00020820806,0.0003651458,0.00015298408,0.0003478563],"domain_scores_gemma":[0.9993375,0.00009582866,0.00006574126,0.00038010778,0.000064870896,0.000055981567],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015461503,0.00030394533,0.00028000862,0.0002476554,0.00022384277,0.00010877857,0.00015973634,0.00029984428,0.00003939237],"category_scores_gemma":[0.000022850461,0.00025071364,0.00004045674,0.0002477343,0.000068072615,0.000245179,0.000074701784,0.0006900813,0.000015154146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018331808,0.00007122501,0.010377732,0.00019617977,0.00013329847,0.00034628503,0.00089103164,0.9536356,0.0033040158,0.000038211154,0.000053378066,0.030934721],"study_design_scores_gemma":[0.0015165064,0.00039176544,0.0025578646,0.00031157912,0.0001841454,0.00028200433,0.003114511,0.9728276,0.016523628,0.000467594,0.0012350737,0.0005877271],"about_ca_topic_score_codex":0.0001468502,"about_ca_topic_score_gemma":0.000033230157,"teacher_disagreement_score":0.030346993,"about_ca_system_score_codex":0.000051918527,"about_ca_system_score_gemma":0.000021561109,"threshold_uncertainty_score":0.9999945},"labels":[],"label_agreement":null},{"id":"W2913972801","doi":"10.3390/en12030372","title":"Mechanisms and Influence of Casing Shear Deformation near the Casing Shoe, Based on MFC Surveys during Multistage Fracturing in Shale Gas Wells in Canada","year":2019,"lang":"en","type":"article","venue":"Energies","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Casing; Slipping; Slip (aerodynamics); Geology; Finite element method; Shear (geology); Deformation (meteorology); Geotechnical engineering; Mechanics; Petroleum engineering; Materials science; Structural engineering; Engineering; Composite material; Petrology","score_opus":0.0025247519727348254,"score_gpt":0.15455448778411715,"score_spread":0.15202973581138232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2913972801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99837166,0.000095070856,0.0011095535,0.0000112799835,0.00012756934,0.000096227326,0.0000051747124,0.00004344897,0.0001400107],"genre_scores_gemma":[0.9993375,0.00002114293,0.00058064295,0.0000133590975,0.0000074456466,0.0000043348214,0.000003021095,0.000026246647,0.000006320513],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999194,0.00004572546,0.00024824962,0.00012473312,0.00014413425,0.0002431499],"domain_scores_gemma":[0.9995846,0.00016751199,0.0000340157,0.00017211383,0.000012363852,0.000029397494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033632878,0.00014261188,0.0001756556,0.000116784155,0.000050499428,0.000047022055,0.00008769655,0.000044001332,0.000004252305],"category_scores_gemma":[0.00003248718,0.00012927597,0.000016641257,0.0001629127,0.0000147625115,0.00018382558,0.000021563153,0.00019003409,0.0000011885033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035817052,0.000002020883,0.0131471725,0.00015925296,0.0000032694406,0.000008821491,0.00049489987,0.9778561,0.007856082,0.000021389513,4.0671455e-7,0.00044701327],"study_design_scores_gemma":[0.00022485963,0.0000060475945,0.19971043,0.00027752583,0.000001556509,0.0000027801432,0.0001943883,0.76541114,0.034028113,0.000008858679,0.000011537588,0.00012276684],"about_ca_topic_score_codex":0.34223557,"about_ca_topic_score_gemma":0.15161653,"teacher_disagreement_score":0.21244496,"about_ca_system_score_codex":0.00030455188,"about_ca_system_score_gemma":0.000069945505,"threshold_uncertainty_score":0.86386424},"labels":[],"label_agreement":null},{"id":"W2915191066","doi":"10.2118/194082-ms","title":"Creating Open Source Models, Test Cases, and Data for Oilfield Drilling Challenges","year":2019,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada); University of Calgary","funders":"","keywords":"Computer science; Documentation; Reuse; Source code; Best practice; Publication; Coding (social sciences); Data science; Code review; Software engineering; Engineering; Static program analysis; Software; Software development","score_opus":0.06666093171556602,"score_gpt":0.275185823715078,"score_spread":0.20852489199951196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915191066","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32157052,0.0044077886,0.62550604,0.0013209836,0.0020441366,0.0012092565,0.0004993262,0.0007224132,0.042719577],"genre_scores_gemma":[0.9892696,0.0047271475,0.004822074,0.00004587157,0.00033246292,0.000022615292,0.0003753672,0.00004538731,0.00035943746],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988636,0.0000087553535,0.0002719341,0.00045042366,0.00015975109,0.00024558362],"domain_scores_gemma":[0.99901694,0.0004415328,0.00005378531,0.00029907332,0.00010612877,0.00008254027],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031654115,0.00020898366,0.00023084896,0.00010555629,0.00010709742,0.00034167504,0.00037292222,0.00011210086,0.000032911707],"category_scores_gemma":[0.00013376947,0.00022206984,0.000027883942,0.00004303166,0.000025067013,0.00081768224,0.00022864746,0.00017251536,0.000009252626],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009998416,0.000091277514,0.0018048747,0.0012980328,0.00034303655,0.000018626248,0.0029798772,0.73856133,0.013068828,0.067222886,0.00077732606,0.17373393],"study_design_scores_gemma":[0.00048032703,0.000055755056,0.00007660574,0.00053602434,0.000020725802,0.00003409405,0.0004449556,0.9871683,0.00081538985,0.0031123238,0.006961501,0.00029399415],"about_ca_topic_score_codex":0.00010137613,"about_ca_topic_score_gemma":0.00005846065,"teacher_disagreement_score":0.66769916,"about_ca_system_score_codex":0.000031762273,"about_ca_system_score_gemma":0.000018584553,"threshold_uncertainty_score":0.9055745},"labels":[],"label_agreement":null},{"id":"W2915629417","doi":"10.2118/0110-0056-jpt","title":"Technology Focus: Well Control (January 2010)","year":2010,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Choke; Annulus (botany); Well control; Casing; Drilling; Petroleum engineering; Wellbore; Lost circulation; Pressure control; Geology; Drilling fluid; Engineering; Computer science; Mechanical engineering; Marine engineering; Electrical engineering; Materials science","score_opus":0.002166203067206745,"score_gpt":0.1736386214605085,"score_spread":0.17147241839330177,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915629417","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8242289,0.0038659286,0.15046154,0.005459571,0.0071806004,0.000127122,0.000009028165,0.0019752593,0.0066920733],"genre_scores_gemma":[0.994312,0.00019084486,0.004870801,0.000023026083,0.00036609836,0.0000065447375,3.780828e-7,0.000056216908,0.00017411656],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986277,0.000007403348,0.00057762396,0.00014337967,0.00017628835,0.00046761215],"domain_scores_gemma":[0.999154,0.00005170448,0.00016209562,0.00040360785,0.00012616973,0.000102431724],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028632255,0.00024200075,0.0004990037,0.0017389975,0.000048526363,0.00002059124,0.00062037155,0.0006703235,0.000065537606],"category_scores_gemma":[0.00011354224,0.00022383197,0.00014161263,0.00051949086,0.00015077576,0.0001367611,0.00003942152,0.0020498014,0.00011224999],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051944884,0.00014803454,0.010019219,0.0000982352,0.0005800711,0.0005877731,0.000043853015,0.10775611,0.79462904,0.010521217,0.015226229,0.060338292],"study_design_scores_gemma":[0.0066367406,0.0011890193,0.00127142,0.00024791717,0.0003037753,0.007552971,0.0003361384,0.15854654,0.260719,0.025935167,0.5358244,0.001436908],"about_ca_topic_score_codex":0.0000016451569,"about_ca_topic_score_gemma":0.0000093522785,"teacher_disagreement_score":0.53391004,"about_ca_system_score_codex":0.000049751583,"about_ca_system_score_gemma":0.000033478245,"threshold_uncertainty_score":0.9127603},"labels":[],"label_agreement":null},{"id":"W2915666891","doi":"10.2118/1211-0078-jpt","title":"Technology Focus: Bit Technology and Bottomhole Assemblies (December 2011)","year":2011,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Drilling; Computer science; Rate of penetration; Leverage (statistics); Excellence; Data science; Operations research; Telecommunications; Risk analysis (engineering); Engineering; Mechanical engineering; Business; Artificial intelligence; Political science; Law","score_opus":0.007805187169204378,"score_gpt":0.19194126906791403,"score_spread":0.18413608189870967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915666891","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9298746,0.016445631,0.042447988,0.0021690603,0.0010380287,0.00009752209,0.0000047979593,0.0019610475,0.0059613087],"genre_scores_gemma":[0.9855849,0.0009872841,0.013048116,0.000012476102,0.00009382644,0.000012228749,2.934005e-7,0.00007899983,0.00018184965],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99831325,0.000010303933,0.0006793219,0.00023746637,0.0001723324,0.0005873031],"domain_scores_gemma":[0.9990584,0.000026573438,0.00021014623,0.00044591675,0.00015618389,0.00010275453],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002527034,0.00033470461,0.00064559997,0.005266071,0.00007119177,0.00002062831,0.0006009172,0.000889505,0.00007103348],"category_scores_gemma":[0.000092968556,0.00031309354,0.00009787071,0.0010894269,0.00032279966,0.00021402228,0.0001495321,0.0011926357,0.00007328026],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019462113,0.0006733119,0.11533238,0.000601837,0.0026866796,0.0025481386,0.00081818254,0.016504537,0.33035088,0.13474545,0.014709518,0.3808345],"study_design_scores_gemma":[0.005993488,0.0037333104,0.0034929083,0.0008725441,0.00062436477,0.018660177,0.0039028719,0.033579066,0.5060078,0.19124901,0.22891724,0.0029672426],"about_ca_topic_score_codex":0.0000028362454,"about_ca_topic_score_gemma":0.000009270661,"teacher_disagreement_score":0.37786725,"about_ca_system_score_codex":0.000081198225,"about_ca_system_score_gemma":0.000031665473,"threshold_uncertainty_score":0.9999321},"labels":[],"label_agreement":null},{"id":"W2915688275","doi":"10.2118/194145-ms","title":"Well Control Incident in the North Sea as Interpreted with Advanced Gas Influx Modelling","year":2019,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"Norges Forskningsråd","keywords":"Drilling; Crew; Computer science; Well control; Process (computing); Measurement while drilling; Reliability (semiconductor); Drilling fluid; Drilling rig; Simulation; Petroleum engineering; Engineering; Mechanical engineering","score_opus":0.005070503285156413,"score_gpt":0.1898081854552775,"score_spread":0.1847376821701211,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915688275","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.873494,0.00007941332,0.11712603,0.00013652917,0.00034398003,0.00024224452,0.000011016252,0.00011484204,0.008451904],"genre_scores_gemma":[0.9987434,0.00036203317,0.00041813878,0.00014769891,0.00010572907,0.000027018095,0.00009433685,0.0000278723,0.00007374653],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989093,0.000021815376,0.0002740655,0.0002478694,0.00029937812,0.0002475589],"domain_scores_gemma":[0.9995469,0.00008667864,0.000050121336,0.0001605623,0.00010463253,0.00005112199],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016383584,0.00021073612,0.00018726567,0.00016694685,0.000041929357,0.00013381557,0.00019276928,0.000068263704,0.00006901439],"category_scores_gemma":[0.000011367045,0.00016977834,0.00004116014,0.00013182084,0.000029144612,0.00034300124,0.0000184227,0.00031751956,0.000101096244],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005785728,0.00001107434,0.008857095,0.00003546458,0.000037787016,0.0000108040485,0.0007270087,0.9867524,0.0005298848,0.0017352294,0.000012210486,0.0012331696],"study_design_scores_gemma":[0.0008149466,0.000077800156,0.0012801016,0.00037984183,0.000011886051,0.000021908243,0.00026305864,0.9947649,0.00058764307,0.0006908145,0.0008723959,0.00023470403],"about_ca_topic_score_codex":0.00009537011,"about_ca_topic_score_gemma":0.00012134269,"teacher_disagreement_score":0.12524939,"about_ca_system_score_codex":0.0000734785,"about_ca_system_score_gemma":0.000021485755,"threshold_uncertainty_score":0.69233596},"labels":[],"label_agreement":null},{"id":"W2915750551","doi":"10.2118/194099-ms","title":"Unplanned Tortuosity Index: Separating Directional Drilling Performance from Planned Well Geometry","year":2019,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"University of Texas at Austin","keywords":"Tortuosity; Wellbore; Metric (unit); Drilling; Directional drilling; Petroleum engineering; Logging while drilling; Geology; Computer science; Geotechnical engineering; Engineering; Mechanical engineering; Porosity; Operations management","score_opus":0.007405373782408526,"score_gpt":0.19668533425566434,"score_spread":0.18927996047325582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2915750551","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94181377,0.00015154808,0.04223549,0.00006433032,0.0024357021,0.00013633606,0.000062414016,0.00038899083,0.012711439],"genre_scores_gemma":[0.99690676,0.0005275397,0.00096742285,0.00005444065,0.00064898364,0.0000107313645,0.00044736423,0.00003934389,0.00039744316],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985365,0.0000124113985,0.0003703152,0.0003882136,0.0003673826,0.00032514962],"domain_scores_gemma":[0.9994204,0.00011059225,0.00007549639,0.0001636028,0.00012248175,0.00010741089],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017862457,0.00028096212,0.00026063272,0.0002341408,0.00012736287,0.00017729412,0.00016779777,0.0001689946,0.00041950424],"category_scores_gemma":[0.000018715225,0.00030868687,0.000071445764,0.00014658606,0.00003138959,0.0005143584,0.000047649497,0.0003585706,0.00023661568],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000111108064,0.00003386811,0.08823185,0.00013903214,0.00021393212,0.000008739995,0.00046155482,0.8785373,0.024775904,0.0010892549,0.00028028755,0.0061171562],"study_design_scores_gemma":[0.0005269229,0.000051711857,0.015052256,0.00044942903,0.0000163687,0.000013505969,0.00011537748,0.96305436,0.016731014,0.0005462071,0.0030065337,0.00043629363],"about_ca_topic_score_codex":0.00008759618,"about_ca_topic_score_gemma":0.00002494892,"teacher_disagreement_score":0.08451707,"about_ca_system_score_codex":0.00011570605,"about_ca_system_score_gemma":0.000022751577,"threshold_uncertainty_score":0.9999365},"labels":[],"label_agreement":null},{"id":"W2916173364","doi":"10.2118/0408-0054-jpt","title":"Technology Focus: Offshore Drilling and Completion (April 2008)","year":2008,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Completion (oil and gas wells); Workover; Petroleum engineering; Underbalanced drilling; Offshore drilling; Drilling fluid; High pressure; Geology; Engineering; Mechanical engineering","score_opus":0.006848662354580301,"score_gpt":0.18541213003512355,"score_spread":0.17856346768054326,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916173364","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88707715,0.009831071,0.100158945,0.0011066545,0.0005384877,0.00004288295,0.0000024621177,0.0006565277,0.0005858196],"genre_scores_gemma":[0.9910564,0.0023857641,0.0063067763,0.000009632641,0.00015777,0.000002841814,6.493134e-7,0.000041893974,0.00003828469],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988856,0.0000075702455,0.00047801528,0.00013214721,0.00016204995,0.00033466177],"domain_scores_gemma":[0.99947023,0.000028486236,0.00012352242,0.00020156654,0.00010360432,0.000072591974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000159764,0.00019495911,0.0004408883,0.0013854039,0.00008877767,0.000010437168,0.0002467018,0.00035184438,0.000010835115],"category_scores_gemma":[0.00006553672,0.00018879217,0.000071719995,0.0004922769,0.00018056319,0.0001124778,0.00004553939,0.00072031375,0.000011027478],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000076098164,0.00019739594,0.08737189,0.0003381769,0.0008831576,0.0017569342,0.0005153882,0.5780113,0.18162476,0.012049514,0.0072625945,0.12991284],"study_design_scores_gemma":[0.0061311102,0.0019927754,0.0100148665,0.00096165336,0.00029029432,0.042419553,0.0012399793,0.48783407,0.1454,0.019039312,0.2826262,0.0020501807],"about_ca_topic_score_codex":0.0000013203031,"about_ca_topic_score_gemma":0.000002254852,"teacher_disagreement_score":0.2753636,"about_ca_system_score_codex":0.00007883112,"about_ca_system_score_gemma":0.000019563406,"threshold_uncertainty_score":0.76987207},"labels":[],"label_agreement":null},{"id":"W2916443225","doi":"10.2118/194127-ms","title":"Intelligent Wellbore Path Estimation Using Multiple Integrated MEMS Sensors","year":2019,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Adaptive neuro fuzzy inference system; Azimuth; Control theory (sociology); Filter (signal processing); Computer science; Robustness (evolution); Position (finance); Artificial intelligence; Computer vision; Fuzzy logic; Mathematics; Fuzzy control system","score_opus":0.015778208636993928,"score_gpt":0.22452808790417592,"score_spread":0.208749879267182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916443225","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6704143,0.00007527852,0.32574716,0.00004389504,0.0012890415,0.00015251647,0.000025960204,0.0002638414,0.0019879926],"genre_scores_gemma":[0.99474376,0.00036308225,0.004250283,0.00002337474,0.00016603187,0.0000064465676,0.00025551673,0.000039831175,0.00015166911],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988942,0.000013688767,0.00032608188,0.00027573796,0.0002466485,0.00024363822],"domain_scores_gemma":[0.9995047,0.00005997653,0.000056272947,0.000142511,0.00015411871,0.00008245387],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015279776,0.0002347105,0.00019774867,0.00020637993,0.000060354003,0.00014638463,0.000113724076,0.00012336878,0.00018991753],"category_scores_gemma":[0.000040373132,0.00024039463,0.000062085695,0.00012874961,0.000030608477,0.00032917684,0.000028244816,0.000241465,0.0001260674],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013656872,0.000012760603,0.001031319,0.00007167416,0.000049992675,0.0000043395503,0.00037945164,0.96401626,0.021859221,0.0014268841,0.000045264427,0.0110891955],"study_design_scores_gemma":[0.00026955875,0.000023271088,0.00021457889,0.00041067062,0.0000141457585,0.000018349927,0.000217595,0.9806156,0.015767911,0.00072187907,0.0014473085,0.0002791144],"about_ca_topic_score_codex":0.00008947976,"about_ca_topic_score_gemma":0.000010221041,"teacher_disagreement_score":0.32432944,"about_ca_system_score_codex":0.00013717798,"about_ca_system_score_gemma":0.00002108752,"threshold_uncertainty_score":0.98030084},"labels":[],"label_agreement":null},{"id":"W2916737519","doi":"10.2118/194105-ms","title":"Prediction of Penetration Rate Ahead of the Bit through Real-Time Updated Machine Learning Models","year":2019,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve","funders":"University of Southern California","keywords":"Drilling; Rate of penetration; Computer science; Artificial neural network; Idle; Process (computing); Maximization; Real-time computing; Simulation; Artificial intelligence; Engineering; Mechanical engineering; Mathematical optimization; Mathematics","score_opus":0.01946503261162046,"score_gpt":0.2037019117441636,"score_spread":0.18423687913254314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916737519","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92654794,0.000063681204,0.05578439,0.00007362547,0.0006193203,0.00016837075,0.00006659945,0.00013336595,0.016542729],"genre_scores_gemma":[0.99801326,0.0008048185,0.00048247713,0.0000069953853,0.000070539405,0.0000037453287,0.00024204339,0.000019680483,0.00035641945],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991669,0.000028131597,0.00032291058,0.00015619538,0.00020574912,0.00012010368],"domain_scores_gemma":[0.9995634,0.000037707912,0.00010088246,0.000119425094,0.00015674387,0.000021867021],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001810475,0.0001290713,0.00016399604,0.00008428865,0.000039009057,0.000028243296,0.000105777784,0.000083392246,0.00011675069],"category_scores_gemma":[0.00001492387,0.00011373627,0.000056071134,0.00011649118,0.000032862114,0.0003544025,0.000025428773,0.00016601305,0.000012319731],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001455406,0.000008883134,0.0010247119,0.000059364273,0.000039335526,1.8841894e-7,0.00036200802,0.7480561,0.2448848,0.005117304,0.000027676662,0.00040502116],"study_design_scores_gemma":[0.00028226365,0.000037170546,0.0016255924,0.00026655424,0.000015882812,0.0000030745364,0.000041747906,0.94509983,0.049363725,0.0029695802,0.00019936345,0.00009524416],"about_ca_topic_score_codex":0.00011834437,"about_ca_topic_score_gemma":0.0000079390275,"teacher_disagreement_score":0.19704366,"about_ca_system_score_codex":0.000034969864,"about_ca_system_score_gemma":0.000016479484,"threshold_uncertainty_score":0.46380305},"labels":[],"label_agreement":null},{"id":"W2916758594","doi":"10.2118/194134-ms","title":"Modelling the 3D Bit-Rock Interaction Helps Designing Better PDC Bits","year":2019,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Bit (key); Drill; Drill bit; Computer science; Volume (thermodynamics); Rubbing; Engineering drawing; Geology; Mechanical engineering; Engineering","score_opus":0.017483187461695724,"score_gpt":0.21269804958093333,"score_spread":0.1952148621192376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2916758594","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.34541625,0.00013233318,0.6442526,0.0002735261,0.0018034668,0.00015866637,0.000008313994,0.0002525307,0.007702315],"genre_scores_gemma":[0.99611413,0.00048554514,0.002342328,0.00011256853,0.0004982952,0.000016589789,0.00007073851,0.000042196356,0.00031762055],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883777,0.000021574446,0.00030725318,0.00028397195,0.00027330886,0.00027613775],"domain_scores_gemma":[0.9994813,0.0001056995,0.0000593607,0.00016705235,0.00012506096,0.00006151136],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020786012,0.00023101833,0.00017266115,0.00018104234,0.00011321817,0.00023925482,0.00016924797,0.00010813768,0.00017879061],"category_scores_gemma":[0.000013213419,0.00020218373,0.000068697846,0.000112728514,0.000019428217,0.0004889745,0.000039390605,0.0003647289,0.0002531119],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010531166,0.0000066730654,0.00019589161,0.000042459124,0.000050689065,0.0000022246584,0.0004309826,0.98322845,0.010768942,0.0013531594,0.000107436565,0.0038025884],"study_design_scores_gemma":[0.00023326273,0.000023189736,0.000041531992,0.00036117926,0.000016321186,0.000021058513,0.0001820084,0.9847968,0.008239697,0.0011223195,0.0047077974,0.00025482292],"about_ca_topic_score_codex":0.00005023278,"about_ca_topic_score_gemma":0.0000050779,"teacher_disagreement_score":0.6506979,"about_ca_system_score_codex":0.000080164195,"about_ca_system_score_gemma":0.00001333367,"threshold_uncertainty_score":0.8244813},"labels":[],"label_agreement":null},{"id":"W2917073408","doi":"10.2118/194184-ms","title":"Change Management Challenges Deploying a Rig-Based Drilling Advisory System","year":2019,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drilling; Drilling rig; Engineering; Measurement while drilling; Workflow; Software; Marine engineering; Computer science; Mechanical engineering","score_opus":0.024581121976943763,"score_gpt":0.2106705478995192,"score_spread":0.18608942592257544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2917073408","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5982578,0.005439054,0.2952109,0.0007389426,0.0077877576,0.0013161578,0.0000576721,0.0031507607,0.08804095],"genre_scores_gemma":[0.99422073,0.0034300128,0.001593595,0.000051261362,0.00041851922,0.00006567599,0.00006713163,0.00005861644,0.000094454226],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998627,0.000018524623,0.00032003483,0.0003752112,0.0003264493,0.00033278324],"domain_scores_gemma":[0.9995014,0.00004820318,0.00005812497,0.00020306173,0.000095425894,0.000093768664],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022943926,0.00027423576,0.00024585632,0.00030949587,0.000076975564,0.0001244434,0.00017238302,0.00011818726,0.000056329856],"category_scores_gemma":[0.000005504074,0.00029697595,0.000080492464,0.00009368285,0.000022651657,0.00032786073,0.00004027865,0.00020773146,0.00016013735],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008216575,0.00007840615,0.0015705845,0.004300249,0.0005306253,0.00010383436,0.0026242805,0.6965065,0.0075892913,0.119336486,0.0001078896,0.16716966],"study_design_scores_gemma":[0.0006497306,0.00003382003,0.0006761796,0.0022142648,0.00002520353,0.000014647221,0.0007006731,0.9884415,0.0022154844,0.00037992097,0.004223017,0.0004255583],"about_ca_topic_score_codex":0.000019201143,"about_ca_topic_score_gemma":0.000009848094,"teacher_disagreement_score":0.39596292,"about_ca_system_score_codex":0.00014376189,"about_ca_system_score_gemma":0.000008937189,"threshold_uncertainty_score":0.99994826},"labels":[],"label_agreement":null},{"id":"W2917082759","doi":"10.2118/0106-0052-jpt","title":"Overview: Well Intervention and Control (January 2006)","year":2006,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Crew; Aeronautics; Well control; Quarter (Canadian coin); Wonder; Control (management); Work (physics); Supervisor; Operations management; Engineering; Drilling; Psychology; Computer science; History; Law; Political science; Mechanical engineering","score_opus":0.002219764213496406,"score_gpt":0.17893995763324133,"score_spread":0.17672019341974493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2917082759","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.762683,0.0408566,0.19135347,0.0006061825,0.0010332991,0.000056833418,0.0000061591604,0.00041155098,0.0029929348],"genre_scores_gemma":[0.9983537,0.00056175486,0.0007331286,0.000011576236,0.0001744162,0.0000016272049,6.368334e-7,0.000019491923,0.00014365844],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99929,0.000008434516,0.00036871707,0.000065972206,0.00008937973,0.000177524],"domain_scores_gemma":[0.99971914,0.000020902737,0.00009194418,0.0000979596,0.000038226124,0.000031796248],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017567353,0.00011262311,0.00024399205,0.00044258294,0.000019463932,0.000015891092,0.00011662237,0.00013738438,0.000014155874],"category_scores_gemma":[0.000013058331,0.000105696905,0.00008384006,0.00012577536,0.00003312618,0.00009726938,0.000013823318,0.00032106918,0.000011239253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000085220374,0.0002518096,0.028658433,0.0006603105,0.0005388106,0.0004463659,0.00003834172,0.7607833,0.100725755,0.008076981,0.03215519,0.067579485],"study_design_scores_gemma":[0.010214133,0.0012092693,0.019100513,0.000999673,0.0003648527,0.003261134,0.00020919656,0.43546632,0.040313747,0.016404632,0.47136638,0.0010901631],"about_ca_topic_score_codex":0.000005651392,"about_ca_topic_score_gemma":0.00000554203,"teacher_disagreement_score":0.4392112,"about_ca_system_score_codex":0.000043100732,"about_ca_system_score_gemma":0.0000042304814,"threshold_uncertainty_score":0.43101946},"labels":[],"label_agreement":null},{"id":"W2917136781","doi":"10.2118/194085-ms","title":"Monte Carlo Analysis of Advanced Spline Curves for Wellbore Trajectory Uncertainty Calculations","year":2019,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Monte Carlo method; Spline (mechanical); Curvature; Ellipsoid; Trajectory; Wellbore; Position (finance); Computer science; Engineering; Mathematics; Geometry; Geology; Statistics; Structural engineering; Geodesy; Physics; Petroleum engineering","score_opus":0.01013456932577778,"score_gpt":0.23333883750765055,"score_spread":0.22320426818187278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2917136781","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8948854,0.0006354307,0.101047575,0.00015037273,0.0007259931,0.00030220376,0.00027725528,0.00015067734,0.0018250578],"genre_scores_gemma":[0.99689126,0.0010962052,0.0012873003,0.000029087332,0.00008361382,0.000022067268,0.00034841066,0.000019567973,0.00022246459],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991281,0.000007845965,0.0003126489,0.0002118315,0.00017851828,0.00016105978],"domain_scores_gemma":[0.9994427,0.00009017765,0.00006336335,0.00013503987,0.00021894458,0.000049796537],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012817407,0.00015206526,0.0002785231,0.0002919534,0.00003387533,0.000025398233,0.00009619737,0.00006937379,0.00009508659],"category_scores_gemma":[0.00002830453,0.00015939679,0.00014467534,0.0002228204,0.000026017988,0.00016990941,0.000012745866,0.000097441894,0.000004411077],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015010445,0.000010232973,0.0008631136,0.00017104509,0.00032352726,3.4065172e-7,0.00015549448,0.9888872,0.0060626287,0.0016093545,0.00005356032,0.0018485005],"study_design_scores_gemma":[0.00033610497,0.000029312374,0.0030841907,0.000358564,0.00017746347,8.4686604e-7,0.000104263636,0.9925643,0.0016932943,0.00018377701,0.0012853144,0.00018254168],"about_ca_topic_score_codex":0.00005619854,"about_ca_topic_score_gemma":0.000090022855,"teacher_disagreement_score":0.10200585,"about_ca_system_score_codex":0.00005045477,"about_ca_system_score_gemma":0.000016386295,"threshold_uncertainty_score":0.6500013},"labels":[],"label_agreement":null},{"id":"W2917666954","doi":"10.2118/0612-0104-jpt","title":"Technology Focus: Wellbore Tubulars (June 2012)","year":2012,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Ring (chemistry); Focus (optics); Championship; History; Physics; Archaeology","score_opus":0.0038175107632114607,"score_gpt":0.19022669430613967,"score_spread":0.1864091835429282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2917666954","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72269505,0.06584232,0.19118069,0.00565465,0.006648849,0.00013107902,0.000008316295,0.0025524155,0.0052866424],"genre_scores_gemma":[0.9927963,0.00073312107,0.0056900904,0.000013458348,0.00042383312,0.000005234251,5.9324043e-7,0.00006850063,0.000268887],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99848604,0.000009514243,0.0005438392,0.00010436657,0.00019105403,0.0006651578],"domain_scores_gemma":[0.9992734,0.000028846229,0.00014385572,0.00033336258,0.000085888045,0.00013462386],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031881774,0.00024056814,0.00046037012,0.001746276,0.00004560523,0.000013437835,0.00047255852,0.00051731506,0.000062796214],"category_scores_gemma":[0.000074943775,0.00022391681,0.00012879346,0.00072579476,0.00010234227,0.0003009224,0.00006195325,0.0010010047,0.00009959014],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007967483,0.00061536924,0.03733568,0.00044250133,0.0018471477,0.00058345817,0.0004075268,0.27745312,0.33909503,0.045555864,0.062394533,0.23419009],"study_design_scores_gemma":[0.0017003171,0.00040730767,0.0006682935,0.0002753834,0.00019304016,0.00402132,0.00050859124,0.015030306,0.14148179,0.0066139926,0.82821494,0.00088468875],"about_ca_topic_score_codex":6.785299e-7,"about_ca_topic_score_gemma":0.0000018781991,"teacher_disagreement_score":0.76582044,"about_ca_system_score_codex":0.00012529112,"about_ca_system_score_gemma":0.00001874587,"threshold_uncertainty_score":0.91310626},"labels":[],"label_agreement":null},{"id":"W2917982022","doi":"10.2118/194062-ms","title":"Dynamic Stress Analysis of Critical and Cyclic Loads for Production Casing in Horizontal Shale Wells","year":2019,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Wellhead; Flow (mathematics); Geotechnical engineering; Stress (linguistics); Hydraulic fracturing; Mechanics; Geology; Engineering; Structural engineering; Petroleum engineering","score_opus":0.007912749974472973,"score_gpt":0.24338291009292695,"score_spread":0.23547016011845398,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2917982022","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9506369,0.00013341471,0.04785241,0.000103683575,0.00056746264,0.00013283716,0.000053992237,0.00004490889,0.00047437282],"genre_scores_gemma":[0.99855417,0.00024507692,0.0009452845,0.000004907737,0.000057701105,0.000009211171,0.00013105,0.00001419702,0.00003838481],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925065,0.000008089064,0.00024278637,0.00022385789,0.00012520589,0.00014938586],"domain_scores_gemma":[0.9996974,0.00007510489,0.000028995348,0.00007867384,0.000084431784,0.000035417113],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012973072,0.00011672089,0.00020616093,0.00037230313,0.000023662822,0.000042887237,0.000049964066,0.000071257746,0.000023449535],"category_scores_gemma":[0.00004295384,0.00012995281,0.00004957919,0.00015658869,0.000045123998,0.00021075046,0.000014612688,0.000101933874,0.0000020692737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007795356,0.00008467131,0.03098159,0.0008309616,0.00042564064,0.0000050395633,0.0018421946,0.83295614,0.11153321,0.009959217,0.000011011718,0.011292388],"study_design_scores_gemma":[0.00021959298,0.00003589194,0.009474125,0.00026048085,0.00007655508,0.0000045174343,0.00027086213,0.9812964,0.0073773097,0.0007980198,0.00003398427,0.0001522611],"about_ca_topic_score_codex":0.00005099,"about_ca_topic_score_gemma":0.000095418094,"teacher_disagreement_score":0.14834027,"about_ca_system_score_codex":0.00005311305,"about_ca_system_score_gemma":0.000007725198,"threshold_uncertainty_score":0.5299322},"labels":[],"label_agreement":null},{"id":"W2918022921","doi":"10.2118/1213-0110-jpt","title":"Technology Focus: Bit Technology and Bottomhole Assemblies (December 2013)","year":2013,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Workflow; Process (computing); Computer science; Drilling; Workforce; Focus (optics); Prioritization; Operations research; Risk analysis (engineering); Engineering management; Operations management; Process management; Engineering; Business; Mechanical engineering; Economics","score_opus":0.0036070070864935018,"score_gpt":0.1874884214345812,"score_spread":0.1838814143480877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2918022921","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9468964,0.014723541,0.024653595,0.009560139,0.0007476268,0.00012713588,0.0000028307911,0.001574782,0.0017139537],"genre_scores_gemma":[0.9896016,0.001481569,0.008374899,0.000019875686,0.00012279251,0.000029340912,4.8024214e-7,0.00007953674,0.00028986463],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982344,0.0000103766315,0.0006987472,0.00023416402,0.00019332,0.00062902604],"domain_scores_gemma":[0.99899125,0.00004811702,0.00020053776,0.00043365976,0.00021301926,0.00011344243],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019097354,0.00034272586,0.0006628906,0.005000114,0.00007698244,0.000054347496,0.0005696829,0.00089094735,0.00006479031],"category_scores_gemma":[0.00012331826,0.00031337843,0.000094251205,0.0015434921,0.00029377523,0.00031231067,0.00014992418,0.0012410685,0.0001292883],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032660784,0.0002824893,0.043085348,0.00039789788,0.0014071178,0.00053500617,0.00013590297,0.068149,0.45582587,0.042662013,0.043448914,0.34403777],"study_design_scores_gemma":[0.005444046,0.002383264,0.0023252557,0.000983437,0.000384095,0.013185578,0.002891001,0.13225277,0.2595533,0.14525676,0.43259263,0.0027478563],"about_ca_topic_score_codex":0.0000064460605,"about_ca_topic_score_gemma":0.000009897781,"teacher_disagreement_score":0.3891437,"about_ca_system_score_codex":0.00009452588,"about_ca_system_score_gemma":0.000028043867,"threshold_uncertainty_score":0.9999318},"labels":[],"label_agreement":null},{"id":"W2921344349","doi":"10.2118/194237-ms","title":"Case Study: Optimizing Milling Operations within the Canadian Montney Play","year":2019,"lang":"en","type":"article","venue":"SPE/ICoTA Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wireline; Geology; Petroleum engineering; Reducer; Casing; Oil shale; Natural gas; Engineering; Paleontology; Mechanical engineering; Waste management","score_opus":0.019955319679383514,"score_gpt":0.23093469929426994,"score_spread":0.21097937961488641,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921344349","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9726683,0.00015637543,0.02165182,0.00009134043,0.00076937885,0.00044609816,0.000011435762,0.00015940344,0.0040458646],"genre_scores_gemma":[0.9989799,0.00003356142,0.00040191726,0.000029172708,0.00008243843,0.000031097916,0.000033648354,0.000027965743,0.0003802459],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990732,0.000041099727,0.00031412087,0.00022228196,0.0001171385,0.00023213062],"domain_scores_gemma":[0.9995381,0.000023003646,0.000028043345,0.00021817352,0.00006942126,0.00012323406],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003226852,0.00017935352,0.00015439857,0.00014774156,0.0002668648,0.00033671816,0.00009239831,0.00008210072,0.00021159164],"category_scores_gemma":[0.000010229314,0.00015754536,0.00006961572,0.00012488196,0.000024840485,0.00028090033,0.00002186515,0.00027411207,0.00012533728],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004149658,0.0000365784,0.000678466,0.00008538768,0.00007431134,0.00013197953,0.0030065374,0.99085456,0.001257945,0.0015586489,0.00016628724,0.0021451742],"study_design_scores_gemma":[0.00050491403,0.00011990465,0.00013888972,0.00023683437,0.000038940532,0.0003139192,0.0057008825,0.9908745,0.0013252195,0.000092035,0.00039236495,0.0002615766],"about_ca_topic_score_codex":0.040387187,"about_ca_topic_score_gemma":0.15820608,"teacher_disagreement_score":0.117818885,"about_ca_system_score_codex":0.000088688634,"about_ca_system_score_gemma":0.000028882125,"threshold_uncertainty_score":0.96600294},"labels":[],"label_agreement":null},{"id":"W2921393315","doi":"10.2118/194270-ms","title":"Evolution of Bacchus Subsea Well Interventions Using Rig and Light Well Intervention Vessels","year":2019,"lang":"en","type":"article","venue":"SPE/ICoTA Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Subsea; Engineering; Software deployment; Intervention (counseling); Petroleum engineering; Marine engineering","score_opus":0.016217153762077142,"score_gpt":0.2378061641772989,"score_spread":0.22158901041522178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921393315","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8817042,0.0013815723,0.10937037,0.000036104142,0.0013418186,0.0003682089,0.000023135095,0.0002094115,0.0055651553],"genre_scores_gemma":[0.9981184,0.00029595636,0.00057024136,0.0000044888793,0.00011863443,0.0000145398135,0.000084811814,0.000048326197,0.00074461533],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998132,0.000073297204,0.0008222165,0.00042407893,0.00021127432,0.00033717105],"domain_scores_gemma":[0.99917024,0.000036914527,0.00021167123,0.00030422042,0.00014887152,0.00012805409],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00043859397,0.0003281872,0.00041112892,0.00042267973,0.00007810832,0.00014548325,0.00014138473,0.00019957828,0.0010160439],"category_scores_gemma":[0.000018230068,0.0003653806,0.00035379297,0.00024816362,0.000074518444,0.00066453096,0.000083658044,0.00031635916,0.00016244245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004606899,0.0018672753,0.03810838,0.02991372,0.0012711618,0.000030685962,0.0016883395,0.10624647,0.70208114,0.070303276,0.0038058814,0.044222992],"study_design_scores_gemma":[0.0030511422,0.0005954162,0.010149892,0.0086354455,0.00031419005,0.000085236665,0.001189548,0.89205706,0.07516169,0.0045803525,0.0031296704,0.0010503598],"about_ca_topic_score_codex":0.00020996026,"about_ca_topic_score_gemma":0.00009558301,"teacher_disagreement_score":0.7858106,"about_ca_system_score_codex":0.000109012544,"about_ca_system_score_gemma":0.000013318428,"threshold_uncertainty_score":0.9998972},"labels":[],"label_agreement":null},{"id":"W2922663208","doi":"10.2523/iptc-19371-ms","title":"Shale Gas Drilling Performance Break Through in Wei Yuan– Relentless Scientific and Engineering Approaches for the Unconventional Resources in Central China","year":2019,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Shale gas; Drilling; China; Directional drilling; Petroleum engineering; Unconventional oil; Geology; Mining engineering; Completion (oil and gas wells); Tight oil; Natural resource economics; Engineering; Paleontology; Geography; Mechanical engineering; Economics","score_opus":0.012746079653382482,"score_gpt":0.19162592966078898,"score_spread":0.1788798500074065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2922663208","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98088753,0.00052354875,0.016139809,0.00046368118,0.0009199617,0.00016071572,0.0000114382565,0.00017729982,0.0007159939],"genre_scores_gemma":[0.9987263,0.0001656989,0.00076180446,0.000004022749,0.00005144733,0.000072976356,0.00001603194,0.00002296947,0.00017873594],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989479,0.000004623213,0.0002580968,0.0002887247,0.0001592083,0.0003414436],"domain_scores_gemma":[0.99965596,0.00008092406,0.000035197936,0.00017677115,0.000029164621,0.000021998747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020810949,0.00016564247,0.00016803101,0.00036022233,0.000047707817,0.000093293755,0.00039810175,0.00012596833,0.000017859315],"category_scores_gemma":[0.00003267977,0.00015351742,0.00003642544,0.00022854417,0.00009043663,0.00021064015,0.000071786424,0.0003618856,0.0000065051127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013641658,0.000020093057,0.05574085,0.00010273837,0.000038400987,0.0000030239332,0.00034823467,0.92218584,0.0015727285,0.016161384,0.0000107030355,0.003802363],"study_design_scores_gemma":[0.00047265485,0.000016967586,0.027278759,0.00021344835,0.0000040128984,0.000018091589,0.00014781531,0.9667489,0.0011142942,0.0007628762,0.0030567434,0.00016542895],"about_ca_topic_score_codex":0.00001880039,"about_ca_topic_score_gemma":0.000040602365,"teacher_disagreement_score":0.044563066,"about_ca_system_score_codex":0.000102856575,"about_ca_system_score_gemma":0.000018029328,"threshold_uncertainty_score":0.62602586},"labels":[],"label_agreement":null},{"id":"W2923581453","doi":"10.2523/iptc-19448-ms","title":"An Integrated Approach to Well Leak Diagnostics: Case Study of the Successful Application of the Latest Leak Detection Technology and Interpretation Offshore Timor Sea, South East Asia","year":2019,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Leak; Annulus (botany); Submarine pipeline; Computer science; Geology; Data acquisition; Engineering; Petroleum engineering; Acoustics; Marine engineering; Geotechnical engineering; Materials science; Physics","score_opus":0.005068777311944625,"score_gpt":0.20230578506744432,"score_spread":0.19723700775549968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2923581453","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9011685,0.000024964975,0.09715791,0.0001436538,0.00029476383,0.00039012486,0.000019261774,0.00021560237,0.0005852143],"genre_scores_gemma":[0.99963254,0.000004242064,0.000189081,0.000004776228,0.000015189796,0.00009389743,0.0000058557384,0.000023038789,0.00003135348],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906987,0.000023759738,0.0003199936,0.00027462814,0.00016850469,0.00014322116],"domain_scores_gemma":[0.9991205,0.000035316236,0.00012714829,0.0004707862,0.00022056715,0.00002572049],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010556671,0.00017242665,0.00020632542,0.0005104197,0.000044635563,0.000022775777,0.0006209175,0.00019424157,0.0000047722056],"category_scores_gemma":[0.000082157705,0.00013043247,0.000032021897,0.0006108139,0.00012083726,0.00009103214,0.00013219814,0.00040044013,0.0000067750702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033403376,0.00028546457,0.24858613,0.00007981888,0.00016643698,0.00000463294,0.0014183054,0.7100522,0.021570528,0.0026683826,0.0000073184237,0.015127403],"study_design_scores_gemma":[0.00038311098,0.00019709772,0.0063484865,0.00008037236,0.00003564188,0.00014053387,0.008142721,0.9712313,0.012954089,0.00018529748,0.00014559383,0.00015579951],"about_ca_topic_score_codex":0.00011369989,"about_ca_topic_score_gemma":0.0008272664,"teacher_disagreement_score":0.2611791,"about_ca_system_score_codex":0.00006259608,"about_ca_system_score_gemma":0.000019150762,"threshold_uncertainty_score":0.5318882},"labels":[],"label_agreement":null},{"id":"W2923951231","doi":"","title":"Geometrical Modeling of Rock Breakage Craters to Improve the Performance of a ROP Simulator","year":2011,"lang":"en","type":"article","venue":"45th U.S. Rock Mechanics / Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Breakage; Impact crater; Geology; Simulation; Computer science; Environmental science; Astrobiology; Physics","score_opus":0.010745536838636258,"score_gpt":0.18490820568819527,"score_spread":0.174162668849559,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2923951231","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14013162,0.00026007218,0.8568835,0.000019677773,0.0015004597,0.0005295979,0.000055422606,0.00033228577,0.0002873217],"genre_scores_gemma":[0.9983171,0.0003192753,0.000888603,0.000047261954,0.00011513081,0.000052967414,0.000009102527,0.00017099439,0.00007952097],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971076,0.000029896406,0.0009549115,0.00048597928,0.00058601523,0.00083556754],"domain_scores_gemma":[0.9982347,0.00007965824,0.0001623905,0.0009552252,0.00028012507,0.00028789116],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00056007627,0.00052616664,0.0006803587,0.00055883575,0.00013144781,0.000029768724,0.00088613114,0.00030066428,0.000038690552],"category_scores_gemma":[0.000059713206,0.00046383086,0.00025279846,0.0012338486,0.0000034910042,0.0002235811,0.00030630833,0.00048097584,0.000055449033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042455125,0.000057579247,0.000004720724,0.00033456436,0.00010907603,0.0000024015544,0.00068901246,0.9106505,0.08614919,0.0017218572,0.000023816538,0.0002148516],"study_design_scores_gemma":[0.00035007508,0.0003782325,8.735812e-7,0.000119659126,0.000081327686,0.000008564329,0.00010924304,0.8518574,0.14621498,0.0003309388,0.00011316042,0.00043549],"about_ca_topic_score_codex":0.00005090646,"about_ca_topic_score_gemma":0.0000027752433,"teacher_disagreement_score":0.8581855,"about_ca_system_score_codex":0.00013318048,"about_ca_system_score_gemma":0.00005264044,"threshold_uncertainty_score":0.99978137},"labels":[],"label_agreement":null},{"id":"W2924954496","doi":"10.2523/iptc-19526-ms","title":"Successful Application of Specialized High-Performance Water Based Drilling Fluid to Drill a TAR Section","year":2019,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Drilling; Petroleum engineering; Geology; Drill cuttings; Drill; Oil sands; Drag; Asphalt; Lost circulation; Geotechnical engineering; Materials science; Engineering; Mechanical engineering; Composite material","score_opus":0.003629999305953208,"score_gpt":0.1866150763678082,"score_spread":0.182985077061855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2924954496","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7498524,0.000010734723,0.24635555,0.00026885513,0.0010757516,0.00011244514,0.000008260397,0.00045489596,0.0018611047],"genre_scores_gemma":[0.99763954,0.000019307767,0.0019165577,0.000024611985,0.00013445065,0.00005623778,0.00003939401,0.000030002904,0.00013989209],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989878,0.0000055864843,0.0003086433,0.00024997236,0.000211964,0.0002360632],"domain_scores_gemma":[0.99944586,0.000021130674,0.00004130759,0.00028724165,0.0001667496,0.000037695623],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010675303,0.00016894694,0.00021911135,0.0005875654,0.000024683175,0.000022749868,0.00040991095,0.00017040371,0.00015732337],"category_scores_gemma":[0.00001500104,0.00016172942,0.00003815544,0.00020502637,0.000031475556,0.00013107153,0.00004910966,0.00020331905,0.00022278659],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020486548,0.000012736748,0.006411445,0.000040865292,0.00003396873,6.410153e-7,0.000028058486,0.66954523,0.31953,0.0018027094,0.000019625073,0.0025542493],"study_design_scores_gemma":[0.0003340592,0.000044485452,0.0007529626,0.000057798687,0.000005584769,0.0000028449572,0.000013247972,0.6370817,0.35384664,0.00015991893,0.0075496607,0.00015109252],"about_ca_topic_score_codex":0.000034647335,"about_ca_topic_score_gemma":0.0000117056325,"teacher_disagreement_score":0.24778715,"about_ca_system_score_codex":0.00012507566,"about_ca_system_score_gemma":0.000014402258,"threshold_uncertainty_score":0.6595134},"labels":[],"label_agreement":null},{"id":"W2930667673","doi":"10.2172/1503211","title":"Possible Continuous Production Plans","year":2019,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Los Alamos National Laboratory; National Nuclear Security Administration; U.S. Department of Energy","keywords":"Coring; Casing; Drilling; Porosity; Quarter (Canadian coin); Petroleum engineering; Geology; Environmental science; Engineering; Geotechnical engineering; Mechanical engineering; Archaeology; Geography","score_opus":0.0138835249930538,"score_gpt":0.2137854695767971,"score_spread":0.19990194458374327,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2930667673","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019216234,0.0016797603,0.0080215875,0.000016266198,0.018797565,0.0003045211,0.000032241293,0.0024668963,0.96675956],"genre_scores_gemma":[0.34919596,0.0064727706,0.0011907575,0.0000123301315,0.005015378,0.000051468618,0.00048885547,0.00048346948,0.637089],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989107,0.000003381075,0.00025172083,0.00024018936,0.0003233526,0.00027062956],"domain_scores_gemma":[0.9994513,0.000014354881,0.000030238662,0.00036543066,0.00008792081,0.000050795665],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001941009,0.00026130382,0.00035379577,0.00014749961,0.000018217663,0.000039659957,0.000111505666,0.00027828582,0.000102848775],"category_scores_gemma":[0.000038833863,0.0002487404,0.00009144396,0.00010021703,0.0000071854615,0.00005770833,0.000014559053,0.00037426705,0.00045518737],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012503458,0.000009230034,0.0002473422,0.00137515,0.00017078992,0.000011670992,0.000046145196,0.6581808,0.0004954954,0.000021618172,0.32897213,0.010468428],"study_design_scores_gemma":[0.000080697,0.000018362081,0.00016689995,0.00037046036,0.000052896674,0.000109822206,0.000015644762,0.02324507,0.0026198814,0.000011497545,0.97273815,0.00057059963],"about_ca_topic_score_codex":0.00006215134,"about_ca_topic_score_gemma":0.000014992748,"teacher_disagreement_score":0.64376605,"about_ca_system_score_codex":0.0001594213,"about_ca_system_score_gemma":0.00007620033,"threshold_uncertainty_score":0.9999965},"labels":[],"label_agreement":null},{"id":"W2935264142","doi":"10.2118/195237-ms","title":"Combining State-of-the-Art Hybrid Bit and Positive Displacement Motors Saves 863,670 CAD Over 20 Wells in Northern Alberta, Canada","year":2019,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Athabasca University","funders":"","keywords":"Rate of penetration; Drill; Drilling; Tangent; Bit (key); Engineering; Drill bit; RSS; Submarine pipeline; Mechanical engineering; Marine engineering; Petroleum engineering; Computer science; Geotechnical engineering; Mathematics","score_opus":0.001482771710547664,"score_gpt":0.14886281025887774,"score_spread":0.14738003854833007,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2935264142","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99215204,0.000094008785,0.00041437926,0.000043725828,0.0004298638,0.00019495291,0.000023880159,0.000027592901,0.0066195694],"genre_scores_gemma":[0.99643344,0.000019265635,0.000036308877,0.00004601821,0.000009510405,0.0000039704664,0.000008946473,0.000032751155,0.003409769],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922246,0.000010623147,0.00021306988,0.00014672281,0.00015446573,0.0002526881],"domain_scores_gemma":[0.9996307,0.00010274249,0.000024814599,0.0001652165,0.000013065562,0.00006349908],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000062517116,0.0001622937,0.00019129994,0.00004987347,0.000019450954,0.00001536926,0.00009117751,0.000021992804,0.00003400756],"category_scores_gemma":[0.0000061982646,0.00013687396,0.000028928405,0.000093617666,0.000013401975,0.000066111934,0.000038730243,0.00013397043,0.000010702465],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000073423107,0.000011053027,0.13261013,0.0000903694,0.000064923275,0.0000046872274,0.00045271724,0.8638921,0.0013692242,0.000041098578,0.0008400956,0.0006162606],"study_design_scores_gemma":[0.0014399856,0.000072388255,0.14733735,0.00048396745,0.00002927312,0.000008870908,0.00016581792,0.79492617,0.04252697,0.00005096726,0.012172857,0.0007853596],"about_ca_topic_score_codex":0.36445916,"about_ca_topic_score_gemma":0.7410019,"teacher_disagreement_score":0.37654275,"about_ca_system_score_codex":0.00012835347,"about_ca_system_score_gemma":0.00004046879,"threshold_uncertainty_score":0.63977295},"labels":[],"label_agreement":null},{"id":"W2935729592","doi":"10.3968/8595","title":"The Analysis on Wall Effect After Expansion and Expandable With Threaded Performance of Single Wellbore Diameter Expandable Casing","year":2016,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Thread (computing); Wellbore; Engineering; Drilling; Finite element method; Petroleum engineering; Mechanical engineering; Structural engineering; Engineering drawing","score_opus":0.005382028870874977,"score_gpt":0.18855671881740915,"score_spread":0.18317468994653419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2935729592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9042117,0.0019576496,0.09338758,0.00003991296,0.0000824097,0.00008620578,0.0000010003059,0.00005429114,0.0001792557],"genre_scores_gemma":[0.994859,0.0032204222,0.0017341,0.000008522307,0.0000104356395,0.00008117117,0.000003203966,0.000016326096,0.00006685734],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99924743,0.000017233397,0.00022009957,0.00017387414,0.00015074277,0.00019063953],"domain_scores_gemma":[0.9996386,0.00013865913,0.000036580583,0.00012510402,0.000019359597,0.00004168141],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018042211,0.00015554167,0.00019925556,0.00015419911,0.00007449483,0.00003157038,0.000041206455,0.00003304581,0.0000031579314],"category_scores_gemma":[0.000008731395,0.000084613916,0.000015704336,0.00017306358,0.000040741583,0.00045675016,0.000013866793,0.00005364622,0.0000018560188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003578915,0.000026769872,0.033452675,0.00018032972,0.00011320688,0.0000042384936,0.0016402402,0.67284584,0.0031582068,0.000017392158,0.000004857364,0.28819838],"study_design_scores_gemma":[0.0042402,0.0011845826,0.023117317,0.002131334,0.00013524742,0.000009629069,0.0007589706,0.42859918,0.51961046,0.00012885414,0.018832177,0.0012520432],"about_ca_topic_score_codex":0.0000016081942,"about_ca_topic_score_gemma":0.000068323905,"teacher_disagreement_score":0.51645225,"about_ca_system_score_codex":0.00005451891,"about_ca_system_score_gemma":0.000008823408,"threshold_uncertainty_score":0.34504554},"labels":[],"label_agreement":null},{"id":"W2936572711","doi":"10.1002/app.47813","title":"Synthetic copolymer (AM/AMPS/DMDAAC/SSS) as rheology modifier and fluid loss additive at HTHP for water‐based drilling fluids","year":2019,"lang":"en","type":"article","venue":"Journal of Applied Polymer Science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Alberta Innovates; China Geological Survey; China Scholarship Council; Energi Simulation","keywords":"Drilling fluid; Copolymer; Materials science; Rheology; Chemical engineering; Fourier transform infrared spectroscopy; Aqueous solution; Polymer; Polymer chemistry; Differential scanning calorimetry; Chemistry; Composite material; Organic chemistry; Thermodynamics; Drilling","score_opus":0.004192449226611362,"score_gpt":0.19688616533775943,"score_spread":0.19269371611114808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2936572711","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97461903,0.0012703043,0.018761903,0.00011679866,0.001411254,0.00020188458,0.0000136868275,0.00007296026,0.003532167],"genre_scores_gemma":[0.99812716,0.000066660046,0.0008361988,0.00013417291,0.00016837819,0.000012149659,0.000002735122,0.000047517166,0.00060503447],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9981608,0.0000083856585,0.0004500837,0.0003117552,0.00042128615,0.00064773875],"domain_scores_gemma":[0.9990885,0.00018823156,0.00008620967,0.00026620858,0.00010100334,0.00026984804],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059592567,0.0002647265,0.00040862022,0.00035252437,0.0001750693,0.000078021694,0.00039551358,0.00011462506,0.00017543751],"category_scores_gemma":[0.000013289076,0.00020948536,0.00010691223,0.0002458682,0.0003132963,0.0002290005,0.000071972696,0.00022790772,0.00007179624],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000118896765,0.000018791254,0.000037090173,0.00006998005,0.000049228907,0.000009625707,0.0007367432,0.0816552,0.9121844,0.0017847707,0.00011803299,0.0032172145],"study_design_scores_gemma":[0.00064982026,0.000101718,0.000014700166,0.000061516264,0.000031489766,0.00008718549,0.00006563391,0.1950662,0.8017002,0.00008511255,0.0018875152,0.00024893685],"about_ca_topic_score_codex":0.0000045291554,"about_ca_topic_score_gemma":4.88561e-7,"teacher_disagreement_score":0.113411,"about_ca_system_score_codex":0.000121754754,"about_ca_system_score_gemma":0.00008276885,"threshold_uncertainty_score":0.85425645},"labels":[],"label_agreement":null},{"id":"W2936753450","doi":"10.3968/10681","title":"The Micro Vibration Equation of Rock and Its Analysis in Flat Indenter Basing on the Principle of Least Action","year":2018,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Vibration; Natural frequency; Displacement (psychology); Action (physics); Drilling; Geology; Amplitude; Geotechnical engineering; Quality (philosophy); Drill; Position (finance); Structural engineering; Acoustics; Mechanics; Engineering; Physics; Mechanical engineering; Optics","score_opus":0.025092644704460935,"score_gpt":0.25306230263986235,"score_spread":0.22796965793540142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2936753450","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67341316,0.0005538865,0.325595,0.000059694965,0.00012669584,0.00007955457,6.490927e-7,0.000015595948,0.0001557929],"genre_scores_gemma":[0.9985566,0.0009310311,0.0004478579,0.0000072084667,0.000014942256,0.000016408494,0.0000055661912,0.0000052508176,0.0000151203485],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99947435,0.000019814428,0.00024571948,0.00008349389,0.000101259386,0.00007533866],"domain_scores_gemma":[0.9997864,0.00006209864,0.000053576692,0.00005857094,0.000028085096,0.000011286317],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022401958,0.000067475885,0.00009011827,0.00015944096,0.000053168435,0.000016726013,0.000033022305,0.000024124098,0.0000017855571],"category_scores_gemma":[0.000023682,0.000048588518,0.000009492541,0.00022519607,0.000012464618,0.00025262384,0.0000113440665,0.00005436078,0.0000010922944],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022145583,0.000006988674,0.0031655664,0.000031486325,0.000021769323,7.9599666e-8,0.0012906858,0.9802135,0.004135968,0.00059798727,7.032786e-7,0.010513126],"study_design_scores_gemma":[0.00018537974,0.000023585222,0.007586069,0.000067881185,0.0000063601356,2.3246483e-7,0.00037786856,0.90463305,0.0852933,0.00007970353,0.0016775384,0.000069028174],"about_ca_topic_score_codex":0.000001167942,"about_ca_topic_score_gemma":0.00018067466,"teacher_disagreement_score":0.32514712,"about_ca_system_score_codex":0.000038863127,"about_ca_system_score_gemma":0.000009526629,"threshold_uncertainty_score":0.19813824},"labels":[],"label_agreement":null},{"id":"W2937159031","doi":"10.2118/195334-ms","title":"Estimating Downhole Vibration via Machine Learning Techniques Using Only Surface Drilling Parameters","year":2019,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Vibration; Computer science; Artificial intelligence; Linear discriminant analysis; Naive Bayes classifier; Machine learning; Decision tree; Support vector machine; Engineering; Mechanical engineering; Acoustics","score_opus":0.013392390208633613,"score_gpt":0.2209685624756044,"score_spread":0.20757617226697078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2937159031","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.71243626,0.00027405994,0.28489512,0.000030759205,0.00045405878,0.00018257165,0.0000015758931,0.0010370271,0.0006885347],"genre_scores_gemma":[0.7989406,0.00002608455,0.2005203,0.00004035252,0.00021898761,0.000003092327,0.000028525914,0.00012047458,0.00010154544],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99833536,0.0000464381,0.0004437907,0.00036121317,0.0003261372,0.00048707184],"domain_scores_gemma":[0.9993311,0.00016126462,0.00012357747,0.00023218415,0.00004899334,0.00010283436],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004174886,0.0003391598,0.00033092246,0.00014070935,0.0001475113,0.0001340945,0.00018419174,0.00014172781,0.00001341666],"category_scores_gemma":[0.000035936937,0.00037152565,0.000094543524,0.00023738429,0.000025822397,0.000355773,0.000055769047,0.00048467892,0.00006811254],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000051511024,0.000005280768,0.010753904,0.00014289154,0.000029140283,0.000005028936,0.00017515973,0.8905611,0.09568483,0.000014463419,0.0000025467066,0.0026205063],"study_design_scores_gemma":[0.0001549427,0.000036429486,0.00014071411,0.00074625976,0.000019692176,0.000069219874,0.000041068728,0.97239757,0.025295742,0.00005902637,0.0006019771,0.00043737967],"about_ca_topic_score_codex":0.0001471385,"about_ca_topic_score_gemma":0.000015377382,"teacher_disagreement_score":0.08650435,"about_ca_system_score_codex":0.00013338256,"about_ca_system_score_gemma":0.000019454748,"threshold_uncertainty_score":0.9998737},"labels":[],"label_agreement":null},{"id":"W2937457860","doi":"10.11575/prism/36351","title":"Reliability Analysis on Thermal Equipment Operating Under Steam-Assisted Gravity Drainage (SAGD) Operations in Alberta","year":2019,"lang":"en","type":"dissertation","venue":"PRISM (University of Calgary)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Steam-assisted gravity drainage; Reliability (semiconductor); Petroleum engineering; Drainage; Steam injection; Engineering; Environmental science; Geology; Oil sands; Geography; Asphalt; Cartography","score_opus":0.006099316836463259,"score_gpt":0.19473786663270934,"score_spread":0.18863854979624609,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2937457860","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90461415,0.000114824325,0.0685992,0.00003320661,0.0003537431,0.0003796146,0.0000029477276,0.000120027085,0.025782276],"genre_scores_gemma":[0.98897386,0.00004244065,0.0029965842,0.000008090172,0.00000945182,0.0000018308381,0.00059319864,0.00004049475,0.007334065],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987296,0.00006238461,0.000276151,0.00038547692,0.000269755,0.0002766228],"domain_scores_gemma":[0.9992293,0.00010323839,0.00006230621,0.00046331575,0.000059172497,0.000082678955],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002242247,0.0002968698,0.0005764564,0.00051521615,0.00011145391,0.000027012708,0.00029829418,0.0003242878,0.00010309386],"category_scores_gemma":[0.000025759471,0.000368516,0.00026342363,0.00051407435,0.000023932793,0.00016442426,0.000036686808,0.0005172424,0.00002925269],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033158387,0.00010895734,0.0003819679,0.00035287364,0.0005482077,0.000011824654,0.0030895323,0.9820288,0.0023455191,0.00058738765,0.00002764174,0.010484174],"study_design_scores_gemma":[0.00045884305,0.000038835035,0.09033191,0.00017864352,0.0003678328,2.1000122e-7,0.0003927329,0.90737605,0.00029884872,0.000024032888,0.00012141328,0.0004106661],"about_ca_topic_score_codex":0.0050766026,"about_ca_topic_score_gemma":0.0019171407,"teacher_disagreement_score":0.08994994,"about_ca_system_score_codex":0.0002884949,"about_ca_system_score_gemma":0.000058858106,"threshold_uncertainty_score":0.9998767},"labels":[],"label_agreement":null},{"id":"W2937654535","doi":"10.2118/195330-ms","title":"The Application of Dissolvable Cement Retainer for Remedial Cementing Technique in High Water Production Zone","year":2019,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Aquifer; Petroleum engineering; Retainer; Wellbore; Cement; High pressure water; Water cut; Geology; Production (economics); Geotechnical engineering; Mining engineering; Environmental science; Groundwater; Engineering; Materials science; Mechanical engineering; Metallurgy","score_opus":0.003524386763570871,"score_gpt":0.17916152323366688,"score_spread":0.17563713647009602,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2937654535","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25979993,0.000027220587,0.737439,0.00017240709,0.00046438622,0.0011482575,6.6931193e-7,0.00016218661,0.0007859463],"genre_scores_gemma":[0.9951083,0.000019229656,0.0037446024,0.0000018837153,0.00008748907,0.00030519476,0.000016120783,0.000018870882,0.0006982794],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994596,0.0000038433336,0.00019283059,0.000101669575,0.00007256925,0.00016948166],"domain_scores_gemma":[0.9997606,0.000019913776,0.0000149276375,0.0001685575,0.00002520803,0.000010742779],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039031534,0.000066270564,0.000081927596,0.000042499363,0.000022061522,0.000008243168,0.000060807688,0.00003280624,0.0000054825596],"category_scores_gemma":[0.000008579908,0.000042911182,0.00001998996,0.00006749209,0.000005932832,0.00005144563,0.000012370799,0.000053161664,0.0000060041407],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008756327,0.000009192411,0.00036683326,0.000121582096,0.000010372551,2.6225607e-8,0.00006542661,0.38018984,0.6138012,0.0010328337,0.00010566304,0.004288293],"study_design_scores_gemma":[0.00019476876,0.000019490577,0.00007045935,0.000024772544,0.000004436235,3.0535293e-7,0.000031471824,0.22546113,0.76013327,0.0002073642,0.013769584,0.000082980245],"about_ca_topic_score_codex":0.00002725035,"about_ca_topic_score_gemma":0.000022021346,"teacher_disagreement_score":0.7353084,"about_ca_system_score_codex":0.00003561122,"about_ca_system_score_gemma":0.0000019969289,"threshold_uncertainty_score":0.17498672},"labels":[],"label_agreement":null},{"id":"W2938085636","doi":"10.1115/1.4043435","title":"Experimental Investigation of the Effect of Shale Anisotropy Orientation on the Main Drilling Parameters Influencing Oriented Drilling Performance in Shale","year":2019,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Atlantic Canada Opportunities Agency","keywords":"Oil shale; Drilling; Bedding; Bed; Anisotropy; Geology; Drilling fluid; Geotechnical engineering; Compressive strength; Directional drilling; Mineralogy; Materials science; Composite material; Metallurgy","score_opus":0.003246555113047641,"score_gpt":0.17509289086177612,"score_spread":0.17184633574872848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2938085636","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9983259,0.0002780213,0.0008393112,0.000027130893,0.00029774455,0.00008445636,7.596664e-7,0.000033360677,0.00011332649],"genre_scores_gemma":[0.9995096,0.000033874785,0.00038393144,0.000009304356,0.000026423344,0.0000053750673,5.95365e-7,0.000022907612,0.000008024788],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989325,0.000053343025,0.0005065767,0.000100801764,0.00022636677,0.0001804226],"domain_scores_gemma":[0.9992509,0.00018229334,0.00028715972,0.00021953524,0.000036795533,0.000023330153],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036299342,0.00014422325,0.00028633856,0.0003940894,0.000037242902,0.000007999934,0.00027952972,0.00012968497,0.0000037473599],"category_scores_gemma":[0.00006988787,0.000093230934,0.00008504678,0.0006099787,0.00008881183,0.0000965254,0.000035785633,0.0003150158,6.215663e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035467,0.000005258481,0.069542855,0.000045850058,0.000030567782,0.0000012365996,0.000555711,0.7359439,0.19304888,0.00035189674,0.0000019099189,0.00043644954],"study_design_scores_gemma":[0.00048554124,0.00047779616,0.0023525367,0.0005506158,0.000013286649,0.00002048272,0.0005303206,0.1035475,0.8917849,0.000048156435,0.00009916538,0.000089716945],"about_ca_topic_score_codex":0.000011174799,"about_ca_topic_score_gemma":0.0000018558284,"teacher_disagreement_score":0.698736,"about_ca_system_score_codex":0.00010829418,"about_ca_system_score_gemma":0.000010674469,"threshold_uncertainty_score":0.3801847},"labels":[],"label_agreement":null},{"id":"W2939822304","doi":"10.1002/ese3.342","title":"Evaluation of elastic property changes in Karamay oil sand reservoir during thermal stimulation","year":2019,"lang":"en","type":"article","venue":"Energy Science & Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Xinjiang Oilfield Company; National Natural Science Foundation of China","keywords":"Asphalt; Elastic modulus; Oil sands; Geotechnical engineering; Deformation (meteorology); Materials science; Geology; Mineralogy; Composite material","score_opus":0.01157040836580437,"score_gpt":0.2080857082626449,"score_spread":0.19651529989684052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2939822304","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99467266,0.0003631935,0.001989622,0.00000792842,0.00060554943,0.00006511198,9.954313e-7,0.0001944548,0.002100477],"genre_scores_gemma":[0.9993644,0.000029196128,0.0003650069,0.0000015528009,0.000072579904,0.000024655603,0.000002171759,0.000036013473,0.000104456114],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983178,0.00001612279,0.00023627796,0.0002532758,0.0007666323,0.00040991313],"domain_scores_gemma":[0.9994719,0.000040810148,0.000029953924,0.00026610092,0.000118895456,0.00007231598],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011247554,0.00017836531,0.00018967623,0.00049522857,0.000034949837,0.00003649572,0.00024451973,0.00006415774,0.000034319248],"category_scores_gemma":[0.00012544205,0.00015484449,0.000028824705,0.0008219236,0.000032099415,0.0003870634,0.00004278273,0.00013574037,0.0000069761118],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016925388,0.000004593337,0.0004057379,0.000021566773,0.0000045616425,5.446341e-7,0.00012486018,0.64317816,0.3544766,0.0003393947,2.806694e-7,0.0014419944],"study_design_scores_gemma":[0.00033524958,0.000015776926,0.011804129,0.00016994163,0.000009206585,0.0000018538186,0.000013635334,0.83252275,0.15474407,0.000004966479,0.00019942301,0.00017899046],"about_ca_topic_score_codex":0.000047269714,"about_ca_topic_score_gemma":0.000020901725,"teacher_disagreement_score":0.19973251,"about_ca_system_score_codex":0.00025906105,"about_ca_system_score_gemma":0.00005458633,"threshold_uncertainty_score":0.6314375},"labels":[],"label_agreement":null},{"id":"W2940710090","doi":"10.1190/geo2018-0344.1","title":"The longitudinal modulus of bitumen: Pressure and temperature dependencies","year":2019,"lang":"en","type":"article","venue":"Geophysics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Bulk modulus; Shear modulus; Attenuation; Modulus; Asphalt; Materials science; Ultrasonic sensor; Longitudinal wave; Shear (geology); Dynamic modulus; Composite material; Geology; Mineralogy; Geotechnical engineering; Wave propagation; Dynamic mechanical analysis; Acoustics; Physics; Optics","score_opus":0.001901334814070432,"score_gpt":0.14619834942240398,"score_spread":0.14429701460833355,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2940710090","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9940412,0.0033780397,0.0003656023,0.000016037837,0.0005538385,0.000086458545,0.000007675659,0.00010958191,0.0014415458],"genre_scores_gemma":[0.99894774,0.00017038778,0.00010163055,0.0000027173749,0.00006982353,0.000002923744,0.000001549568,0.000016045553,0.00068719184],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99960524,0.0000036496272,0.000079151585,0.0000794962,0.00009510767,0.0001373501],"domain_scores_gemma":[0.99973536,0.000031761407,0.000012121145,0.00017584949,0.000021444017,0.000023461263],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004610113,0.000088087494,0.0001014646,0.000012791573,0.000036842426,0.000027155322,0.000082078164,0.000040328923,0.000002903064],"category_scores_gemma":[0.0000036059037,0.00006518263,0.00002659868,0.00007268285,0.000019334078,0.00006450214,0.000023052338,0.000120815115,0.000012440682],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008670801,0.000013773011,0.0039671194,0.00058013987,0.00025537223,0.0000026495547,0.0005675031,0.8960701,0.08555343,0.0063883387,0.0008805909,0.005712293],"study_design_scores_gemma":[0.00090278446,0.00015513613,0.077289395,0.0002674512,0.00017334183,0.000023893635,0.00035610862,0.820555,0.06766887,0.003521011,0.028166296,0.0009207645],"about_ca_topic_score_codex":0.0000073112715,"about_ca_topic_score_gemma":0.0000017875311,"teacher_disagreement_score":0.07551517,"about_ca_system_score_codex":0.0000035301853,"about_ca_system_score_gemma":0.0000048670813,"threshold_uncertainty_score":0.26580703},"labels":[],"label_agreement":null},{"id":"W2941718354","doi":"10.1115/1.4043564","title":"Torsional Vibrations and Nonlinear Dynamic Characteristics of Drill Strings and Stick-Slip Reduction Mechanism","year":2019,"lang":"en","type":"article","venue":"Journal of Computational and Nonlinear Dynamics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Drill string; Torsional vibration; Vibration; Drilling; Slip (aerodynamics); Engineering; Nonlinear system; Drill; Structural engineering; Reduction (mathematics); Rotational speed; Drill pipe; Mechanical engineering; Acoustics; Physics; Mathematics; Geometry","score_opus":0.0026062152931407554,"score_gpt":0.18483495220193163,"score_spread":0.18222873690879088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2941718354","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89431125,0.00017001195,0.104881145,0.00007525429,0.0003982116,0.000057060453,0.00006556597,0.00001871216,0.000022778084],"genre_scores_gemma":[0.9472263,0.00034633654,0.052183617,0.000007592884,0.00013016885,3.263116e-7,0.000053458,0.000020085832,0.000032145734],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921644,0.000010068109,0.0003960346,0.00009168803,0.00018596473,0.00009980463],"domain_scores_gemma":[0.99947643,0.00010125776,0.00013723309,0.00004582671,0.0001550855,0.000084162995],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001481494,0.00012409348,0.0002410369,0.00015708996,0.000039190654,0.00003197814,0.0000451021,0.00006874199,0.0000052100017],"category_scores_gemma":[0.000018163013,0.00012003588,0.00003760901,0.0000831962,0.000035520134,0.00017182907,0.00002393615,0.00018865973,8.6387877e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007500794,0.00008936333,0.0017573575,0.000535975,0.00022028817,0.0000083899085,0.00041333545,0.9587027,0.005947632,0.005699083,0.000013325605,0.026537538],"study_design_scores_gemma":[0.00038169665,0.00011142287,0.007932997,0.00010786767,0.000033746714,0.00022021403,0.00006542943,0.98909473,0.00009276998,0.0017603377,0.00008072095,0.000118034164],"about_ca_topic_score_codex":0.000001735394,"about_ca_topic_score_gemma":0.0000010427757,"teacher_disagreement_score":0.052915007,"about_ca_system_score_codex":0.000038127648,"about_ca_system_score_gemma":0.00003572345,"threshold_uncertainty_score":0.48949212},"labels":[],"label_agreement":null},{"id":"W2943988812","doi":"10.2118/195629-ms","title":"OpenLab: Design and Applications of a Modern Drilling Digitalization Infrastructure","year":2019,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Software engineering; Python (programming language); Systems engineering; Web application; User interface; Automation; Interface (matter); Embedded system; Engineering; World Wide Web; Operating system; Mechanical engineering","score_opus":0.0036266772701229275,"score_gpt":0.16939447482570097,"score_spread":0.16576779755557805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2943988812","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.017742682,0.0002233904,0.9759195,0.0000016409618,0.000039340925,0.00018782615,0.000001927631,0.00016312684,0.0057205884],"genre_scores_gemma":[0.98850816,0.000057778114,0.011225202,0.0000042965275,0.000017280969,0.000010139756,0.000006196153,0.00001941179,0.00015154111],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996952,0.0000022398403,0.00010148791,0.00007511272,0.00004967744,0.00007630423],"domain_scores_gemma":[0.9998169,0.00002340845,0.000010431424,0.00010553616,0.0000173098,0.000026435448],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000348021,0.00006647626,0.00008519147,0.000048079495,0.000009875147,0.000019346067,0.000046691708,0.000037748254,0.000016648737],"category_scores_gemma":[0.000002409703,0.00006368738,0.000011411296,0.000097051256,0.0000061525184,0.000101856116,0.0000107213655,0.000036822436,0.0000069339867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.5081756e-7,0.0000012620036,0.00034860044,0.000062848434,0.000009218811,3.4886963e-8,0.00006954108,0.9799834,0.004636215,0.0010715546,0.00002700119,0.013789798],"study_design_scores_gemma":[0.00008534674,0.0000059527106,0.00014926738,0.000016959386,0.000004139155,0.0000014600711,0.00001108746,0.99223846,0.0045403633,0.0014098188,0.0014579281,0.000079215875],"about_ca_topic_score_codex":0.0000010515943,"about_ca_topic_score_gemma":1.4554409e-7,"teacher_disagreement_score":0.9707655,"about_ca_system_score_codex":0.000008542282,"about_ca_system_score_gemma":0.0000036787726,"threshold_uncertainty_score":0.2597096},"labels":[],"label_agreement":null},{"id":"W2943992671","doi":"10.2118/195607-ms","title":"Multi-String Isolation Logging - A Cost Effective Solution for P&amp;A","year":2019,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Casing; Annulus (botany); Coiled tubing; Submarine pipeline; Petroleum engineering; Completion (oil and gas wells); Cement; Oil well; Logging; Engineering; Computer science; Marine engineering; Materials science; Geotechnical engineering","score_opus":0.015705878350593703,"score_gpt":0.23552828862050515,"score_spread":0.21982241026991145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2943992671","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05397075,0.00008249765,0.9427601,0.0000077326085,0.00062445883,0.00082895096,0.0000035164692,0.0006644287,0.001057579],"genre_scores_gemma":[0.9652824,0.000007706855,0.033954404,0.0000087322005,0.00008227502,0.000118544514,0.000020454218,0.000037489004,0.0004879987],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99947125,0.0000046768037,0.000115464514,0.00012953537,0.00005213388,0.00022695499],"domain_scores_gemma":[0.99972457,0.00009133568,0.000012535062,0.00011402517,0.000020238413,0.00003728742],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001233934,0.000112461275,0.000114539136,0.000078921694,0.000036162477,0.000025819516,0.000046361547,0.000063537664,0.000018327768],"category_scores_gemma":[0.000018133973,0.0001175729,0.0000531074,0.00007136265,0.0000037963748,0.0001360229,0.0000094834795,0.00008572373,0.00014338526],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004805146,0.000005886091,0.00075645826,0.00014990331,0.000024304234,9.211832e-8,0.00009864601,0.90751487,0.07876691,0.00014056705,0.00012816963,0.012409403],"study_design_scores_gemma":[0.0004997016,0.000013121003,0.0008334594,0.00004621121,0.000007974191,0.0000012257128,0.000009965202,0.9847427,0.005575751,0.000018243065,0.008093943,0.00015771094],"about_ca_topic_score_codex":0.000011218945,"about_ca_topic_score_gemma":0.00000937922,"teacher_disagreement_score":0.9113116,"about_ca_system_score_codex":0.0000917435,"about_ca_system_score_gemma":0.000002980482,"threshold_uncertainty_score":0.47944835},"labels":[],"label_agreement":null},{"id":"W2945027601","doi":"10.2118/0619-0074-jpt","title":"Surface Drilling Data Can Help Optimize Fracture Treatment in Real Time","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Perforation; Petroleum engineering; Fracture (geology); Completion (oil and gas wells); Geology; Hydraulic fracturing; Lithology; Wellbore; Work (physics); Borehole; Computer science; Mining engineering; Geotechnical engineering; Engineering; Mechanical engineering; Petrology","score_opus":0.008378139520113879,"score_gpt":0.21709388395414764,"score_spread":0.20871574443403376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2945027601","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99275964,0.0010743713,0.0037565478,0.0006487819,0.00051775866,0.000070180104,0.00001441455,0.00026445487,0.0008938291],"genre_scores_gemma":[0.99155945,0.0011088451,0.0068504494,0.000009031235,0.000114894865,8.5504655e-7,0.00000960721,0.00004734089,0.00029955516],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894303,0.000011864108,0.00041531815,0.00016485664,0.00014054745,0.00032438946],"domain_scores_gemma":[0.99923056,0.000056368048,0.000103166385,0.0005177372,0.00003053717,0.000061637154],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021414922,0.00019664093,0.0004650894,0.00042105283,0.00001560612,0.000019110039,0.00050220464,0.00025144577,0.000048053535],"category_scores_gemma":[0.000020746313,0.00017152487,0.000059445276,0.00024283126,0.000019091956,0.0001325636,0.00005322043,0.0004809998,0.000045261088],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010911935,0.000024305586,0.0030795927,0.000017121729,0.00007681582,0.000077148645,0.00004623406,0.9802264,0.014760724,0.000016029495,0.00024405586,0.0014206708],"study_design_scores_gemma":[0.0016687405,0.00034140117,0.00043251747,0.00017804114,0.000048281167,0.00025808948,0.00015931159,0.96177614,0.008863097,0.00010274567,0.025844742,0.0003269079],"about_ca_topic_score_codex":0.00003467591,"about_ca_topic_score_gemma":0.000018271126,"teacher_disagreement_score":0.025600687,"about_ca_system_score_codex":0.00026212755,"about_ca_system_score_gemma":0.000043261738,"threshold_uncertainty_score":0.69945806},"labels":[],"label_agreement":null},{"id":"W2946359044","doi":"10.3968/11004","title":"Analyses of Fluids Used in Gravel Pack Placement in Sand Control Operations","year":2019,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Xanthan gum; Circuit breaker; Drilling fluid; Rheology; Viscosity; Petroleum engineering; Geotechnical engineering; Geology; Fracturing fluid; Settling; Materials science; Engineering; Drilling; Mechanical engineering; Composite material; Environmental engineering","score_opus":0.019514456762330386,"score_gpt":0.2648546604694489,"score_spread":0.2453402037071185,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946359044","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.58150226,0.0025672934,0.41426912,0.00003958775,0.00028596772,0.0002583547,0.0000035492694,0.000052877083,0.0010209924],"genre_scores_gemma":[0.9956393,0.00108906,0.003130322,0.000011891352,0.0000068923923,0.000061481056,0.00001803496,0.000010569709,0.000032422693],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991967,0.000015604417,0.00039054177,0.00013461127,0.00011534759,0.00014719812],"domain_scores_gemma":[0.9998275,0.000036164252,0.000017001694,0.00007838925,0.00001347215,0.00002748888],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016224568,0.000114554095,0.00021530157,0.0003013735,0.000011501836,0.000014764427,0.000042965145,0.00003464726,0.000014048874],"category_scores_gemma":[0.0000098386045,0.000115195,0.000010892269,0.00018842428,0.000009331583,0.00037909506,0.0000090268595,0.00008104294,0.0000069172293],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010825511,0.000020867656,0.017676158,0.00005485506,0.0000068414215,0.0000011793104,0.0009374998,0.97432643,0.005254507,0.00010771172,0.0000022320992,0.0016008612],"study_design_scores_gemma":[0.0023453524,0.00003151202,0.007369073,0.00017060594,0.000002318788,4.9076317e-7,0.00080194284,0.96693176,0.02070776,0.00005666157,0.0013673096,0.00021518671],"about_ca_topic_score_codex":0.000009397795,"about_ca_topic_score_gemma":0.00034378984,"teacher_disagreement_score":0.41413707,"about_ca_system_score_codex":0.000084043866,"about_ca_system_score_gemma":0.000024526087,"threshold_uncertainty_score":0.46975157},"labels":[],"label_agreement":null},{"id":"W2946684379","doi":"10.3720/japt.82.332","title":"Hundred years' history of challenge to shale inhibition","year":2017,"lang":"en","type":"article","venue":"Journal of the Japanese Association for Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Tellabs (Canada)","funders":"","keywords":"Oil shale; Petroleum engineering; Wellbore; Drilling; Instability; Geology; Shale gas; Fossil fuel; Engineering; Waste management; Paleontology","score_opus":0.009162485686183868,"score_gpt":0.20636308686944205,"score_spread":0.1972006011832582,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946684379","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99118507,0.0005275299,0.0009832353,0.0023829585,0.0028175577,0.00010634419,0.000010791851,0.000099547324,0.0018869543],"genre_scores_gemma":[0.9982894,0.000044827826,0.0002330654,0.000010120688,0.00014423368,0.0000059497365,4.757041e-7,0.000021306321,0.0012506096],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9993033,0.000008789718,0.00030470255,0.00005708408,0.00017235437,0.00015377716],"domain_scores_gemma":[0.99909467,0.000041659165,0.00045363,0.0002614389,0.00011920333,0.000029426656],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041075837,0.00007159393,0.00022906554,0.00023252201,0.00004590708,0.000010555326,0.00033782123,0.00018436553,0.0000028922805],"category_scores_gemma":[0.0004889974,0.00007040929,0.00013843889,0.000051885483,0.000020457483,0.00010101981,0.00003977668,0.00021864865,0.0000037242185],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022060423,0.0004749589,0.017121151,0.0008207565,0.0021420766,0.00002767262,0.009385693,0.48692915,0.35563976,0.0076446696,0.06700592,0.052587617],"study_design_scores_gemma":[0.013792095,0.0025960763,0.10351541,0.0021441572,0.0010664874,0.0002412231,0.0020057808,0.10586933,0.11814565,0.017962398,0.6304584,0.002202949],"about_ca_topic_score_codex":0.000004363486,"about_ca_topic_score_gemma":0.000009149687,"teacher_disagreement_score":0.56345254,"about_ca_system_score_codex":0.00079826993,"about_ca_system_score_gemma":0.000024173447,"threshold_uncertainty_score":0.28712073},"labels":[],"label_agreement":null},{"id":"W2946987266","doi":"10.1016/j.colsurfa.2019.05.088","title":"Improving the performance of oil based mud and water based mud in a high temperature hole using nanosilica nanoparticles","year":2019,"lang":"en","type":"article","venue":"Colloids and Surfaces A Physicochemical and Engineering Aspects","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":171,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Universiti Teknologi Malaysia","keywords":"Drilling fluid; Rheology; Lubricity; Materials science; Petroleum engineering; Reducer; Drilling; Environmental science; Composite material; Geology; Mechanical engineering; Engineering; Metallurgy","score_opus":0.003019833913174461,"score_gpt":0.15437359803733908,"score_spread":0.15135376412416462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2946987266","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99861693,0.0010253476,0.000037069804,0.00002618603,0.00010055678,0.00008195783,0.000005889023,0.00008889446,0.000017167169],"genre_scores_gemma":[0.99921983,0.00007067609,0.00060680445,0.000013221781,0.000032018295,0.000008577224,0.0000037872246,0.000034782533,0.000010312242],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915916,0.0000071846625,0.00018617067,0.00022203317,0.00011016028,0.0003153096],"domain_scores_gemma":[0.9996627,0.00007451135,0.000016414473,0.00015180043,0.000018198572,0.00007639412],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010669054,0.0002253518,0.000292648,0.000059807466,0.000043979282,0.000056874538,0.00007285025,0.00008769326,0.0000022118834],"category_scores_gemma":[0.000008186337,0.00016227721,0.00003163767,0.0001662899,0.00004502994,0.000105154155,0.000039383096,0.00020674751,5.337503e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000075827147,0.0000087571825,0.0004594007,0.0004712768,0.000008066432,7.8380424e-7,0.000059589944,0.38959152,0.6091743,0.000016516136,0.0000012356646,0.00020097828],"study_design_scores_gemma":[0.00033574496,0.00002356324,0.0006333848,0.00016237369,0.00000873248,0.0000012630742,0.000012463361,0.5399012,0.45876315,0.0000025753088,0.00001870161,0.00013683137],"about_ca_topic_score_codex":0.00004212227,"about_ca_topic_score_gemma":0.0000014276828,"teacher_disagreement_score":0.15041113,"about_ca_system_score_codex":0.000022710477,"about_ca_system_score_gemma":0.0000105002355,"threshold_uncertainty_score":0.6617473},"labels":[],"label_agreement":null},{"id":"W2947374466","doi":"","title":"Eurocode 7: Genesis, Development and Implications for Rock Engineering","year":2018,"lang":"en","type":"article","venue":"ISRM International Symposium - 10th Asian Rock Mechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Eurocode; Geology; Engineering; Geotechnical engineering; Structural engineering","score_opus":0.008565508596395707,"score_gpt":0.21507949338911428,"score_spread":0.20651398479271857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2947374466","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0042811483,0.00030058468,0.98646826,0.0010573246,0.002730548,0.00048315435,0.0000924566,0.0008882973,0.0036982216],"genre_scores_gemma":[0.9890233,0.00020344838,0.008529656,0.00010558053,0.001076217,0.00028621271,0.00012146689,0.00018017805,0.00047388443],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981132,0.0000089102405,0.0005444882,0.0005120503,0.00024973703,0.00057157426],"domain_scores_gemma":[0.9990318,0.0000649301,0.00007604363,0.0003340358,0.00023356554,0.0002596525],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017563695,0.0004325472,0.00028415013,0.00023846238,0.00024192058,0.00014987285,0.0004927655,0.00018523997,0.000021487069],"category_scores_gemma":[0.000027086227,0.0005027504,0.00010435752,0.00019752649,0.0000045678858,0.00024647656,0.00013515909,0.00018003846,0.000077601144],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030659314,0.000070844646,0.00018164158,0.00024705596,0.000423301,0.000003414907,0.0012063412,0.68387115,0.29137883,0.018171689,0.0017475908,0.0026674422],"study_design_scores_gemma":[0.0005247181,0.00007055135,0.00022462418,0.00009791458,0.00004561544,0.000061400344,0.0000361273,0.7783591,0.06008709,0.00026569716,0.15959322,0.00063391204],"about_ca_topic_score_codex":0.0000043188043,"about_ca_topic_score_gemma":0.0000119433125,"teacher_disagreement_score":0.9847422,"about_ca_system_score_codex":0.0002558686,"about_ca_system_score_gemma":0.00004132143,"threshold_uncertainty_score":0.9997424},"labels":[],"label_agreement":null},{"id":"W2947832097","doi":"10.1139/tcsme-2019-0032","title":"Influence of sonic vibrator mass on the modal frequency of the drill string","year":2019,"lang":"en","type":"article","venue":"Transactions of the Canadian Society for Mechanical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China; Fundamental Research Funds for the Central Universities; China University of Geosciences; National Science Foundation","keywords":"Vibrator (electronic); Acoustics; Drill string; Vibration; Drill; Modal analysis; String (physics); Physics; Engineering; Mechanical engineering","score_opus":0.0049455390873444395,"score_gpt":0.1621867023686524,"score_spread":0.15724116328130797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2947832097","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87810344,0.00012196121,0.11971922,0.0002718045,0.0007573176,0.00065429334,0.00019115537,0.0000879285,0.00009289147],"genre_scores_gemma":[0.9983909,0.000014564868,0.0014389206,0.000027334981,0.000023232753,0.000025309986,6.786741e-7,0.0000471686,0.00003190003],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990155,0.000008487922,0.00032260967,0.00012754205,0.00020803578,0.00031778633],"domain_scores_gemma":[0.9990982,0.00018403362,0.000054235996,0.0005170253,0.000054395925,0.000092101225],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021860123,0.00017406844,0.00023206342,0.000042735224,0.0000982325,0.000009306956,0.00055391504,0.00014510848,0.000016402657],"category_scores_gemma":[0.000036513222,0.00011868734,0.0005805214,0.00037924366,0.000038582068,0.00007176968,0.0000074147947,0.00038086908,0.000001149476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010085407,0.0000036867937,0.000012887458,0.0001895141,0.00011170241,2.5126017e-8,0.000111579364,0.9086463,0.08332253,0.0075305654,0.000010412246,0.00005979721],"study_design_scores_gemma":[0.00023183537,0.000032246768,0.00020930804,0.00030541577,0.00006825799,0.0000013223214,0.00007756324,0.7465299,0.25176173,0.00038041608,0.00022517463,0.00017683615],"about_ca_topic_score_codex":0.0012945217,"about_ca_topic_score_gemma":0.0007709602,"teacher_disagreement_score":0.1684392,"about_ca_system_score_codex":0.000201899,"about_ca_system_score_gemma":0.000113617214,"threshold_uncertainty_score":0.48399293},"labels":[],"label_agreement":null},{"id":"W2948425171","doi":"10.1115/1.4043785","title":"Enhancement of Plastering Effect on Strengthening Wellbore by Optimizing Particle Size Distribution of Wellbore Strengthening Materials","year":2019,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Tulane University","keywords":"Wellbore; Ultimate tensile strength; Matrix (chemical analysis); Particle-size distribution; Scanning electron microscope; Particle size; Petroleum engineering; Materials science; Geotechnical engineering; Mechanics; Chemistry; Composite material; Geology; Engineering; Chemical engineering; Physics","score_opus":0.002414988426946373,"score_gpt":0.17849800764220317,"score_spread":0.1760830192152568,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2948425171","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9931343,0.00071459875,0.005448047,0.000023422495,0.0003510837,0.000052341435,0.000016804639,0.00009125715,0.00016810802],"genre_scores_gemma":[0.9991371,0.00015324484,0.000559482,0.0000026237615,0.000060740127,0.0000039368215,0.000006572954,0.000042526917,0.000033761582],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99839354,0.000037676797,0.0008402543,0.00015086278,0.00025411823,0.00032353395],"domain_scores_gemma":[0.9989368,0.00026424977,0.00043089304,0.00024762686,0.00006339936,0.00005708088],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033466055,0.00022792953,0.00061641715,0.00015844888,0.000029520423,0.000016784414,0.00029280983,0.00020128775,0.00004115177],"category_scores_gemma":[0.000099973535,0.00020978575,0.00010656765,0.00027986296,0.00005367728,0.00008884728,0.00005829417,0.00025398273,0.0000019443778],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009634103,0.00003057998,0.0005170074,0.00014961069,0.00014067229,0.0000053276194,0.00013902487,0.27579033,0.71591663,0.00013745044,0.00003433413,0.0070426934],"study_design_scores_gemma":[0.0007136969,0.0009649516,0.000060590435,0.0007353266,0.00004127893,0.000019192848,0.00015097191,0.016326983,0.9784323,0.000021703421,0.002363475,0.00016955819],"about_ca_topic_score_codex":0.0000063836915,"about_ca_topic_score_gemma":5.5288723e-7,"teacher_disagreement_score":0.26251566,"about_ca_system_score_codex":0.000069783906,"about_ca_system_score_gemma":0.0000074534632,"threshold_uncertainty_score":0.85548145},"labels":[],"label_agreement":null},{"id":"W2949494077","doi":"10.3968/10995","title":"Simulated Calculation of Bullheading Method When the Well is Empty","year":2019,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Drilling fluid; Drilling; Petroleum engineering; Mechanics; Wellbore; Geology; Coupling (piping); Well control; Geotechnical engineering; Engineering; Mechanical engineering; Physics","score_opus":0.009513237373458433,"score_gpt":0.24158832165651764,"score_spread":0.2320750842830592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2949494077","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.051588472,0.0018664683,0.9432753,0.000092204245,0.00039195444,0.00014376138,8.621238e-7,0.00010481275,0.0025361935],"genre_scores_gemma":[0.98555356,0.0005232905,0.013691911,0.000034212193,0.000013932357,0.0000090906215,0.000009616708,0.000014040329,0.00015034196],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937755,0.000014601574,0.00025487825,0.000116143645,0.00011879889,0.000118024305],"domain_scores_gemma":[0.9997631,0.000063801745,0.000033221557,0.00009689275,0.00002022199,0.000022772716],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020341195,0.000099063,0.00012992558,0.00008689984,0.000027648128,0.000014587495,0.000051645733,0.000036262467,0.000026610067],"category_scores_gemma":[0.000006534572,0.00008100777,0.000013504463,0.0000957952,0.000007844141,0.00032509188,0.000013647642,0.000080568505,0.000023159771],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045071206,0.0000039953707,0.0014316627,0.00005608605,0.000008174073,2.1625469e-7,0.0023232515,0.98305494,0.00030208137,0.00013663199,0.000020796408,0.012657691],"study_design_scores_gemma":[0.0002652452,0.000008978085,0.00038801003,0.00006029624,0.0000022147667,6.5583805e-7,0.00023831829,0.93583184,0.010126161,0.00026118627,0.05270503,0.0001120653],"about_ca_topic_score_codex":0.0000029496696,"about_ca_topic_score_gemma":0.000007634203,"teacher_disagreement_score":0.9339651,"about_ca_system_score_codex":0.00004048443,"about_ca_system_score_gemma":0.000010112934,"threshold_uncertainty_score":0.3303401},"labels":[],"label_agreement":null},{"id":"W2950554981","doi":"10.3968/10997","title":"Study on the Affection of Drilling Tools’ Abrasion to the Regular Pattern of Tensile Strength","year":2019,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling; Measurement while drilling; Petroleum engineering; Rate of penetration; Drilling engineering; Drilling fluid; Engineering; Mechanical engineering","score_opus":0.01699937376395933,"score_gpt":0.2236795359669278,"score_spread":0.20668016220296848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2950554981","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9102867,0.0002393877,0.088431574,0.00006570637,0.00036863002,0.00026850603,0.0000010900213,0.00003638837,0.00030202293],"genre_scores_gemma":[0.9994367,0.00018527349,0.00027125553,0.000016371941,0.000017020102,0.000040542178,0.0000035408077,0.000010619556,0.000018706152],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993941,0.00002175359,0.00022446993,0.00010867579,0.00016080649,0.00009017827],"domain_scores_gemma":[0.99968654,0.00009585862,0.00003619553,0.000143609,0.00002148932,0.00001631787],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024633337,0.00009156721,0.00012266584,0.00008167658,0.00003112818,0.000012603433,0.000064890366,0.000018665982,0.000003621978],"category_scores_gemma":[0.000016968734,0.000058490463,0.000012094013,0.00012442807,0.0000067341443,0.00016916255,0.000018001274,0.000073832365,0.0000079233305],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000074186773,0.000025543248,0.0036937662,0.000030034591,0.000009236221,2.5142316e-7,0.00315359,0.9487737,0.0008142156,0.0000568874,0.000010177012,0.043425214],"study_design_scores_gemma":[0.0020788107,0.0009881407,0.06474579,0.001215648,0.000021430555,0.0000031898212,0.041204233,0.63269347,0.22095318,0.00016350148,0.03511811,0.0008145012],"about_ca_topic_score_codex":0.000002174066,"about_ca_topic_score_gemma":0.000032126078,"teacher_disagreement_score":0.3160802,"about_ca_system_score_codex":0.000026726126,"about_ca_system_score_gemma":0.0000062919185,"threshold_uncertainty_score":0.23851718},"labels":[],"label_agreement":null},{"id":"W2951090412","doi":"10.18483/ijsci.2019","title":"Molecular Dynamics approach for Fracture Simulation along a Weakly Bonded Interface","year":2019,"lang":"en","type":"article","venue":"International Journal of Sciences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Molecular dynamics; Materials science; Fracture (geology); Ultimate tensile strength; Finite element method; Interface (matter); Stress (linguistics); Oil shale; Composite material; Porosity; Scale (ratio); Hydraulic fracturing; Mechanics; Structural engineering; Geotechnical engineering; Geology; Physics; Chemistry; Computational chemistry; Engineering","score_opus":0.00718955316273098,"score_gpt":0.2549536902421584,"score_spread":0.24776413707942743,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2951090412","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31895798,0.0001574548,0.67909855,0.000082974104,0.0007191326,0.00004933551,0.0000027581361,0.000021464659,0.00091033237],"genre_scores_gemma":[0.98945683,0.000007653517,0.010340461,0.000033659544,0.00011441116,9.3914315e-7,0.0000021306369,0.000009502007,0.00003443126],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992738,0.000004559553,0.00021772354,0.00007661505,0.00032471708,0.000102630176],"domain_scores_gemma":[0.9996329,0.000073233394,0.000077099496,0.00003551517,0.00014819589,0.000033033764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026846776,0.00007451417,0.00009939318,0.0001550249,0.000018023275,0.0000845232,0.00034596917,0.00003721122,0.000006213261],"category_scores_gemma":[0.00003916947,0.000062898165,0.00007377869,0.00008426461,0.000022291128,0.00028314083,0.000012633345,0.000107748085,0.0000027064993],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000069160956,0.000007639801,0.00037690325,0.000010682239,0.00003897132,0.0000010891481,0.000102082704,0.9940727,0.003590889,0.0003690145,0.000021673084,0.0014014883],"study_design_scores_gemma":[0.00017932254,0.000042337448,0.0001599451,0.00004309488,0.0000055903656,0.00001905749,0.000084402425,0.9935235,0.004689567,0.00037484537,0.0008042083,0.000074133626],"about_ca_topic_score_codex":0.0000021047665,"about_ca_topic_score_gemma":3.6909077e-7,"teacher_disagreement_score":0.67049885,"about_ca_system_score_codex":0.00009320975,"about_ca_system_score_gemma":0.000024601168,"threshold_uncertainty_score":0.25649127},"labels":[],"label_agreement":null},{"id":"W2952442201","doi":"10.82308/42523","title":"A computational and experimental modelling of thermo-hydro-mechanical processes in a low permeability granite","year":2014,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies; Nuclear Waste Management Organization","keywords":"Permeability (electromagnetism); Mechanics; Hydraulic fracturing; Geothermal gradient; Thermal conduction; Isothermal process; Geotechnical engineering; Poromechanics; Geomechanics; Porosity; Supercritical fluid; Thermal hydraulics; Geology; Mineralogy; Materials science; Heat transfer; Porous medium; Thermodynamics; Chemistry; Composite material","score_opus":0.013213144728357398,"score_gpt":0.2013912926193278,"score_spread":0.18817814789097043,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2952442201","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959612,0.00022123332,0.0014836927,0.0000024629603,0.000114888535,0.0001764103,0.000053834054,0.00023177246,0.001754494],"genre_scores_gemma":[0.99698395,0.000028941502,0.0028397217,0.000017834169,0.000016363509,0.00002885317,0.00001107429,0.00006659357,0.0000066741877],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985477,0.000061140425,0.00044337765,0.00035666773,0.00026240078,0.00032875786],"domain_scores_gemma":[0.9993381,0.00020984498,0.00004833125,0.000202129,0.00006895173,0.00013264122],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00045895998,0.00027138548,0.00034527565,0.00014905326,0.000115966664,0.000023453686,0.00016296178,0.00014005341,0.000014639749],"category_scores_gemma":[0.00010911768,0.00029237405,0.00006560414,0.00028488645,0.000048850765,0.0002893291,0.000057720295,0.0003598447,0.000007637334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018699166,0.000082251485,0.000044514512,0.00041135983,0.000020992407,0.0000027714696,0.000025016725,0.9721046,0.018640345,0.00504504,5.4619395e-8,0.0036043262],"study_design_scores_gemma":[0.00065849064,0.000059579346,0.00008799749,0.00023572582,0.000010514751,0.00001279872,0.00003241785,0.91748995,0.07283138,0.008084276,0.00017086796,0.0003259882],"about_ca_topic_score_codex":0.000037377362,"about_ca_topic_score_gemma":0.000016642833,"teacher_disagreement_score":0.054614663,"about_ca_system_score_codex":0.00012177018,"about_ca_system_score_gemma":0.000008146674,"threshold_uncertainty_score":0.99995285},"labels":[],"label_agreement":null},{"id":"W2962922262","doi":"10.1007/978-3-031-38499-8","title":"Automated Deduction – CADE 29","year":2023,"lang":"en","type":"book","venue":"Lecture notes in computer science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Programming language; Artificial intelligence; Natural language processing","score_opus":0.008745723829433895,"score_gpt":0.21527237708710278,"score_spread":0.2065266532576689,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2962922262","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0002499668,0.00028910625,0.9876518,0.000031700696,0.0061791567,0.00011654241,0.000003864358,0.003957117,0.0015207098],"genre_scores_gemma":[0.70629835,0.00077857677,0.26424757,0.00052479596,0.011944071,0.000091272916,0.00021441786,0.0010925579,0.014808419],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985635,0.000006268972,0.00022571834,0.00042811167,0.00032813972,0.00044823164],"domain_scores_gemma":[0.9993831,0.00012143579,0.000028420036,0.00034981908,0.00003645924,0.0000807645],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024780154,0.00028394852,0.0002542683,0.00057045504,0.00006767637,0.000118568496,0.00048827747,0.00024716978,0.000005215106],"category_scores_gemma":[0.00003648788,0.00029292333,0.00005266748,0.000803363,0.000112814996,0.000118043805,0.00009560647,0.0005935759,0.00009169229],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.5617473e-7,0.0000016161671,0.0000027239578,0.00008166708,0.000006028137,0.000016449587,0.00013945339,0.94154423,0.0002580269,0.00001411655,0.00069122185,0.05724418],"study_design_scores_gemma":[0.00005737914,0.00001280364,0.000047543697,0.00031512717,0.0000049384635,0.000019427449,5.8729892e-8,0.9937384,0.0017237266,0.0020115147,0.0017489862,0.0003200804],"about_ca_topic_score_codex":0.000006705199,"about_ca_topic_score_gemma":0.000014936223,"teacher_disagreement_score":0.7234043,"about_ca_system_score_codex":0.0004067106,"about_ca_system_score_gemma":0.00014196448,"threshold_uncertainty_score":0.9999523},"labels":[],"label_agreement":null},{"id":"W2963720404","doi":"10.5267/j.esm.2019.6.001","title":"Logging while drilling operation","year":2019,"lang":"en","type":"article","venue":"Engineering Solid Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Universitas Mercu Buana","keywords":"Drilling; Logging; Logging while drilling; Petroleum engineering; Computer science; Forensic engineering; Engineering; Mining engineering; Construction engineering; Systems engineering; Mechanical engineering","score_opus":0.0046546751471511745,"score_gpt":0.17323786277987077,"score_spread":0.1685831876327196,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2963720404","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07487992,0.0007507529,0.91520226,0.000015856605,0.0042282254,0.0002621684,0.000005905682,0.0027450311,0.0019098903],"genre_scores_gemma":[0.9937738,0.0001490115,0.0053938203,0.000023574297,0.0002903913,0.000019697518,0.000020787344,0.00015458268,0.00017432976],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987235,0.000005747046,0.00030610515,0.00025310597,0.00020187566,0.00050963287],"domain_scores_gemma":[0.9994306,0.00004284952,0.000020584774,0.00035736195,0.00002665765,0.00012197879],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021362786,0.0002973108,0.0002938602,0.00019582246,0.000043552758,0.000081540355,0.00019537049,0.00014719763,0.00010047423],"category_scores_gemma":[0.000018205561,0.0003456333,0.00009192075,0.00020028983,0.0000023033435,0.0002396976,0.00003476146,0.00034049514,0.00047638154],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.9620954e-7,0.00000441339,0.000009015069,0.00014700928,0.000033641216,0.000003540388,0.00011818957,0.9478892,0.04813118,0.0029498448,0.000079016165,0.00063405005],"study_design_scores_gemma":[0.00020727304,0.000021391297,0.000009236657,0.00010773697,0.000011442182,0.0000129859445,0.000024587727,0.95698005,0.02717723,0.000049579325,0.014994924,0.00040358398],"about_ca_topic_score_codex":0.0000020325008,"about_ca_topic_score_gemma":4.8891866e-7,"teacher_disagreement_score":0.9188939,"about_ca_system_score_codex":0.00011746488,"about_ca_system_score_gemma":0.00001197241,"threshold_uncertainty_score":0.99989957},"labels":[],"label_agreement":null},{"id":"W2964471512","doi":"10.15530/urtec-2019-1076","title":"The Sensitivity of Well Performance to Well Spacing and Configuration—A Marcellus Case Study","year":2019,"lang":"en","type":"article","venue":"Proceedings of the 7th Unconventional Resources Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Microsemi (Canada)","funders":"","keywords":"Sensitivity (control systems); Computer science; Engineering; Electronic engineering","score_opus":0.005884368889799216,"score_gpt":0.18796181767835082,"score_spread":0.18207744878855162,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2964471512","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9948892,0.00009012555,0.0003023229,0.00017145935,0.00014011489,0.0003881721,0.0000023848183,0.0001068168,0.0039094132],"genre_scores_gemma":[0.9992773,0.000027783466,0.00012628574,0.0000049057035,0.000014656834,0.00001411946,2.20227e-7,0.000014634822,0.0005200761],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991459,0.000007063754,0.00027548536,0.00018156998,0.00019697957,0.00019297357],"domain_scores_gemma":[0.999388,0.00010857329,0.00010651641,0.00015112184,0.0002106327,0.000035171568],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004929557,0.00014507305,0.00020329106,0.00013935992,0.00012365103,0.000030953903,0.00023069514,0.000083584644,0.000012009573],"category_scores_gemma":[0.00006986205,0.000104398976,0.00004055476,0.0003106614,0.00015556763,0.0000759867,0.00014672262,0.000241147,0.000010465554],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018403585,0.000246207,0.5429239,0.0023107168,0.0006703305,0.000042183678,0.0059928643,0.077291265,0.31615373,0.028855043,0.00029161823,0.025038071],"study_design_scores_gemma":[0.0018518498,0.00084998383,0.02926493,0.001264328,0.00018235928,0.0015491683,0.026392775,0.570985,0.35605964,0.0018859159,0.008764481,0.0009495269],"about_ca_topic_score_codex":0.00003107946,"about_ca_topic_score_gemma":0.000018177452,"teacher_disagreement_score":0.513659,"about_ca_system_score_codex":0.00002301884,"about_ca_system_score_gemma":0.000013045124,"threshold_uncertainty_score":0.42572665},"labels":[],"label_agreement":null},{"id":"W2964598721","doi":"10.1130/abs/2019am-334343","title":"METHANE EBULLITION CAN INFLUENCE INTERNAL MASS LOADING IN OIL SANDS END PIT LAKES","year":2019,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Methane; Oil sands; Geology; Environmental science; Petroleum engineering; Hydrology (agriculture); Geotechnical engineering; Chemistry; Materials science; Composite material","score_opus":0.007977128656553813,"score_gpt":0.2076920256200047,"score_spread":0.19971489696345088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2964598721","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99425197,0.00019898856,0.0025563973,0.00011644496,0.00007664266,0.0001224699,0.000003293672,0.00028874935,0.002385025],"genre_scores_gemma":[0.98486567,0.0002390526,0.014609384,0.00007660562,0.000036523692,0.000028012426,0.000022055056,0.00002492067,0.00009777905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99862885,0.000015675882,0.000357208,0.00026274848,0.00024437616,0.0004911455],"domain_scores_gemma":[0.99946827,0.00010609221,0.00009776725,0.00017171547,0.00004514551,0.00011103567],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019673666,0.000234175,0.00037116758,0.00003591889,0.000021928758,0.000029024945,0.00019067182,0.00015750302,0.00007244165],"category_scores_gemma":[0.000018030985,0.00018956815,0.000116381176,0.00030053026,0.00018047198,0.00012623238,0.000026883,0.00046749148,0.000021095573],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027313887,0.000085560874,0.033600807,0.0003365588,0.000116489675,0.000014179759,0.00081805565,0.86870223,0.011063456,0.00001422991,0.000026748807,0.08519438],"study_design_scores_gemma":[0.0062223477,0.0043962286,0.33003175,0.0037691458,0.00019384919,0.00013330452,0.0049903602,0.5645139,0.046440873,0.00096733676,0.034407258,0.0039335913],"about_ca_topic_score_codex":0.00047692403,"about_ca_topic_score_gemma":0.000012914865,"teacher_disagreement_score":0.30418828,"about_ca_system_score_codex":0.000065864704,"about_ca_system_score_gemma":0.000016223732,"threshold_uncertainty_score":0.7730365},"labels":[],"label_agreement":null},{"id":"W2967632021","doi":"10.3997/2214-4609.201901667","title":"The Value of Seismics in Mineral Exploration and Mine Safety","year":2019,"lang":"en","type":"article","venue":"81st EAGE Conference and Exhibition 2019","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Mining engineering; Mineral exploration; Mineral resource classification; Drilling; Reflection (computer programming); Earth science; Geochemistry; Engineering; Computer science","score_opus":0.009088055476994227,"score_gpt":0.18954915399511924,"score_spread":0.180461098518125,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2967632021","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98243356,0.0005004118,0.014318516,0.00015630694,0.00019167677,0.00011887633,0.000012629639,0.0000391817,0.0022288251],"genre_scores_gemma":[0.9977469,0.0017024251,0.00010458846,0.000015019007,0.00002546756,0.0000035197288,0.000021216598,0.000008873019,0.00037202606],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995761,0.000010609216,0.00016085205,0.00008805378,0.000057696892,0.00010668979],"domain_scores_gemma":[0.9997903,0.000049990133,0.000019555528,0.00009385116,0.00002121908,0.000025057197],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001293799,0.00007877424,0.0001084341,0.000043390188,0.000021642922,0.000028195385,0.00003304163,0.00004656359,0.000009002942],"category_scores_gemma":[0.000008546832,0.00006549251,0.000013088859,0.000059114398,0.000022502143,0.00016849348,0.000012948498,0.00007938623,0.000012678108],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000762931,0.000032702577,0.010307057,0.0005842689,0.000045049837,0.000004512831,0.0033821291,0.8458408,0.06670735,0.031401496,0.0013593201,0.04025901],"study_design_scores_gemma":[0.00061833457,0.00005020201,0.007170593,0.00020310667,0.000007015491,0.0000041048756,0.00032584448,0.9831155,0.0035959638,0.00085692387,0.0038694497,0.00018295353],"about_ca_topic_score_codex":0.00002862688,"about_ca_topic_score_gemma":0.0000128127485,"teacher_disagreement_score":0.1372747,"about_ca_system_score_codex":0.0000086027485,"about_ca_system_score_gemma":0.000006732502,"threshold_uncertainty_score":0.26707068},"labels":[],"label_agreement":null},{"id":"W2967650364","doi":"","title":"Collapse Simulations of an Accidentally Dropped Drill Riser","year":2018,"lang":"en","type":"article","venue":"The 28th International Ocean and Polar Engineering Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Intecsea (Canada)","funders":"","keywords":"Geology; Drill; Lost circulation; Engineering; Drilling; Mechanical engineering","score_opus":0.008342445557924476,"score_gpt":0.21843317888092026,"score_spread":0.21009073332299577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2967650364","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96565944,0.00014339623,0.03130228,0.0000697621,0.0008969891,0.000088014785,0.00005333128,0.00024125696,0.0015455103],"genre_scores_gemma":[0.9985329,0.000059023907,0.0009657553,0.000020234194,0.00024512853,0.0000010418958,0.000021591883,0.000029793115,0.00012454808],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993549,0.000008640462,0.00020464693,0.00011777253,0.0001553496,0.00015872125],"domain_scores_gemma":[0.9995467,0.000059257494,0.00002804689,0.00018328123,0.0001058568,0.0000768339],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001088372,0.00014541748,0.00012496804,0.00010573927,0.00004797721,0.000059680784,0.0002690954,0.000049159888,0.00006887988],"category_scores_gemma":[0.000038577706,0.00012723572,0.000030450545,0.00010798487,0.000051234463,0.00018074992,0.000038999875,0.00012706732,0.000010515704],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022107204,0.000030252948,0.0020632027,0.00005346288,0.00019839151,0.0000042752526,0.0016021482,0.95399,0.026337786,0.014093473,0.00033301607,0.0012719275],"study_design_scores_gemma":[0.00020198218,0.00003730445,0.0031691217,0.000046430003,0.00001428831,0.0000128747315,0.000027383057,0.9849417,0.0072253183,0.00013926884,0.004023857,0.0001604627],"about_ca_topic_score_codex":0.000018102524,"about_ca_topic_score_gemma":0.000011944043,"teacher_disagreement_score":0.032873426,"about_ca_system_score_codex":0.000023498482,"about_ca_system_score_gemma":0.0000123918435,"threshold_uncertainty_score":0.51885223},"labels":[],"label_agreement":null},{"id":"W2968389948","doi":"10.15530/urtec-2019-385","title":"An Integrated Workflow to Detect and Avoid Shallow Karst Drilling Hazards in the Delaware Basin","year":2019,"lang":"en","type":"article","venue":"Proceedings of the 7th Unconventional Resources Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Karst; Workflow; Geology; Drilling; Structural basin; Mining engineering; Hydrology (agriculture); Geomorphology; Computer science; Engineering; Geotechnical engineering; Database","score_opus":0.005828547345671657,"score_gpt":0.19664994083088808,"score_spread":0.19082139348521643,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2968389948","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99591976,0.00018262639,0.0014282023,0.0004692083,0.00013130716,0.00029717578,0.000006619095,0.00023533986,0.0013297586],"genre_scores_gemma":[0.9970164,0.000026454423,0.0027032262,0.000050868588,0.000026907908,0.00003747617,0.0000018375189,0.000025056215,0.00011181299],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892557,0.000008321621,0.00028136847,0.00026457204,0.00023685441,0.00028334005],"domain_scores_gemma":[0.99951184,0.0000610896,0.00006166152,0.00017998177,0.00014009277,0.000045333007],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004205591,0.0002001579,0.00023815008,0.00038580186,0.00007137302,0.00007165461,0.00078873336,0.0001616478,0.000021786658],"category_scores_gemma":[0.000106944644,0.00014191389,0.00005554522,0.0008897014,0.00011784597,0.00012411273,0.00009301095,0.0004842104,0.000008104866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002186731,0.00015517802,0.39474088,0.0017313941,0.00035075418,0.000011308301,0.0062063723,0.1347273,0.17369892,0.056829963,0.0005077328,0.23082153],"study_design_scores_gemma":[0.0023399724,0.0008654011,0.07580545,0.006696215,0.00016173234,0.00021640511,0.0086609,0.636457,0.14033784,0.06451391,0.06173235,0.0022128155],"about_ca_topic_score_codex":0.000019345405,"about_ca_topic_score_gemma":0.000061230574,"teacher_disagreement_score":0.5017297,"about_ca_system_score_codex":0.00004792093,"about_ca_system_score_gemma":0.00002027043,"threshold_uncertainty_score":0.57870805},"labels":[],"label_agreement":null},{"id":"W2968590845","doi":"10.1016/j.engfailanal.2019.08.006","title":"Stress state analysis and tensile-shear fracture criterion in combined puncture and cutting of soft materials","year":2019,"lang":"en","type":"article","venue":"Engineering Failure Analysis","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail; McGill University","funders":"Institut de Recherche Robert-Sauvé en Santé et en Sécurité du Travail","keywords":"Materials science; Elastomer; Shear (geology); Composite material; Ultimate tensile strength; Stress (linguistics); Neoprene; Fracture (geology); Enhanced Data Rates for GSM Evolution; Shear stress; Structural engineering; Natural rubber; Engineering","score_opus":0.0015640298054797538,"score_gpt":0.16345654057090553,"score_spread":0.16189251076542577,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2968590845","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9374659,0.0005783718,0.06145613,0.000030569525,0.00009003758,0.00012183758,0.000050152707,0.00019392288,0.000013081886],"genre_scores_gemma":[0.99739796,0.000111352914,0.0022562817,0.000010275718,0.000029566696,0.0000073289248,0.00008410744,0.000051884774,0.000051239385],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99858826,0.000020272157,0.00048764882,0.0003498696,0.00019506706,0.00035885145],"domain_scores_gemma":[0.99935,0.00010843119,0.00006633592,0.0003218513,0.0000468613,0.000106532105],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024795008,0.00033017094,0.0009667772,0.0011827424,0.000023475752,0.0001096363,0.00011328766,0.00016309578,0.00009061452],"category_scores_gemma":[0.000035391757,0.00034138875,0.00016023288,0.0018594987,0.000017665958,0.00018220689,0.000045667886,0.0002575824,0.0000028226737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005078923,0.0000081741755,0.054212432,0.00036233244,0.0018880565,0.000008799823,0.00038321383,0.9259648,0.016914682,0.0000053433387,0.00001005034,0.00023706142],"study_design_scores_gemma":[0.0003399067,0.000022813878,0.10827157,0.00013298957,0.0014325021,0.000002322496,0.00007726703,0.8773123,0.011746491,0.000007611153,0.00024144095,0.00041280084],"about_ca_topic_score_codex":0.0002793405,"about_ca_topic_score_gemma":0.00010285773,"teacher_disagreement_score":0.059932064,"about_ca_system_score_codex":0.000033731383,"about_ca_system_score_gemma":0.0000049922287,"threshold_uncertainty_score":0.9999038},"labels":[],"label_agreement":null},{"id":"W2968617506","doi":"10.1038/s41598-019-48044-0","title":"Predicting seismic-induced liquefaction through ensemble learning frameworks","year":2019,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":51,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Institut National de la Recherche Scientifique; McGill University","funders":"Institut national de la recherche scientifique; McGill University","keywords":"Ensemble learning; Machine learning; Generalization; Computer science; Artificial intelligence; Ensemble forecasting; Liquefaction; Field (mathematics); Generalization error; Hyperplane; Binary number; Binary classification; Set (abstract data type); Support vector machine; Artificial neural network; Mathematics; Engineering; Geotechnical engineering","score_opus":0.007790217782981684,"score_gpt":0.20942379382020107,"score_spread":0.20163357603721938,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2968617506","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.919307,0.00014142798,0.04116857,0.000012190447,0.018452223,0.00016153598,1.8404924e-7,0.0011916519,0.019565215],"genre_scores_gemma":[0.99651694,0.000010635674,0.0006739079,0.000010063169,0.00016317518,0.000008955588,0.000015229582,0.000052558084,0.0025485547],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985012,0.000014642358,0.00034770046,0.0004434824,0.0003097464,0.00038327446],"domain_scores_gemma":[0.99926335,0.000039281837,0.00008050539,0.00048560268,0.00005762327,0.0000736388],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057147734,0.0001686039,0.0001814646,0.0001029093,0.0001689499,0.00024325108,0.000065054395,0.00022890225,0.000058466085],"category_scores_gemma":[0.00007856805,0.00017840331,0.00007873811,0.0003564606,0.000017366887,0.0003590363,0.000029807876,0.00073764176,0.00015992869],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.397992e-7,0.0000052362707,0.0021895065,0.000056218938,0.000017473803,0.000031010957,0.0005650319,0.9186189,0.07556163,0.00001730662,0.00062114024,0.0023157012],"study_design_scores_gemma":[0.0000750136,0.00002173908,0.00018293604,0.0002209366,0.000012485984,0.00017796474,0.00016429451,0.82860744,0.12573022,0.0011928204,0.043299522,0.000314623],"about_ca_topic_score_codex":0.000023981278,"about_ca_topic_score_gemma":0.0000021129097,"teacher_disagreement_score":0.090011455,"about_ca_system_score_codex":0.000078250494,"about_ca_system_score_gemma":0.000024439756,"threshold_uncertainty_score":0.72750753},"labels":[],"label_agreement":null},{"id":"W2968704988","doi":"10.15530/urtec-2019-989","title":"Estimating Residual Fracture Pore Volume by Analyzing Post-Flowback Water Production: An Eagle Ford Black-Oil Case","year":2019,"lang":"en","type":"article","venue":"Proceedings of the 7th Unconventional Resources Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Residual oil; Eagle; Petroleum engineering; Residual; Volume (thermodynamics); Fracture (geology); Production (economics); Environmental science; Geology; Materials science; Geotechnical engineering; Computer science; Thermodynamics; Physics","score_opus":0.004474125830927687,"score_gpt":0.1884260583469404,"score_spread":0.18395193251601272,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2968704988","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99582833,0.00014715096,0.0005880067,0.0013001618,0.0003531341,0.00016360848,0.000015252023,0.0005345725,0.0010697702],"genre_scores_gemma":[0.9948998,0.000010367707,0.0021730096,0.000024548886,0.00013788922,0.000020165318,0.000022237446,0.00004949702,0.0026624894],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99845,0.0000060521893,0.00041728702,0.00041882298,0.00028753016,0.00042032092],"domain_scores_gemma":[0.9991059,0.000016913014,0.00013659886,0.00026433065,0.0004080034,0.00006826865],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003140458,0.00028320434,0.0003084104,0.00024150651,0.0001586389,0.00007467042,0.00058326515,0.00029286323,0.00014730844],"category_scores_gemma":[0.00012481796,0.00021538531,0.00009884747,0.00034145507,0.00021782774,0.0003471314,0.00015843165,0.0005966894,0.000036486526],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001298668,0.00026690835,0.05613553,0.003458184,0.0007752363,0.0000601229,0.005098623,0.42284516,0.48369607,0.0027029032,0.007129415,0.017701982],"study_design_scores_gemma":[0.0011361137,0.00041218582,0.00077681785,0.0014747811,0.00023214237,0.001960923,0.0033730352,0.6021236,0.34892616,0.005996897,0.032119222,0.0014680844],"about_ca_topic_score_codex":0.000019738443,"about_ca_topic_score_gemma":0.0000032475236,"teacher_disagreement_score":0.17927851,"about_ca_system_score_codex":0.000059029135,"about_ca_system_score_gemma":0.000019479396,"threshold_uncertainty_score":0.8783158},"labels":[],"label_agreement":null},{"id":"W2969763446","doi":"10.3997/2214-4609.201902236","title":"Upscaling of Plastic Geomechanical Properties to Reproduce Anisotropic Failure in Heterogeneous Continua","year":2019,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Anisotropy; Geomechanics; Geology; Geotechnical engineering; Scale (ratio); Flow (mathematics); Shear (geology); Stress (linguistics); Grid; Mechanics; Petrology","score_opus":0.006116107289783396,"score_gpt":0.16875545445455714,"score_spread":0.16263934716477374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2969763446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9815182,0.000111962,0.017279249,0.000017994553,0.00036304523,0.00016695153,0.0000012587062,0.00022225286,0.00031905787],"genre_scores_gemma":[0.99863446,0.0000072227863,0.0010510769,0.0000101836695,0.00003885939,0.000008713058,9.402043e-7,0.000031654115,0.00021691537],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99920446,0.0000065593267,0.00024993255,0.00020088578,0.00010364976,0.00023451193],"domain_scores_gemma":[0.999636,0.000030824278,0.00001125668,0.00024769385,0.000020151741,0.00005410531],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000077217,0.0001241245,0.00022628592,0.00010424205,0.0000066936873,0.000012983123,0.000111053625,0.00006071235,0.000047261223],"category_scores_gemma":[0.00004819555,0.000111501075,0.000046146055,0.00015182365,0.000005098194,0.000044088636,0.000031588086,0.0001082608,0.00010363932],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006013695,0.0000075310277,0.0008563524,0.0001187934,0.000012933951,0.0000023153702,0.00010985048,0.871444,0.127015,0.00008146287,0.000024335894,0.00032143018],"study_design_scores_gemma":[0.00040807214,0.00011250395,0.000520428,0.00030101306,0.000008572372,0.000006137625,0.00010248081,0.68279624,0.31433988,0.000019492292,0.0010525371,0.0003326418],"about_ca_topic_score_codex":0.00002226091,"about_ca_topic_score_gemma":0.00002862136,"teacher_disagreement_score":0.18864775,"about_ca_system_score_codex":0.000030869505,"about_ca_system_score_gemma":0.000005631537,"threshold_uncertainty_score":0.45468816},"labels":[],"label_agreement":null},{"id":"W2970053093","doi":"10.3968/11130","title":"Performance Evaluation of a Biomaterial in an Aqueous-Based Drilling Mud at High Pressure High Temperature","year":2019,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Rheology; Drilling; Petroleum engineering; Shear thinning; High pressure; Sample (material); Materials science; Yield (engineering); Geology; Composite material; Chromatography; Chemistry; Engineering; Metallurgy","score_opus":0.009535008092612554,"score_gpt":0.22167328300747807,"score_spread":0.21213827491486553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2970053093","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9965638,0.0010016046,0.0015085241,0.0000099579265,0.0005938255,0.00017515532,0.0000031131726,0.00007236087,0.000071675706],"genre_scores_gemma":[0.9964056,0.00036726243,0.0029834576,0.0000069761495,0.00002914669,0.00007330698,0.000099407334,0.000019769688,0.0000150975475],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903965,0.000028971906,0.00031615244,0.00019163762,0.00026188273,0.00016169332],"domain_scores_gemma":[0.99973816,0.000016689857,0.00004341049,0.00011977042,0.00004875652,0.000033238804],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032359833,0.00014666753,0.00018560748,0.00019864208,0.000027726182,0.000021284584,0.000059300655,0.000074468124,0.000024750743],"category_scores_gemma":[0.0000067967535,0.00014679247,0.000008754782,0.00013528984,0.000010732875,0.0006588484,0.000013204623,0.00007166363,0.000006548702],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000381609,0.000016535758,0.005243733,0.00016265761,0.0000049231603,4.600981e-7,0.0004320113,0.9694462,0.012709449,0.000018109082,0.0000011286979,0.011926657],"study_design_scores_gemma":[0.0012035388,0.000045498648,0.004140464,0.00018971665,0.0000048154543,5.425047e-7,0.000068473724,0.9064673,0.08669883,0.000023260074,0.0009660882,0.00019146065],"about_ca_topic_score_codex":0.000004143496,"about_ca_topic_score_gemma":0.00008654699,"teacher_disagreement_score":0.073989384,"about_ca_system_score_codex":0.00012394977,"about_ca_system_score_gemma":0.00003974102,"threshold_uncertainty_score":0.5986023},"labels":[],"label_agreement":null},{"id":"W2970790417","doi":"10.1016/j.petrol.2019.106417","title":"Plug and abandonment practices and trends: A British Columbia perspective","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":84,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Abandonment (legal); Geology; Stock (firearms); Petroleum engineering; Archaeology; Geography; Political science","score_opus":0.0036884652752144126,"score_gpt":0.19050898367693042,"score_spread":0.186820518401716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2970790417","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99445266,0.003710686,0.0007129092,0.00004554914,0.0003596848,0.00002510134,0.0000015257665,0.00004029443,0.00065159256],"genre_scores_gemma":[0.99756086,0.0012495369,0.0009512866,0.000008035424,0.000092567214,0.0000010622393,7.539136e-8,0.000015494732,0.0001210571],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913913,0.000003333799,0.00018939654,0.00014741703,0.00028280864,0.00023791713],"domain_scores_gemma":[0.99955994,0.000049357244,0.00008118519,0.000068455505,0.00007099277,0.00017009059],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005405529,0.00009657477,0.0002041964,0.00019171901,0.000063261665,0.0004909608,0.00009433813,0.000034446704,0.000010554749],"category_scores_gemma":[0.000096570715,0.00012181326,0.000023615537,0.00022051149,0.000059514507,0.0007182389,0.000034174966,0.00022012365,6.678266e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025493546,0.000061448525,0.044443596,0.0007105041,0.00029057675,0.00020007069,0.0043771476,0.7481145,0.15306875,0.00035000406,0.00073847413,0.047619414],"study_design_scores_gemma":[0.001282099,0.00029588232,0.16187385,0.00047624612,0.00006415927,0.002048222,0.001137949,0.82473886,0.0005051555,0.000042146607,0.0070411693,0.00049426337],"about_ca_topic_score_codex":0.00020683266,"about_ca_topic_score_gemma":0.00006180796,"teacher_disagreement_score":0.1525636,"about_ca_system_score_codex":0.00008692012,"about_ca_system_score_gemma":0.000018715642,"threshold_uncertainty_score":0.49674007},"labels":[],"label_agreement":null},{"id":"W2971939903","doi":"10.2118/0919-0030-jpt","title":"Drilling Change Requires Changing Drillers","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Mindset; Drilling; Marketing buzz; Engineering; Drill; Value (mathematics); Management; Mechanical engineering; Computer science; World Wide Web","score_opus":0.006875999655194759,"score_gpt":0.18951471792703561,"score_spread":0.18263871827184086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2971939903","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9701912,0.005592134,0.016099375,0.00051766704,0.0034351896,0.00008445849,0.0000017413371,0.00065973366,0.0034185261],"genre_scores_gemma":[0.99699163,0.0007100329,0.00161859,0.000028179666,0.00044361825,0.0000037620616,5.749686e-7,0.000055628276,0.00014799429],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988589,0.0000068831473,0.00039632918,0.00011081472,0.00018468915,0.00044236862],"domain_scores_gemma":[0.999493,0.000031974687,0.00012299453,0.00022333403,0.000060358234,0.000068326706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027087465,0.00017848387,0.00037125914,0.0014512273,0.000033088105,0.000020356032,0.00030381224,0.00020716347,0.000042603784],"category_scores_gemma":[0.000027952416,0.00016925743,0.0001242294,0.00047610284,0.00002823687,0.00022145108,0.00004142839,0.00050104136,0.00007199803],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025015532,0.00003669579,0.008514935,0.0004156009,0.00038022856,0.00018814401,0.00081629824,0.8874457,0.05415154,0.0029880528,0.0006364048,0.044401407],"study_design_scores_gemma":[0.0022000538,0.00069855456,0.00055867963,0.001161338,0.00010962093,0.0012416654,0.001933349,0.7488396,0.034706954,0.00138757,0.20608434,0.0010782635],"about_ca_topic_score_codex":9.3500245e-7,"about_ca_topic_score_gemma":7.4973013e-7,"teacher_disagreement_score":0.20544794,"about_ca_system_score_codex":0.000102868034,"about_ca_system_score_gemma":0.000010901524,"threshold_uncertainty_score":0.6902118},"labels":[],"label_agreement":null},{"id":"W2972615215","doi":"10.1007/s12182-019-00371-7","title":"A novel oil-in-water drilling mud formulated with extracts from Indian mango seed oil","year":2019,"lang":"en","type":"article","venue":"Petroleum Science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"DIT University; Oil and Natural Gas Corporation","keywords":"Drilling fluid; Emulsion; Rheology; Shear thinning; Diesel fuel; Chemistry; Drilling; Materials science; Environmental science; Pulp and paper industry; Chemical engineering; Composite material; Organic chemistry; Engineering","score_opus":0.004674983700559442,"score_gpt":0.17405610054708245,"score_spread":0.16938111684652302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2972615215","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9879714,0.00006530092,0.004164293,0.000026351641,0.00046729943,0.000024692079,0.0000049355554,0.00030962945,0.0069660656],"genre_scores_gemma":[0.9966773,0.000017804394,0.0026149687,0.00002743881,0.00006094169,0.0000077219165,0.000008376029,0.00004316674,0.0005423118],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99829316,0.0000036611268,0.00021386112,0.00038031137,0.00038473064,0.0007242856],"domain_scores_gemma":[0.9994078,0.000037779355,0.000022847991,0.0003435057,0.000030564894,0.0001574644],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029032707,0.00021812755,0.0002160454,0.00033494187,0.000069904854,0.00013636836,0.00037565848,0.00007057371,0.000035279743],"category_scores_gemma":[0.000011729338,0.00017116895,0.00003354822,0.0004749477,0.00005914152,0.00053016964,0.00004436275,0.0002698033,0.00020661236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000053145554,0.00001060773,0.0025479617,0.00003181603,0.000006543582,0.0000119248625,0.000510377,0.67708856,0.31863573,0.000012691227,7.0515284e-7,0.0011377755],"study_design_scores_gemma":[0.0007770353,0.000027796956,0.009965786,0.0002373576,0.0000065939976,0.000018028057,0.000074494994,0.91338,0.074399695,0.000011239515,0.00069496204,0.00040699347],"about_ca_topic_score_codex":0.0002256184,"about_ca_topic_score_gemma":0.00008394178,"teacher_disagreement_score":0.24423604,"about_ca_system_score_codex":0.00013870379,"about_ca_system_score_gemma":0.000033108838,"threshold_uncertainty_score":0.69800675},"labels":[],"label_agreement":null},{"id":"W2972849841","doi":"10.3390/en12183486","title":"Transient Stress Distribution and Failure Response of a Wellbore Drilled by a Periodic Load","year":2019,"lang":"en","type":"article","venue":"Energies","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Poromechanics; Mechanics; Laplace transform; Pore water pressure; Stress (linguistics); Hydrostatic equilibrium; Geology; Geotechnical engineering; Stress field; Amplitude; Shear stress; Cylinder stress; Engineering; Structural engineering; Finite element method; Porous medium; Porosity; Mathematics; Physics; Mathematical analysis","score_opus":0.0016602166154920943,"score_gpt":0.15609705738448149,"score_spread":0.1544368407689894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2972849841","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9963877,0.0015168109,0.0014695249,0.0000303777,0.00013604628,0.00005699683,0.00010112758,0.00015361665,0.00014776117],"genre_scores_gemma":[0.99944264,0.00018712874,0.000075782256,0.0000020633365,0.000014532911,0.000005502532,0.000036197096,0.000017534798,0.00021860277],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9995033,0.000014011043,0.0001231945,0.00010485089,0.0001139021,0.00014071458],"domain_scores_gemma":[0.99975693,0.000043511354,0.00001298765,0.00012893957,0.000019402227,0.00003821467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008848891,0.00011026701,0.00015099147,0.000028797836,0.000018365698,0.000017840477,0.000052677577,0.000058466263,0.000020121357],"category_scores_gemma":[0.000010738339,0.00010570746,0.000034421988,0.00008186232,0.000024452644,0.000057099554,0.000009323549,0.000069304464,0.000004981685],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008682559,0.000012727864,0.00060947996,0.00023648654,0.0000421921,0.0000023221244,0.0017484531,0.8393898,0.15461808,0.00013962046,0.0024250194,0.0006889827],"study_design_scores_gemma":[0.0022928885,0.00024316626,0.011494091,0.0005673946,0.00006111084,0.000015252048,0.0017359931,0.3657663,0.46864066,0.000027763896,0.14827573,0.00087966566],"about_ca_topic_score_codex":0.000016345417,"about_ca_topic_score_gemma":0.000004644775,"teacher_disagreement_score":0.4736235,"about_ca_system_score_codex":0.000032924418,"about_ca_system_score_gemma":0.000010588885,"threshold_uncertainty_score":0.43106252},"labels":[],"label_agreement":null},{"id":"W2973302995","doi":"10.2118/196045-ms","title":"Improved Communication and Autonomy with Downhole Memory Logging Tools","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wireline; Logging while drilling; Logging; Software deployment; Drilling; Measurement while drilling; Casing; Engineering; Communications system; Petroleum engineering; Computer science; Mechanical engineering; Electrical engineering; Telecommunications; Software engineering; Wireless","score_opus":0.009235671445992234,"score_gpt":0.20070523286874445,"score_spread":0.1914695614227522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973302995","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9143049,0.000585374,0.056504004,0.00029526075,0.00007475767,0.00044318612,0.000025581283,0.0010096118,0.026757311],"genre_scores_gemma":[0.9976282,0.00023125806,0.0019259405,0.000033950397,0.000021169933,0.000015086604,0.00003034049,0.000015932987,0.00009810213],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994864,0.000008903173,0.00012838842,0.00015583182,0.00006131841,0.00015918547],"domain_scores_gemma":[0.9996582,0.0000376793,0.000018490722,0.00019221996,0.000034354875,0.000059005037],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011197406,0.00012083568,0.00014260663,0.00004828138,0.000043788816,0.00007661045,0.000064137545,0.00008791817,0.000026688625],"category_scores_gemma":[0.0000065984564,0.00010843027,0.0000127619605,0.00005973364,0.00005091492,0.0003520534,0.00003814314,0.00020370356,0.000011787166],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018921561,0.00013656916,0.0022802649,0.0016309017,0.00016774215,0.00001839125,0.0034804433,0.047385164,0.5599508,0.032582566,0.0016406622,0.35053724],"study_design_scores_gemma":[0.0045269267,0.0015300447,0.02222431,0.0023063908,0.00015849015,0.00024001718,0.0032508695,0.86461854,0.06755669,0.0064975736,0.024137149,0.0029530001],"about_ca_topic_score_codex":0.000017828166,"about_ca_topic_score_gemma":0.000009781199,"teacher_disagreement_score":0.8172334,"about_ca_system_score_codex":0.000024846931,"about_ca_system_score_gemma":0.00001361796,"threshold_uncertainty_score":0.44216582},"labels":[],"label_agreement":null},{"id":"W2973444911","doi":"10.2118/195810-ms","title":"Automated Surveillance of Subsurface Wellbore Integrity in a Heavy Oil Field using Passive Seismic Systems","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ExxonMobil (Canada); Imperial Oil (Canada)","funders":"","keywords":"Microseism; Geophone; Casing; Overburden; Geology; Borehole; Seismology; Petroleum engineering; Mining engineering; Geotechnical engineering","score_opus":0.012660369687236417,"score_gpt":0.23625405901586602,"score_spread":0.2235936893286296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973444911","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9858048,0.00025504993,0.011877243,0.000055224722,0.00018628695,0.000099966885,0.00003444869,0.00045999972,0.0012269757],"genre_scores_gemma":[0.9994413,0.00024878132,0.00022218119,0.000010704473,0.000021251784,0.0000043952946,0.000013843078,0.000014521675,0.000022998438],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921465,0.000024148241,0.00027451868,0.00017444821,0.00011009566,0.00020212911],"domain_scores_gemma":[0.9996318,0.00006999507,0.0000362133,0.00014636101,0.00006899576,0.00004659729],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000160182,0.00013788157,0.00027889365,0.00008554827,0.000014819322,0.000023535127,0.00007366576,0.00018792214,0.000011374618],"category_scores_gemma":[0.000028882787,0.00013625373,0.000031621286,0.00019368061,0.000026388543,0.00014106923,0.00002518152,0.0003069269,0.000007794845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000090881505,0.00008009737,0.012550853,0.0019352502,0.000039044196,0.000026114674,0.0005348173,0.85402477,0.12019197,0.0025711611,0.00090568606,0.007049358],"study_design_scores_gemma":[0.00026082707,0.00007562678,0.0019631507,0.0006488728,0.0000043082387,0.0000133584945,0.00022814442,0.98667574,0.009659411,0.00010036376,0.00016212686,0.00020806125],"about_ca_topic_score_codex":0.00042365675,"about_ca_topic_score_gemma":0.000053763866,"teacher_disagreement_score":0.13265099,"about_ca_system_score_codex":0.000043151653,"about_ca_system_score_gemma":0.000020405829,"threshold_uncertainty_score":0.55562663},"labels":[],"label_agreement":null},{"id":"W2973506399","doi":"10.2118/195995-ms","title":"A Comprehensive Microbial Assessment of Hydraulic Fracturing Stimulations using State-of-The-Art Molecular Methods: Three Western-Canadian Case Studies","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Hydraulic fracturing; Biocide; Biochemical engineering; Petroleum engineering; Produced water; Sample (material); Environmental science; Engineering; Biotechnology; Biology; Chemistry","score_opus":0.03189853183476106,"score_gpt":0.322888642465386,"score_spread":0.29099011063062497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973506399","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8447505,0.00017059996,0.15445848,0.000034113906,0.00010823995,0.00020796308,0.000036241163,0.000040305906,0.00019353382],"genre_scores_gemma":[0.98796725,0.000038076243,0.011929238,0.00002420996,0.0000119393935,0.0000037644372,0.000004830674,0.000015707152,0.0000049909563],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930197,0.000027964712,0.000261136,0.00014315639,0.000092241935,0.00017353782],"domain_scores_gemma":[0.9995095,0.0000725251,0.000048466245,0.00017846447,0.00012969048,0.00006133461],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011233617,0.00013256691,0.00025391788,0.0001033368,0.000045115623,0.000015979429,0.000067699584,0.000067232286,0.000008809451],"category_scores_gemma":[0.000014007198,0.00011898859,0.000058893802,0.00013176032,0.0000638277,0.000099401936,0.00004885509,0.00018348776,0.0000018990484],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000043020445,0.000015297144,0.0013496395,0.00036077193,0.000089475536,0.0000381755,0.00030443157,0.6753495,0.31855518,0.00042397535,0.000025077457,0.0034842181],"study_design_scores_gemma":[0.0011815102,0.00028631635,0.019918723,0.001810713,0.00023753144,0.00057093584,0.00071137695,0.8141791,0.15345746,0.0050188894,0.0016382548,0.000989146],"about_ca_topic_score_codex":0.0006877918,"about_ca_topic_score_gemma":0.0008932576,"teacher_disagreement_score":0.16509771,"about_ca_system_score_codex":0.00005557444,"about_ca_system_score_gemma":0.000043423155,"threshold_uncertainty_score":0.48522136},"labels":[],"label_agreement":null},{"id":"W2973600361","doi":"10.3390/en12183540","title":"Kick Risk Forecasting and Evaluating During Drilling Based on Autoregressive Integrated Moving Average Model","year":2019,"lang":"en","type":"article","venue":"Energies","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"China Scholarship Council","keywords":"Casing; Autoregressive model; Time series; Engineering; Petroleum engineering; Drilling; Autoregressive integrated moving average; Marine engineering; Computer science; Statistics; Mathematics; Mechanical engineering; Machine learning","score_opus":0.009934165741355432,"score_gpt":0.19721217522317683,"score_spread":0.18727800948182138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973600361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96081483,0.00027828244,0.03488096,0.0000043066098,0.00035888582,0.0001111811,0.000009129791,0.00076136953,0.0027810673],"genre_scores_gemma":[0.9887466,0.00006228925,0.010751985,0.000009867158,0.0000929749,0.000015823876,0.000010100336,0.00009572128,0.00021467253],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99877685,0.00002912071,0.00026120365,0.00030682608,0.00023036424,0.00039560907],"domain_scores_gemma":[0.99934673,0.00021725231,0.00006492038,0.00024817875,0.000043247346,0.00007964697],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027370194,0.00029928327,0.00026464506,0.00019941633,0.0001480268,0.00009784127,0.00011105699,0.00010128002,0.000017622635],"category_scores_gemma":[0.00014730167,0.0002872657,0.00006579672,0.00013562138,0.00001791552,0.0002105169,0.000037415793,0.00036117417,0.000011325016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000103924995,0.0000037352602,0.0010222653,0.00013494378,0.000025500787,0.0000055213973,0.0004641106,0.98052514,0.014659237,0.00005153621,0.0000049507616,0.0030926801],"study_design_scores_gemma":[0.0004747752,0.000027263593,0.00029526756,0.00056625064,0.000017177848,0.00000338582,0.00007976701,0.97433203,0.023796543,0.000055435627,0.000018922454,0.00033317663],"about_ca_topic_score_codex":0.000026454756,"about_ca_topic_score_gemma":0.0000029573039,"teacher_disagreement_score":0.027931746,"about_ca_system_score_codex":0.00010046573,"about_ca_system_score_gemma":0.000019672245,"threshold_uncertainty_score":0.999958},"labels":[],"label_agreement":null},{"id":"W2973664712","doi":"10.2118/196030-ms","title":"Reservoir Flow Allocation and Quantification Using Spectral Acoustic Data and Temperature Logs: Case Studies in Highly Deviated and Horizontal Wells Equipped with Slotted Liners and Sandscreens","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Casing; Wellbore; Flow (mathematics); Borehole; Geology; Flow measurement; Petroleum engineering; Sonic logging; Well logging; Geotechnical engineering; Mechanics","score_opus":0.04123807954800682,"score_gpt":0.2821564139322119,"score_spread":0.2409183343842051,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973664712","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9944278,0.0011808753,0.0037706941,0.00010810716,0.000039620754,0.0002551328,0.00007325148,0.00011794807,0.000026598487],"genre_scores_gemma":[0.9961188,0.0020951214,0.0015822469,0.000011302917,0.00003779105,0.0000043669797,0.0001239526,0.00001902383,0.0000074047834],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991204,0.00002282468,0.00020525738,0.00037096706,0.00008875197,0.00019178804],"domain_scores_gemma":[0.9995863,0.00006599289,0.000029638792,0.00017903396,0.00006190093,0.00007717242],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022126302,0.00018760383,0.00024143638,0.000115382754,0.000067831796,0.000088284876,0.000042597803,0.00014298828,0.0000012792632],"category_scores_gemma":[0.000040316092,0.0001643684,0.0000060894317,0.00015315399,0.00012257085,0.0004320312,0.00007563072,0.0002346583,4.516523e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00042148435,0.000090873036,0.013468691,0.002311411,0.0002033031,0.00048461498,0.0028693906,0.043769173,0.92867416,0.0011839075,0.00037720267,0.006145787],"study_design_scores_gemma":[0.0014003282,0.0004242693,0.009348877,0.0009598559,0.000107123036,0.0010816418,0.0029733349,0.9801938,0.0027036935,0.00022161772,0.000041858995,0.00054358266],"about_ca_topic_score_codex":0.000069876805,"about_ca_topic_score_gemma":0.0003947202,"teacher_disagreement_score":0.9364247,"about_ca_system_score_codex":0.000023929631,"about_ca_system_score_gemma":0.000013376223,"threshold_uncertainty_score":0.67027485},"labels":[],"label_agreement":null},{"id":"W2973745575","doi":"10.2118/196020-ms","title":"Case Studies: Optimizing BHA Performance by Leveraging Data and Advanced Modeling","year":2019,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drilling; Tortuosity; Casing; Measurement while drilling; Computer science; Petroleum engineering; Drilling fluid; Mechanical engineering; Geology; Engineering; Geotechnical engineering; Porosity","score_opus":0.03646418897910295,"score_gpt":0.25977470260588387,"score_spread":0.22331051362678092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2973745575","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9201894,0.0015014345,0.0769475,0.000042261192,0.00010982188,0.00013587621,0.00005344698,0.00034766077,0.0006726169],"genre_scores_gemma":[0.99321663,0.003585165,0.0030260684,0.00002581947,0.000034944875,0.0000064962483,0.0000557011,0.000021855312,0.000027307377],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916667,0.0000070510714,0.0001944653,0.00030758747,0.00009244983,0.0002317552],"domain_scores_gemma":[0.99956787,0.00003607841,0.000017096847,0.0002618638,0.000046850007,0.00007027051],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018388947,0.000163124,0.00020443916,0.00005035422,0.00007677343,0.000048375514,0.00009528856,0.000078933655,0.0000082522265],"category_scores_gemma":[0.00001986689,0.00016178499,0.000013176105,0.0000791129,0.000031374628,0.0006304767,0.00013328303,0.0002330795,0.0000072431003],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003986967,0.000031617506,0.000250497,0.0012617493,0.00009312612,0.00015248102,0.0018237546,0.85175747,0.04709655,0.00048647655,0.0014085398,0.09559789],"study_design_scores_gemma":[0.00026473514,0.000051801606,0.0000035345395,0.00025849076,0.000014520929,0.00029789866,0.0010167937,0.99636275,0.0009783759,0.000112942886,0.00039222246,0.00024595324],"about_ca_topic_score_codex":0.0000065543013,"about_ca_topic_score_gemma":0.0000023614068,"teacher_disagreement_score":0.14460528,"about_ca_system_score_codex":0.000023510494,"about_ca_system_score_gemma":0.0000064403966,"threshold_uncertainty_score":0.65974003},"labels":[],"label_agreement":null},{"id":"W2974496461","doi":"10.1109/coase.2019.8843278","title":"Algorithm for Power Stabilization in Rotary Drilling Systems","year":2019,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Drilling; Power (physics); Drill; Computer science; Drill bit; Control theory (sociology); Control engineering; Control (management); Bit (key); Engineering; Mechanical engineering; Artificial intelligence","score_opus":0.0035387384118642437,"score_gpt":0.1704270320448876,"score_spread":0.16688829363302335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2974496461","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06574912,0.0003799531,0.9279204,0.000003566712,0.0013213537,0.00036720664,0.000004614303,0.0003757921,0.0038780181],"genre_scores_gemma":[0.98992395,0.000023773093,0.009491473,0.0000060677435,0.000058514055,0.00003205602,0.000014493019,0.00004323571,0.00040645254],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994802,0.0000034831512,0.00016146917,0.000107524545,0.000064008724,0.00018329713],"domain_scores_gemma":[0.99979025,0.000042435866,0.00000743847,0.00011328682,0.000018058432,0.00002853202],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011745114,0.00009064844,0.00012288512,0.000086852044,0.000008795624,0.000023096261,0.000049843864,0.000055821016,0.000026949425],"category_scores_gemma":[0.0000046059636,0.00009096718,0.00002736179,0.00010937675,0.000002101619,0.00009699632,0.000005299417,0.00005669095,0.00003720513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.182314e-7,0.0000034921586,0.0004063584,0.00008337814,0.0000065756894,3.2311294e-7,0.00006922376,0.9951073,0.0006752747,0.0002538156,0.00005457991,0.0033391444],"study_design_scores_gemma":[0.00022478233,0.0000135027085,0.0000980188,0.000053340213,0.0000016912769,9.682209e-7,0.0000885729,0.9942061,0.00072384626,0.000027421851,0.004431463,0.00013030188],"about_ca_topic_score_codex":0.000015326155,"about_ca_topic_score_gemma":0.0000024694361,"teacher_disagreement_score":0.9241748,"about_ca_system_score_codex":0.00005008826,"about_ca_system_score_gemma":0.0000040875734,"threshold_uncertainty_score":0.3709534},"labels":[],"label_agreement":null},{"id":"W2976084340","doi":"10.1139/cgj-2019-0076","title":"On evolving size and shape of gas bubble in marine clay under multi-stage loadings: microcomputed tomography (μCT) characterization and cavity contraction analysis","year":2019,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":28,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Bubble; Silt; Anisotropy; Materials science; Geotechnical engineering; Geology; Mechanics; Stiffness; Stress (linguistics); Composite material; Physics; Optics","score_opus":0.00587144720083331,"score_gpt":0.1936518833538171,"score_spread":0.1877804361529838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2976084340","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9642664,0.000106570704,0.03527704,0.000049915056,0.00010156195,0.00010826861,0.000015297896,0.000042839256,0.00003208635],"genre_scores_gemma":[0.9990821,0.00015116604,0.00062982895,0.00004645199,0.000026514535,0.0000015193548,0.000011991436,0.000020127525,0.000030285657],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991869,0.000018309122,0.00028325128,0.00015443632,0.000090993315,0.00026615892],"domain_scores_gemma":[0.9994354,0.000089852314,0.00005943824,0.000104255785,0.00004205967,0.00026899722],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023290105,0.0001387596,0.00027678936,0.0006424712,0.00004796505,0.00006550875,0.00007043555,0.00014813112,0.00008172373],"category_scores_gemma":[0.00003426141,0.00014902667,0.00006507174,0.00049307256,0.000021871769,0.00014495477,0.00001342692,0.00043877668,0.0000014281376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014070775,0.000020591775,0.029978301,0.00007562983,0.00019809046,0.000026200383,0.00006669289,0.8252843,0.13730064,0.000063530264,0.000009789694,0.006962169],"study_design_scores_gemma":[0.00040311288,0.000026985088,0.2658837,0.000085339656,0.000041506133,0.000022725413,0.000013892232,0.7324948,0.00075655524,0.000017163815,0.00011535482,0.00013887354],"about_ca_topic_score_codex":0.0021440485,"about_ca_topic_score_gemma":0.002030114,"teacher_disagreement_score":0.23590541,"about_ca_system_score_codex":0.00015820576,"about_ca_system_score_gemma":0.00002941854,"threshold_uncertainty_score":0.60771316},"labels":[],"label_agreement":null},{"id":"W2978997404","doi":"10.2118/195618-pa","title":"The Effect of Production-Logging-Tool Data on Scale-Squeeze Lifetime and Management of Scale Risk in Norwegian Subsea Production Wells: A Case Study","year":2019,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Subsea; Logging; Petroleum engineering; Permeability (electromagnetism); Environmental science; Scale (ratio); Production (economics); Well logging; Engineering; Marine engineering","score_opus":0.007553984241902131,"score_gpt":0.2324042974844201,"score_spread":0.22485031324251797,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2978997404","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9943337,0.00019661008,0.0006289292,0.00037574163,0.0019173237,0.0022405682,0.000014040303,0.00012060902,0.00017248347],"genre_scores_gemma":[0.9967167,0.0004798378,0.0018065816,0.00000113267,0.00026963427,0.00010199684,0.000021200885,0.00003745769,0.00056549645],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984487,0.00012280946,0.00043753997,0.0005586345,0.0002321057,0.00020018638],"domain_scores_gemma":[0.9986427,0.000033790482,0.000059286533,0.0011623519,0.000066687346,0.000035185658],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001292164,0.00020242532,0.0002401176,0.00019565913,0.00018541505,0.00004773495,0.0001735341,0.0000444088,0.000007995215],"category_scores_gemma":[0.0000837035,0.0001657119,0.00002943292,0.0004889395,0.00006308949,0.00032347007,0.000072999406,0.00025256517,0.000018744395],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003241847,0.000110640685,0.020325392,0.00033085822,0.00008862668,0.000004136939,0.0008437127,0.9701905,0.0014295361,0.000008205435,0.00020304837,0.0064328765],"study_design_scores_gemma":[0.004284848,0.0025046936,0.060116637,0.0015697059,0.0010793348,0.0007972118,0.011832022,0.78420997,0.12660065,0.00003675917,0.005041377,0.0019267786],"about_ca_topic_score_codex":0.00015969387,"about_ca_topic_score_gemma":0.00041435868,"teacher_disagreement_score":0.18598057,"about_ca_system_score_codex":0.000055037985,"about_ca_system_score_gemma":0.000011763883,"threshold_uncertainty_score":0.67575353},"labels":[],"label_agreement":null},{"id":"W2979548378","doi":"10.2118/196612-ms","title":"Extended Lateral Solutions for an Extremely Difficult Well Trajectory","year":2019,"lang":"en","type":"article","venue":"SPE Eastern Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Wireline; Geology; Drilling; Measurement while drilling; Casing; Directional drilling; Drill pipe; Trajectory; Underbalanced drilling; Spark plug; Position (finance); Petroleum engineering; Engineering; Drilling fluid; Mechanical engineering; Telecommunications","score_opus":0.02802833484386024,"score_gpt":0.22053957519532796,"score_spread":0.19251124035146772,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2979548378","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9655795,0.00072305463,0.019977948,0.00009264865,0.001795176,0.00043004754,0.000017642758,0.0008348655,0.010549135],"genre_scores_gemma":[0.9944719,0.000018354074,0.0025705583,0.00003464228,0.00058993173,0.00002308346,0.00004731638,0.0000784924,0.0021657418],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988518,0.000014459551,0.00022248228,0.0002504238,0.00016505254,0.00049580296],"domain_scores_gemma":[0.99953896,0.000059292957,0.000031495885,0.00020588688,0.000049035316,0.00011534908],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016509231,0.00020393083,0.00018382695,0.000085605556,0.00008171613,0.000046750316,0.00015751492,0.00008546526,0.000024737166],"category_scores_gemma":[0.0000100028265,0.00020907371,0.000103512364,0.000093585295,0.0000169351,0.00016535497,0.000020827274,0.00014530735,0.00016227711],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035056182,0.000054575004,0.0010523677,0.00028132575,0.00008421481,0.000004163195,0.0005085329,0.9278201,0.064140365,0.00091344205,0.0010596993,0.004046159],"study_design_scores_gemma":[0.0006040103,0.0000707347,0.0019128389,0.00021840447,0.00001872322,0.000017297305,0.00015098609,0.98202634,0.0007858918,0.00020358375,0.013585325,0.00040588196],"about_ca_topic_score_codex":0.0000109296525,"about_ca_topic_score_gemma":0.000016412541,"teacher_disagreement_score":0.06335448,"about_ca_system_score_codex":0.00004895451,"about_ca_system_score_gemma":0.000012241564,"threshold_uncertainty_score":0.85257787},"labels":[],"label_agreement":null},{"id":"W2979921664","doi":"10.1346/cms-wls-22.7","title":"Clays impact on bitumen-extraction processes","year":2018,"lang":"en","type":"book-chapter","venue":"Clay Minerals Society eBooks","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Tailings; Oil sands; Asphalt; Extraction (chemistry); Slurry; Geology; Earth materials; Clay minerals; Mining engineering; Petroleum engineering; Environmental science; Geotechnical engineering; Materials science; Mineralogy; Metallurgy; Chemistry; Environmental engineering; Composite material","score_opus":0.016297881847488933,"score_gpt":0.240735835240561,"score_spread":0.22443795339307207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2979921664","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0037003327,0.0010095509,0.0020361461,0.000013614339,0.001260758,0.00036587258,0.00012366321,0.0014270551,0.990063],"genre_scores_gemma":[0.07898893,0.0010006283,0.00085408345,0.00015132406,0.0034712325,0.00005046596,0.00016541137,0.0005879081,0.91473],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982816,0.000004660641,0.0004255199,0.0004521985,0.00032646293,0.0005095555],"domain_scores_gemma":[0.99899185,0.00009857852,0.00011016663,0.00047830032,0.00013410386,0.00018701558],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013997604,0.00079016003,0.00056528655,0.00010173866,0.00011460503,0.00010277487,0.0002309188,0.0007825935,0.0004332368],"category_scores_gemma":[0.000010747034,0.00072033354,0.0006255096,0.000032523312,0.00009642242,0.00007805958,0.000029756746,0.0008041223,0.00047594306],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003613473,0.00003536079,0.000004283594,0.0027397138,0.0017827239,0.00003599376,0.0021346067,0.18756537,0.039941013,0.0016526554,0.75833625,0.005735876],"study_design_scores_gemma":[0.000735062,0.00056853966,0.000004821088,0.0021775549,0.00033156056,0.000064668755,0.00003789433,0.044104107,0.023061687,0.0039676195,0.92221093,0.0027355584],"about_ca_topic_score_codex":0.0000076839615,"about_ca_topic_score_gemma":0.000005360768,"teacher_disagreement_score":0.16387467,"about_ca_system_score_codex":0.00033031267,"about_ca_system_score_gemma":0.000089073386,"threshold_uncertainty_score":0.9995248},"labels":[],"label_agreement":null},{"id":"W2981645445","doi":"10.1016/j.petrol.2019.106608","title":"A set of graphical design criteria for slotted liners in steam assisted gravity drainage production wells","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Petroleum engineering; Steam-assisted gravity drainage; Set (abstract data type); Drainage; Production (economics); Engineering; Geology; Environmental science; Computer science; Materials science","score_opus":0.014120339479619453,"score_gpt":0.23746336330046813,"score_spread":0.22334302382084867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981645445","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9297715,0.00022371642,0.068687804,0.000056628836,0.0010573872,0.00011752046,0.0000024759518,0.00004077135,0.00004223694],"genre_scores_gemma":[0.9936328,0.000058892743,0.0061471267,0.0000037253512,0.00011988362,0.0000035975163,5.094922e-7,0.000020805614,0.000012666425],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988078,0.000010613162,0.00042325378,0.00014941154,0.0003075815,0.00030132933],"domain_scores_gemma":[0.9994674,0.000080327765,0.000078521836,0.00012406774,0.00014364692,0.00010607063],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0017596083,0.00014517696,0.00031572682,0.0007265695,0.00002588041,0.000040037503,0.00018430314,0.00006107622,0.000001806733],"category_scores_gemma":[0.00021312507,0.00013603289,0.00006436719,0.0006445546,0.000048919024,0.0004199558,0.00001667259,0.00023085048,5.313168e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015940623,0.000007225853,0.00019560543,0.0001783541,0.000011169915,0.000002390592,0.00015468984,0.6422372,0.3566667,0.00004041196,0.00003092277,0.00045937992],"study_design_scores_gemma":[0.00062571827,0.00020624125,0.008579867,0.0003393225,0.000019476536,0.000070873226,0.00014816815,0.96674824,0.022487912,0.000052972908,0.00051640725,0.00020479187],"about_ca_topic_score_codex":0.0000030030253,"about_ca_topic_score_gemma":5.873399e-7,"teacher_disagreement_score":0.3341788,"about_ca_system_score_codex":0.00008974825,"about_ca_system_score_gemma":0.000046041372,"threshold_uncertainty_score":0.554726},"labels":[],"label_agreement":null},{"id":"W2981850189","doi":"10.4095/289557","title":"Geotechnical characteristics of Champlain Sea deposits","year":2011,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Geology; Geotechnical engineering","score_opus":0.022750153379708263,"score_gpt":0.21704911273907448,"score_spread":0.19429895935936622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981850189","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011251973,0.0028084412,0.3007263,0.0000065168088,0.0070561324,0.0006860147,0.00026108223,0.003554152,0.6736494],"genre_scores_gemma":[0.9889602,0.0047142496,0.0017199985,0.00000487953,0.0006130405,0.000034927227,0.00019106493,0.00022816127,0.0035334919],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986294,0.0000058743135,0.0005411875,0.00018889648,0.0003418486,0.0002928297],"domain_scores_gemma":[0.9992597,0.0000363381,0.0000777887,0.00040595295,0.00011965209,0.00010056595],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025006046,0.00031165243,0.0005982572,0.00015703682,0.000014850313,0.000011066596,0.0002122076,0.00052302005,0.00010662746],"category_scores_gemma":[0.000055351524,0.00030701768,0.00015398684,0.00010318277,0.000022586055,0.000029004881,0.00004627221,0.00048250263,0.00004093724],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005512368,0.0005247977,0.0056128497,0.04216765,0.0045779874,0.0008849373,0.00073276507,0.18961757,0.0075153415,0.0024363094,0.18531673,0.56055796],"study_design_scores_gemma":[0.00038847682,0.0001491853,0.011749139,0.0025218592,0.00043306558,0.00048805578,0.000009262307,0.16353849,0.018791446,0.00007511068,0.79909533,0.0027605845],"about_ca_topic_score_codex":0.00009596545,"about_ca_topic_score_gemma":0.000009796939,"teacher_disagreement_score":0.9777082,"about_ca_system_score_codex":0.00009053146,"about_ca_system_score_gemma":0.00007520958,"threshold_uncertainty_score":0.9999382},"labels":[],"label_agreement":null},{"id":"W2981929904","doi":"10.4095/212981","title":"Rock-Eval/TOC data for ten northern Alberta and British Columbia wells","year":2001,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Geology; Archaeology; Hydrology (agriculture); Mining engineering; Geography; Geotechnical engineering","score_opus":0.021607154401694702,"score_gpt":0.22772979910350621,"score_spread":0.20612264470181152,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2981929904","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004700495,0.023680916,0.13884121,0.00008609439,0.008931042,0.003302107,0.0038212682,0.003307664,0.8133292],"genre_scores_gemma":[0.04904463,0.039518304,0.0049886857,0.000079690704,0.0047854595,0.0002616588,0.009136914,0.0013697506,0.8908149],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99812496,0.000005344827,0.00044650695,0.00059680094,0.00032573726,0.00050062634],"domain_scores_gemma":[0.9985452,0.0001516568,0.00005585885,0.0009586655,0.000117806805,0.00017077009],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031199868,0.0003078524,0.00059066166,0.000056059467,0.00008375658,0.00050289405,0.00048586616,0.00041465726,0.00027333814],"category_scores_gemma":[0.00015632961,0.00047932978,0.00009360605,0.000109709115,0.000013848794,0.00014242338,0.00016711702,0.00031922015,0.000035725963],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017282647,0.000023959103,0.0033881513,0.0020950616,0.0005068302,0.00005016651,0.000022805625,0.05415996,0.000008464911,0.0000010469603,0.8753263,0.064415574],"study_design_scores_gemma":[0.00022052965,0.000016221591,0.00025189552,0.00034969204,0.0001265796,0.00022728422,0.000007689857,0.16332777,0.000002320695,0.000018858618,0.8348928,0.0005583308],"about_ca_topic_score_codex":0.08442144,"about_ca_topic_score_gemma":0.35797057,"teacher_disagreement_score":0.27354914,"about_ca_system_score_codex":0.00011285445,"about_ca_system_score_gemma":0.000107635205,"threshold_uncertainty_score":0.9997658},"labels":[],"label_agreement":null},{"id":"W2982060333","doi":"10.4095/297313","title":"The Tri-Territorial Bedrock Knowledge Entry Tool (KET)","year":2015,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Bedrock; Geochemistry; Knowledge management; Computer science; Geology; Geomorphology","score_opus":0.02210084907227645,"score_gpt":0.25247531628912373,"score_spread":0.2303744672168473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982060333","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00018629812,0.016527386,0.0036851326,0.000015233237,0.06793909,0.00027930381,0.000027513974,0.001646052,0.909694],"genre_scores_gemma":[0.16298126,0.040254567,0.00085950963,0.000016333513,0.1439792,0.00036288815,0.0004012789,0.0013162288,0.64982873],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978809,0.000018007615,0.000518885,0.00026351347,0.0008037472,0.0005149974],"domain_scores_gemma":[0.9986922,0.00017786234,0.0000485368,0.00057690655,0.00035267076,0.00015180079],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00093311595,0.00044438345,0.0004507739,0.0000967387,0.000097724405,0.00016052825,0.0004009502,0.00051256985,0.00004914287],"category_scores_gemma":[0.00031184364,0.0003229887,0.00021298384,0.00014320215,0.000021883883,0.00006303881,0.00007831748,0.00071835215,0.00033736974],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038213225,0.00000969835,0.0000073990336,0.00022935856,0.00016786443,0.00000908919,0.000061640814,0.015969971,0.000014084836,0.00005908014,0.9603058,0.0231622],"study_design_scores_gemma":[0.00022313105,0.000016339147,0.0000063598904,0.00013290168,0.000056473935,0.000026028543,0.00001347405,0.021422302,0.00015660533,0.0000501258,0.9774564,0.00043987302],"about_ca_topic_score_codex":0.000064853746,"about_ca_topic_score_gemma":0.00007623717,"teacher_disagreement_score":0.25986525,"about_ca_system_score_codex":0.00076571794,"about_ca_system_score_gemma":0.0006337617,"threshold_uncertainty_score":0.9999222},"labels":[],"label_agreement":null},{"id":"W2982156148","doi":"10.4095/211542","title":"ROCK-EVAL/TOC data for three British Columbia wells (NTS 94-B)","year":2000,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Geology; Archaeology; Geography","score_opus":0.03674317151691894,"score_gpt":0.2451592077825978,"score_spread":0.20841603626567887,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982156148","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00095529034,0.018148987,0.28273916,0.000025526366,0.0131985955,0.0029888954,0.008206096,0.006326936,0.6674105],"genre_scores_gemma":[0.07920434,0.049448792,0.018246353,0.00017003262,0.015721671,0.00086175353,0.02800256,0.0034356043,0.8049089],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99723697,0.0000060479274,0.0006607323,0.0007555218,0.0006097184,0.00073104206],"domain_scores_gemma":[0.99788123,0.000102354505,0.000064101885,0.0016335521,0.00011953269,0.00019924926],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00048043963,0.00040755293,0.0007842807,0.000083357176,0.000107211636,0.0006514567,0.0010225188,0.0006244041,0.0019274541],"category_scores_gemma":[0.00009161206,0.0006783131,0.00020526227,0.00016384484,0.000014650779,0.00020111928,0.00015084527,0.00052164396,0.00020802036],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012462066,0.000015429901,0.000074017276,0.0010188019,0.00023845155,0.00003172411,0.0000032969629,0.11646283,0.0000052547307,5.999997e-7,0.8188038,0.06334454],"study_design_scores_gemma":[0.00022565386,0.000016874576,0.00018516775,0.00051225815,0.0001215696,0.000095587035,0.0000016886677,0.25158826,0.000007193035,0.00005878964,0.74653596,0.00065101386],"about_ca_topic_score_codex":0.010650933,"about_ca_topic_score_gemma":0.037082035,"teacher_disagreement_score":0.2644928,"about_ca_system_score_codex":0.00019993568,"about_ca_system_score_gemma":0.00021791655,"threshold_uncertainty_score":0.9995668},"labels":[],"label_agreement":null},{"id":"W2982560821","doi":"10.1088/2631-8695/ab5207","title":"An evaluation of the reduction of heat loss enabled by halloysite modification of oilwell cement","year":2019,"lang":"en","type":"article","venue":"Engineering Research Express","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cenovus Energy (Canada)","funders":"Cenovus Energy","keywords":"Cement; Materials science; Composite material; Thermal conductivity; Halloysite; Compressive strength; Cementitious; Geotechnical engineering; Geology","score_opus":0.03489502727605833,"score_gpt":0.29949261509086916,"score_spread":0.26459758781481085,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2982560821","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9858005,0.000619354,0.012306757,0.000009360225,0.0003500124,0.00045321652,0.000016887638,0.00007094212,0.0003729899],"genre_scores_gemma":[0.9993559,0.00008326094,0.00035761617,2.0939069e-7,0.000043904416,0.00004404617,0.000018468727,0.00004099872,0.000055572167],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981046,0.00008824524,0.00035512308,0.00018096196,0.0009991209,0.0002720023],"domain_scores_gemma":[0.99882066,0.000073774085,0.0000386293,0.0006437952,0.00036507501,0.000058053472],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001683404,0.00012853312,0.00020865937,0.00020832094,0.000022999358,0.000012053032,0.00033259188,0.00008368526,0.000033805743],"category_scores_gemma":[0.00006741667,0.00011726663,0.00006193527,0.0004302565,0.000037679136,0.00017096665,0.000037321843,0.0002338381,0.0000034849406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000044990793,0.00002291864,0.00007048036,0.0002539084,0.000019008921,2.4661393e-8,0.0002322301,0.5161354,0.48282766,0.00007552686,0.000046626094,0.00031168645],"study_design_scores_gemma":[0.00019397325,0.000027976637,0.0002485604,0.00012730576,0.000008877476,4.6628512e-7,0.000044859007,0.5260079,0.47314915,0.000015658177,0.000116245785,0.000059032875],"about_ca_topic_score_codex":0.00006949896,"about_ca_topic_score_gemma":3.851313e-7,"teacher_disagreement_score":0.013555443,"about_ca_system_score_codex":0.00012607427,"about_ca_system_score_gemma":0.000029642171,"threshold_uncertainty_score":0.47819945},"labels":[],"label_agreement":null},{"id":"W2984053971","doi":"10.2118/198688-ms","title":"Application of High Temperature Coatings for Near-Surface Corrosion Mitigation on SAGD Wells","year":2019,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Corrosion; Coating; Casing; Materials science; Containment (computer programming); Service life; Oil well; Oil field; Operating temperature; Petroleum engineering; Metallurgy; Process engineering; Engineering; Computer science; Composite material","score_opus":0.006075426262984521,"score_gpt":0.19518779542116851,"score_spread":0.189112369158184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2984053971","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.825355,0.00012802922,0.17136078,0.00015952364,0.00044429777,0.00080444274,0.00002544992,0.00021277588,0.0015097089],"genre_scores_gemma":[0.9944915,0.000061347266,0.0049484614,0.000055527784,0.000073082105,0.000016263228,0.000033920227,0.000041323663,0.0002785707],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992306,0.00002662299,0.00022117692,0.00020877298,0.0001248798,0.00018794854],"domain_scores_gemma":[0.9994633,0.00017059161,0.00005231605,0.00019725187,0.00005909896,0.000057412944],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025800357,0.00018805332,0.0002284352,0.000025467818,0.000056388257,0.000044139757,0.00010142782,0.00019865729,0.000019538411],"category_scores_gemma":[0.000007721041,0.000172851,0.000054070733,0.00009484274,0.00003330946,0.00010158709,0.000011493342,0.00029872984,0.000059152535],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054433003,0.000012445456,0.00009774232,0.00013117904,0.000005668061,1.02087e-7,0.00011699433,0.46603355,0.53240544,0.00074128015,0.00018057396,0.00022056059],"study_design_scores_gemma":[0.00034996847,0.00017502168,0.00020986804,0.00011608773,0.00001532482,0.0000014737743,0.00002548104,0.41102514,0.5870647,0.0002934333,0.00055074255,0.0001727998],"about_ca_topic_score_codex":0.00004327757,"about_ca_topic_score_gemma":8.4478535e-7,"teacher_disagreement_score":0.16913651,"about_ca_system_score_codex":0.000032517248,"about_ca_system_score_gemma":0.00001224316,"threshold_uncertainty_score":0.70486593},"labels":[],"label_agreement":null},{"id":"W2984204244","doi":"10.2118/198683-ms","title":"Quantifying 2D and 3D Fracture Leakage Pathways Observed in Wellbore Cement after Uniaxial Compressive Loading","year":2019,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Cement; Materials science; Compressive strength; Leakage (economics); Fracture (geology); Composite material; Scanning electron microscope; Permeability (electromagnetism); Stress (linguistics); Chemistry","score_opus":0.028461636990453648,"score_gpt":0.21262046368433746,"score_spread":0.1841588266938838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2984204244","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9618029,0.001788467,0.030234093,0.000096213436,0.0005459636,0.00048404225,0.000012525275,0.00026085644,0.0047749323],"genre_scores_gemma":[0.9981536,0.00032346594,0.0011326892,0.00009800968,0.00011696249,0.000018436464,0.000009776881,0.000058313908,0.00008873949],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99869657,0.000074065756,0.00030127045,0.00033868,0.00015873686,0.0004307019],"domain_scores_gemma":[0.9994503,0.00013480042,0.000039342107,0.000227916,0.000023230568,0.00012437972],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031037745,0.0003383979,0.00036447798,0.00012452548,0.000058597354,0.0001160106,0.00013965085,0.00024576488,0.00011481126],"category_scores_gemma":[0.00000602915,0.0003161935,0.00005239991,0.00010691594,0.000047505157,0.00024353014,0.00006371384,0.0008133208,0.000058481743],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002492876,0.00005282845,0.007925251,0.0006128211,0.00007443204,0.00009379451,0.0030623358,0.76225865,0.22421852,0.0004997023,0.00007180289,0.0008805591],"study_design_scores_gemma":[0.0018521982,0.00021845415,0.010627294,0.0008392105,0.00006026175,0.000027358192,0.0005740263,0.90851086,0.07152897,0.00019661618,0.0044275695,0.0011371679],"about_ca_topic_score_codex":0.000111521585,"about_ca_topic_score_gemma":0.000029303374,"teacher_disagreement_score":0.15268955,"about_ca_system_score_codex":0.000054187407,"about_ca_system_score_gemma":0.000017386503,"threshold_uncertainty_score":0.999929},"labels":[],"label_agreement":null},{"id":"W2984767493","doi":"10.2118/198699-ms","title":"Evaluating Temperature Rate near the Wellbore Considering Slow Warm-Up Case for a Sagd Producer Well with Different Completion Configurations Using Dynamic Flow Simulations","year":2019,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Natural Resources","funders":"","keywords":"Casing; Completion (oil and gas wells); Petroleum engineering; Wellbore; String (physics); Mechanics; Flow (mathematics); Volumetric flow rate; Transient (computer programming); Work (physics); Steam injection; Oil well; Engineering; Mechanical engineering; Computer science; Mathematics; Physics","score_opus":0.033457622859490874,"score_gpt":0.2666199081484439,"score_spread":0.233162285288953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2984767493","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8324111,0.0001947509,0.16457571,0.0002700433,0.0005261851,0.0014608984,0.0000518183,0.00023564904,0.00027380622],"genre_scores_gemma":[0.9924681,0.000021095802,0.006945289,0.0000653148,0.00011974533,0.000044168548,0.00005156271,0.00008351902,0.00020116898],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986044,0.00014313248,0.00033074353,0.00036320603,0.00016748988,0.00039098397],"domain_scores_gemma":[0.99886477,0.00047759205,0.000067379326,0.00034930315,0.0001473843,0.00009355273],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047257257,0.00037267435,0.00033482394,0.000072349314,0.0005639352,0.00034305328,0.00011449332,0.00013978624,0.00007336496],"category_scores_gemma":[0.000026345964,0.00026237173,0.000078327364,0.00015262618,0.00010715983,0.00020623472,0.000024749732,0.00061235204,0.00001552686],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006511353,0.000013914178,0.00003900713,0.0001455258,0.00006941858,0.0000074647737,0.0007744834,0.71518606,0.28347367,0.000068453875,0.000030620413,0.00012627826],"study_design_scores_gemma":[0.0007990615,0.00014121672,0.00006607005,0.000200878,0.00013148945,0.00019229282,0.00026051066,0.97486156,0.02262992,0.00008819305,0.00025662195,0.0003721768],"about_ca_topic_score_codex":0.000054385477,"about_ca_topic_score_gemma":0.00004613306,"teacher_disagreement_score":0.26084375,"about_ca_system_score_codex":0.000096144424,"about_ca_system_score_gemma":0.000063421314,"threshold_uncertainty_score":0.99998283},"labels":[],"label_agreement":null},{"id":"W2985346374","doi":"10.2118/197537-ms","title":"Correlation Between Drilling Parameters and Geomechanical Properties - The Hidden Geomechanical Information","year":2019,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"TD Bank Group","funders":"","keywords":"Geology; Drilling; Lithology; Drill bit; Petroleum engineering; Oil shale; Permeability (electromagnetism); Drilling fluid; Geotechnical engineering; Petrology; Materials science","score_opus":0.009198126292296415,"score_gpt":0.16391192347342956,"score_spread":0.15471379718113315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2985346374","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7272403,0.00008172962,0.2704728,0.00008408217,0.00039897588,0.00023510223,0.0000018632684,0.00041095488,0.0010741979],"genre_scores_gemma":[0.99897414,0.000039639595,0.00078141835,0.000037204285,0.00005082308,0.000009393928,0.000011236569,0.000016715107,0.00007940532],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99934876,0.000009791174,0.00022330658,0.00008596786,0.00014017995,0.00019201801],"domain_scores_gemma":[0.99967635,0.00008187241,0.000019470113,0.00015289626,0.000017934564,0.00005145709],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019763378,0.0001211778,0.00013232917,0.00005693944,0.000049863494,0.0000896813,0.00007457351,0.00009388759,0.000020015716],"category_scores_gemma":[0.000023529798,0.00008239574,0.00003269566,0.00009332449,0.0000121960875,0.0004024174,0.000032568714,0.00019718173,0.0001845328],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007164127,0.0000037373652,0.001545313,0.00014943484,0.00007756651,3.7617733e-7,0.00066097215,0.95374495,0.001284203,0.0028373818,0.00015881764,0.039530102],"study_design_scores_gemma":[0.0001674383,0.000029671863,0.00048805907,0.000041563453,0.000016297921,0.000004894345,0.00012425773,0.99496865,0.0019105192,0.00024293856,0.0018444798,0.0001612552],"about_ca_topic_score_codex":0.000016807215,"about_ca_topic_score_gemma":9.9805e-7,"teacher_disagreement_score":0.27173385,"about_ca_system_score_codex":0.000027612692,"about_ca_system_score_gemma":0.0000045868182,"threshold_uncertainty_score":0.33600008},"labels":[],"label_agreement":null},{"id":"W2987700810","doi":"10.2118/198693-ms","title":"Geomechanical Simulations to Design Well Integrity","year":2019,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BitCan (Canada)","funders":"","keywords":"Casing; Workflow; Computer science; Context (archaeology); Petroleum engineering; Geology; Integrity management","score_opus":0.02138240273356055,"score_gpt":0.2263097680824382,"score_spread":0.20492736534887765,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2987700810","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07557824,0.00018917583,0.910144,0.00031409648,0.0010092284,0.00078257825,0.000015520474,0.0007365815,0.011230582],"genre_scores_gemma":[0.98420995,0.00008608592,0.0141202975,0.0001762235,0.00021543498,0.000018193134,0.000008968033,0.0000838259,0.0010810369],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983153,0.000119069766,0.00036949836,0.0004131504,0.00023260833,0.0005503738],"domain_scores_gemma":[0.9987799,0.0003974245,0.00003001034,0.00042196372,0.00006772427,0.00030301008],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006057345,0.00039022852,0.00040147034,0.0001750734,0.00009422344,0.00012369681,0.00029760238,0.00031964184,0.0005679796],"category_scores_gemma":[0.0000318287,0.00036630174,0.00010034823,0.00027114846,0.000035817557,0.0002243628,0.000073878524,0.0010690147,0.0016334045],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000073488416,0.000036363108,0.000084953375,0.00006234965,0.000048126163,0.0000058721753,0.00027314722,0.85057026,0.146536,0.00096017914,0.00079119334,0.0005580463],"study_design_scores_gemma":[0.00044761662,0.00025035406,0.00011906771,0.000121551355,0.000039568535,0.0000150584565,0.00006307298,0.90264565,0.089001045,0.00091403467,0.0057728156,0.00061017775],"about_ca_topic_score_codex":0.000067144036,"about_ca_topic_score_gemma":0.0000057489274,"teacher_disagreement_score":0.9086317,"about_ca_system_score_codex":0.00009575703,"about_ca_system_score_gemma":0.000034684916,"threshold_uncertainty_score":0.9998789},"labels":[],"label_agreement":null},{"id":"W2987754166","doi":"10.2118/198685-ms","title":"Prognostics Thermal Well Management: A Review on Wellbore Monitoring and the Application of Distributed Acoustic Sensing DAS for Steam Breakthrough Detection","year":2019,"lang":"en","type":"review","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Prognostics; Steam injection; Flow (mathematics); Petroleum engineering; Filter (signal processing); SIGNAL (programming language); Engineering; Computer science; Reliability engineering; Electrical engineering","score_opus":0.02602902632739358,"score_gpt":0.2739662313783987,"score_spread":0.24793720505100514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2987754166","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000014522163,0.6822392,0.31322414,0.0000180064,0.00039315756,0.0031052763,0.00004803303,0.00015170687,0.0008059794],"genre_scores_gemma":[0.008644236,0.9897146,0.0009075371,0.00001203807,0.00029519576,0.00016826665,0.00006825392,0.00012223856,0.00006761732],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981436,0.00017196819,0.0006798128,0.000426668,0.00021384071,0.00036407972],"domain_scores_gemma":[0.99837,0.00076934486,0.00024606023,0.0004678862,0.00007325612,0.000073451534],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008529445,0.00058760494,0.0012882194,0.00010451632,0.00012506223,0.00006867355,0.00023089797,0.00033534484,0.0000023501489],"category_scores_gemma":[0.000029524972,0.0004169589,0.00026379846,0.00024209284,0.000114333445,0.000087701184,0.000063545034,0.00076792086,0.000018653007],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013419609,0.00004186945,8.1611836e-7,0.14727174,0.0006039162,0.000004238676,0.00010795108,0.06721502,0.00049147254,0.00028504568,0.00007555143,0.7837682],"study_design_scores_gemma":[0.0024605903,0.00045684708,0.000008425252,0.1240755,0.009997694,0.0001219045,0.00012979037,0.42767692,0.0035958237,0.00022348043,0.4291364,0.002116618],"about_ca_topic_score_codex":0.000019551197,"about_ca_topic_score_gemma":8.2199614e-7,"teacher_disagreement_score":0.78165156,"about_ca_system_score_codex":0.000093216186,"about_ca_system_score_gemma":0.00002073343,"threshold_uncertainty_score":0.9998282},"labels":[],"label_agreement":null},{"id":"W2987863721","doi":"10.2118/198704-ms","title":"An Overview of the Field Performance of Tubing Deployed Flow Control Devices in the Surmont SAGD Project","year":2019,"lang":"en","type":"article","venue":"SPE Thermal Well Integrity and Design Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Sizing; Petroleum engineering; Steam-assisted gravity drainage; Completion (oil and gas wells); Environmental science; Engineering; Oil sands; Materials science","score_opus":0.02095768783347126,"score_gpt":0.23826527735696532,"score_spread":0.21730758952349405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2987863721","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9926262,0.0014952024,0.0033772048,0.000085557,0.00021581736,0.0004883483,0.000004423451,0.000048787297,0.0016584491],"genre_scores_gemma":[0.999079,0.00047356656,0.00027654547,0.000092114744,0.00003570285,0.000010209718,8.028541e-7,0.000017931568,0.000014157983],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914527,0.00013171237,0.00026254723,0.00012182727,0.00014983461,0.0001887958],"domain_scores_gemma":[0.99930775,0.00030405846,0.00004655594,0.00029469896,0.00002646109,0.000020448662],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006905099,0.00015155083,0.00024904823,0.000050913557,0.000028722441,0.000022483848,0.00030644375,0.00009485042,0.0000140649245],"category_scores_gemma":[0.000011432248,0.00009028017,0.000063170155,0.00015792457,0.00003047104,0.00014690234,0.00001661383,0.0003739753,0.000003124928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015405755,0.00006186577,0.021707458,0.0008949844,0.00005840893,0.0000014979814,0.0022258516,0.86453086,0.10790405,0.00025202017,0.00007859912,0.0021303224],"study_design_scores_gemma":[0.00048176758,0.00025357507,0.009698439,0.00042233357,0.000031052863,0.000005130388,0.00016886198,0.9125734,0.07598382,0.000024053516,0.00018742018,0.00017016022],"about_ca_topic_score_codex":0.0002300801,"about_ca_topic_score_gemma":0.000034964858,"teacher_disagreement_score":0.0480425,"about_ca_system_score_codex":0.000013310443,"about_ca_system_score_gemma":0.000021910688,"threshold_uncertainty_score":0.36815184},"labels":[],"label_agreement":null},{"id":"W2989718761","doi":"10.1115/omae2019-95415","title":"Real-Time Measurement of Eccentricity in Primary Cementing of Oil and Gas Wells","year":2019,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Eccentricity (behavior); Annulus (botany); Azimuth; Mechanics; Seeding; Geology; Position (finance); Particle (ecology); Optics; Physics; Materials science; Thermodynamics","score_opus":0.005795816384215133,"score_gpt":0.16048908997098266,"score_spread":0.15469327358676752,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2989718761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90946555,0.00018587458,0.00075808907,0.0000062680488,0.00007769026,0.000038228012,0.0000011941734,0.00006372597,0.08940335],"genre_scores_gemma":[0.9980035,0.00044858753,0.0012481022,0.0000020629634,0.000008752044,0.0000010330601,0.0000012553556,0.000014174578,0.0002725445],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993641,0.0000064715186,0.0002375702,0.00008402339,0.00016570478,0.00014216876],"domain_scores_gemma":[0.99979067,0.000023627934,0.000025251136,0.00011001717,0.00002493323,0.00002548503],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029130557,0.00007941542,0.00019088238,0.000088766676,0.0000037696623,0.0000036566198,0.000047674734,0.0000318214,0.000055189783],"category_scores_gemma":[0.000007705891,0.00007916905,0.000022818887,0.00010641582,0.0000065370637,0.000045028413,0.000021371838,0.000050285966,0.000009113916],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006499458,0.00003194815,0.012361622,0.0012682009,0.000040166593,9.0962374e-7,0.00014365748,0.46292257,0.5125878,0.00008395699,0.000081874365,0.010470808],"study_design_scores_gemma":[0.0012746763,0.00005045401,0.015487841,0.0006198035,0.000023845458,0.00000167195,0.000048999904,0.7006864,0.2807116,0.00003103247,0.0007288524,0.00033483715],"about_ca_topic_score_codex":0.000084501946,"about_ca_topic_score_gemma":0.000002029468,"teacher_disagreement_score":0.23776382,"about_ca_system_score_codex":0.000048586455,"about_ca_system_score_gemma":0.000007339786,"threshold_uncertainty_score":0.322842},"labels":[],"label_agreement":null},{"id":"W2989830387","doi":"10.1115/omae2019-96338","title":"How Does a Stationary Sand Bed Affect the Flow Dynamics in an Eccentric Annulus?","year":2019,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; University of British Columbia","funders":"","keywords":"Annulus (botany); Geotechnical engineering; Turbulence; Particle image velocimetry; Geology; Mechanics; Shear stress; Drilling fluid; Drill string; Flow (mathematics); Drilling; Materials science; Engineering; Physics; Mechanical engineering","score_opus":0.0031295504121526298,"score_gpt":0.17791248267812815,"score_spread":0.17478293226597552,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2989830387","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96025133,0.00017314237,0.034855474,0.00021491192,0.0006745878,0.00024386361,0.000013748753,0.00035738156,0.0032155819],"genre_scores_gemma":[0.9984939,0.00003512319,0.00092442444,0.000017888176,0.000047655794,0.000006136648,0.00002734152,0.000026506219,0.00042102818],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995059,0.000013844962,0.0000814477,0.00011069967,0.0000938119,0.00019431679],"domain_scores_gemma":[0.99968934,0.000070951,0.0000075359753,0.00018275135,0.000011670479,0.000037740192],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010004484,0.00010687071,0.00009943458,0.00008277897,0.000016662572,0.00007494895,0.00010579151,0.00004353271,0.00004375927],"category_scores_gemma":[0.000008616623,0.00006665991,0.00002598249,0.00018866823,0.000006580476,0.00019930961,0.000011894027,0.000121612844,0.000023119152],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029227028,0.000009748145,0.011108911,0.000053696916,0.000011420198,0.0000035559667,0.00017075827,0.98034096,0.000324727,0.00032937143,0.00010991486,0.007534006],"study_design_scores_gemma":[0.00020094003,0.000015875059,0.0041249883,0.000015259331,0.0000032798116,0.0000015522229,0.00020118647,0.99450237,0.00047307712,0.00008173997,0.0002580055,0.0001217507],"about_ca_topic_score_codex":0.000015738282,"about_ca_topic_score_gemma":0.00016456106,"teacher_disagreement_score":0.03824259,"about_ca_system_score_codex":0.00008352746,"about_ca_system_score_gemma":0.000005543912,"threshold_uncertainty_score":0.2718312},"labels":[],"label_agreement":null},{"id":"W2990177450","doi":"10.2118/195699-pa","title":"A Survey of Field Experiences With Formate Drilling Fluid","year":2019,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Formate; Drilling fluid; Petroleum engineering; Drilling; Rate of penetration; Underbalanced drilling; Wellbore; Geology; Environmental science; Engineering; Mechanical engineering; Chemistry","score_opus":0.010833397382904198,"score_gpt":0.19620659816525549,"score_spread":0.18537320078235128,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990177450","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8676622,0.00025041003,0.12909369,0.0000073379697,0.0006070226,0.00013616384,0.0000061003097,0.0002673239,0.0019697682],"genre_scores_gemma":[0.9984334,0.000072711,0.0012934825,0.000012924862,0.00006124428,0.000009997473,0.000043784887,0.00003936001,0.000033055287],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99895716,0.00001934545,0.0003123924,0.00018352046,0.00023310288,0.00029447797],"domain_scores_gemma":[0.9993721,0.00017080012,0.00005492743,0.00025945719,0.00008486342,0.0000578249],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000268433,0.0001890596,0.0002985447,0.00011989503,0.000046281737,0.00003502359,0.0001531262,0.000071604656,0.00010162535],"category_scores_gemma":[0.00002758563,0.00017279861,0.00004995062,0.0002787354,0.000021656737,0.00016080387,0.000017910887,0.00013851497,0.000053667107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032846896,0.000011606753,0.012012626,0.00021060431,0.000044314173,0.0000016302549,0.0025913785,0.9748038,0.008735994,0.000105197214,0.000089061024,0.0013609176],"study_design_scores_gemma":[0.00033974403,0.00015828885,0.0069779595,0.00028750417,0.000010914787,0.0000067525957,0.0006012537,0.95158255,0.03875634,0.00001789504,0.00091091293,0.0003498662],"about_ca_topic_score_codex":0.00016368636,"about_ca_topic_score_gemma":0.000037651786,"teacher_disagreement_score":0.13077126,"about_ca_system_score_codex":0.00002984596,"about_ca_system_score_gemma":0.000010741557,"threshold_uncertainty_score":0.7046523},"labels":[],"label_agreement":null},{"id":"W2990223943","doi":"10.1115/omae2019-96189","title":"Study of the Influence of Controlled Axial Oscillations of pVARD on Generating Downhole Dynamic WOB and Improving Coring and Drilling Performance in Shale","year":2019,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Coring; Drilling; Petroleum engineering; Drilling fluid; Measurement while drilling; Rate of penetration; Data acquisition; Bit (key); Engineering; Mechanical engineering; Computer science","score_opus":0.003325918703974596,"score_gpt":0.1768772314536399,"score_spread":0.17355131274966532,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990223943","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9988254,0.00007812371,0.00036377934,0.0000012691945,0.000081816215,0.00032695752,0.0000014936923,0.000022972496,0.00029824203],"genre_scores_gemma":[0.9996349,0.000028181374,0.00028800432,0.0000013391984,0.000007600045,0.0000057641896,2.2056908e-7,0.000012316408,0.000021656468],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993177,0.000011898121,0.00033653335,0.00010879712,0.00011234938,0.000112695394],"domain_scores_gemma":[0.99964035,0.0001003175,0.00006679127,0.00014738608,0.000028283317,0.000016853593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019736361,0.00009763375,0.00026967394,0.000097179494,0.00002692269,0.000008278416,0.00006433117,0.000032971682,0.000001369222],"category_scores_gemma":[0.0000315515,0.000075611955,0.000018304754,0.00013422803,0.000018075752,0.0000846208,0.00003664892,0.00010638721,1.859926e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009522895,0.000010763201,0.08132135,0.000121890596,0.000012762178,8.0665465e-8,0.0007682254,0.8389124,0.07821583,0.000019918421,2.5106313e-8,0.00060718844],"study_design_scores_gemma":[0.0014132356,0.00009510869,0.108240455,0.00018130586,0.00000959748,7.5709517e-7,0.00033500599,0.88601047,0.0036400727,0.000001727339,3.4917326e-7,0.00007192512],"about_ca_topic_score_codex":0.00006629434,"about_ca_topic_score_gemma":0.000041977582,"teacher_disagreement_score":0.07457576,"about_ca_system_score_codex":0.000017306787,"about_ca_system_score_gemma":0.000007464997,"threshold_uncertainty_score":0.3083366},"labels":[],"label_agreement":null},{"id":"W2990271205","doi":"10.1115/omae2019-96176","title":"Study of the Relationship Between Oriented Downhole Dynamic Weight on Bit and Drilling Parameters in Coring Isotropic Natural and Synthetic Rocks","year":2019,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Coring; Geology; Drilling; Measurement while drilling; Isotropy; Drilling fluid; Geotechnical engineering; Petroleum engineering; Engineering; Mechanical engineering; Optics","score_opus":0.00870112468795997,"score_gpt":0.203385315455204,"score_spread":0.19468419076724403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990271205","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9979718,0.00011101344,0.0010427102,0.000009578536,0.00026480868,0.00023677407,0.0000011210594,0.00007340586,0.00028882187],"genre_scores_gemma":[0.9997025,0.000008744201,0.0001709763,0.0000023429575,0.000007561911,0.00000436627,0.0000010078231,0.000019577703,0.000082900435],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99938136,0.000019975476,0.00019138858,0.00015440631,0.000104257415,0.00014861746],"domain_scores_gemma":[0.99945074,0.00031145828,0.000021983426,0.00018056842,0.000007295208,0.00002795676],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000084160296,0.00012099123,0.00016838887,0.0001260426,0.000033572003,0.0000142548615,0.0000655031,0.000045983543,0.0000014547642],"category_scores_gemma":[0.000034534947,0.00009067514,0.000016888445,0.00019282961,0.00001335755,0.00005951009,0.000030621275,0.00024967187,0.0000026456496],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002521825,0.000009643997,0.6617178,0.00005027433,0.000017906927,6.534218e-7,0.00056254846,0.33706433,0.00018066682,0.00011453431,4.562304e-7,0.0002787123],"study_design_scores_gemma":[0.0008468022,0.00010450574,0.6833069,0.0002814269,0.000029824505,0.0000028476998,0.00057878,0.31362352,0.00089429325,0.0000996058,0.00001417459,0.00021735251],"about_ca_topic_score_codex":0.00003320939,"about_ca_topic_score_gemma":0.000024942028,"teacher_disagreement_score":0.02344082,"about_ca_system_score_codex":0.00003631549,"about_ca_system_score_gemma":0.000002374919,"threshold_uncertainty_score":0.36976248},"labels":[],"label_agreement":null},{"id":"W2990622216","doi":"10.1109/tgrs.2019.2950257","title":"A Sensing and Computational Framework for Estimating the Seismic Velocities of Rocks Interacting With the Drill Bit","year":2019,"lang":"en","type":"article","venue":"IEEE Transactions on Geoscience and Remote Sensing","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Canada First Research Excellence Fund","keywords":"Drill bit; Drilling; Geology; Drill string; Drill; Seismic wave; Bit (key); Computer science; Acoustics; Seismology; Engineering; Physics","score_opus":0.007622516961337052,"score_gpt":0.21294330365573513,"score_spread":0.20532078669439807,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2990622216","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2757864,0.000029379959,0.7234787,0.00014514047,0.00036881576,0.00011106891,0.0000021487974,0.000048553502,0.000029784998],"genre_scores_gemma":[0.7784824,0.00000800969,0.22139743,0.000046472065,0.000028176619,8.5080416e-8,2.435587e-7,0.00001419983,0.000023012472],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941236,0.000012096767,0.00013212377,0.00014627722,0.00012219902,0.00017493872],"domain_scores_gemma":[0.99899244,0.00079510646,0.000039901748,0.00010348992,0.000041961353,0.000027122704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018398956,0.00011759434,0.00012368066,0.00006701564,0.0003364559,0.00007471544,0.000045869216,0.000039697756,4.5187488e-7],"category_scores_gemma":[0.000010603173,0.00007359632,0.000029753612,0.00016891457,0.000111114365,0.00009374603,0.0000015210516,0.00022752046,5.38576e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004622263,8.4066755e-7,4.3437518e-7,0.000046512203,0.000012400614,3.3387317e-7,0.0016348378,0.7941801,0.00035645533,0.000004129817,0.0000010548921,0.2037583],"study_design_scores_gemma":[0.0001033347,0.0000342331,0.000016263182,0.0005250869,0.000020177384,0.000077753364,0.0012276534,0.99546725,0.0020869323,0.0003046096,0.000033479006,0.000103215076],"about_ca_topic_score_codex":0.00008040077,"about_ca_topic_score_gemma":0.000012926419,"teacher_disagreement_score":0.502696,"about_ca_system_score_codex":0.000015652777,"about_ca_system_score_gemma":0.0000136769395,"threshold_uncertainty_score":0.30011708},"labels":[],"label_agreement":null},{"id":"W2991645488","doi":"10.1115/omae2019-95382","title":"Efficient Fluid-Fluid Displacement of Yield Stress Fluids in Axially Rotating Pipes","year":2019,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Drilling fluid; Mechanics; Rotation (mathematics); Casing; Displacement (psychology); Rotational speed; Rheology; Materials science; Annulus (botany); Fluid dynamics; Bingham plastic; Stress (linguistics); Flow (mathematics); Pipe flow; Geotechnical engineering; Petroleum engineering; Mechanical engineering; Drilling; Geology; Engineering; Turbulence; Composite material; Geometry; Physics","score_opus":0.005358014300396131,"score_gpt":0.18886400210065013,"score_spread":0.183505987800254,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2991645488","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9508068,0.00026717718,0.03617601,0.0000102870035,0.00046280227,0.00019563563,0.0000060185926,0.00019707496,0.0118782],"genre_scores_gemma":[0.9983112,0.000022673747,0.00125695,0.000008111447,0.000036902995,0.000010702499,0.0000045230777,0.00003376928,0.00031516896],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898815,0.0000064233986,0.00035072077,0.00016552134,0.00019478523,0.0002943963],"domain_scores_gemma":[0.99958706,0.000094816925,0.000017543323,0.00022703611,0.000020545494,0.00005300026],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017612692,0.00016463513,0.00022858978,0.00013470803,0.000012347818,0.000016519067,0.00013543823,0.00006225655,0.00016698184],"category_scores_gemma":[0.000024876023,0.00015825887,0.00005402751,0.0001840164,0.000009299584,0.000033707896,0.000034966775,0.00011459121,0.000051621435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000046187915,0.000023666404,0.0034733862,0.00022432173,0.000015460737,0.0000015866755,0.00028340475,0.89849585,0.09582886,0.0003399557,0.000047833968,0.0012610785],"study_design_scores_gemma":[0.00027650048,0.000037341444,0.0014454157,0.00027730432,0.0000049268892,6.715362e-7,0.00013282243,0.9153407,0.082171366,0.0000040281375,0.0001248466,0.00018402531],"about_ca_topic_score_codex":0.00007006984,"about_ca_topic_score_gemma":0.000020963555,"teacher_disagreement_score":0.047504403,"about_ca_system_score_codex":0.000042362164,"about_ca_system_score_gemma":0.000010256193,"threshold_uncertainty_score":0.64536095},"labels":[],"label_agreement":null},{"id":"W2992096633","doi":"","title":"A Novel Botany Phenol Thinner Derived from Lignin and Its Application in Polymer Drilling Fluid","year":2018,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Lignin; Polymer science; Drilling fluid; Polymer; Phenol; Botany; Chemistry; Organic chemistry; Chemical engineering; Materials science; Drilling; Biology; Engineering; Metallurgy","score_opus":0.09379995516728648,"score_gpt":0.4237168330794224,"score_spread":0.32991687791213586,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2992096633","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9324109,0.0380209,0.027378863,0.000031599047,0.00040613316,0.0002925055,0.000028505883,0.00014368625,0.0012868865],"genre_scores_gemma":[0.99462485,0.0040973276,0.00064684433,0.00006470021,0.0003824991,0.000039083647,0.000007154859,0.000090108304,0.000047417332],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99833846,0.00003172937,0.00061122247,0.0003573927,0.00029387785,0.0003673033],"domain_scores_gemma":[0.9991108,0.00014409989,0.00015383425,0.00030569363,0.0001030667,0.0001824787],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00042604355,0.00030528835,0.0005065083,0.00046419667,0.00010806694,0.0004086298,0.0008734828,0.00014062312,0.0003675414],"category_scores_gemma":[0.000060719376,0.00031204455,0.00006528177,0.0006064036,0.000048032703,0.0011121682,0.00024225558,0.00031420775,0.000022097234],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022133254,0.00004154362,0.0087217335,0.00004326105,0.000095315845,0.0000039817605,0.00041794757,0.007552866,0.97568846,0.00003583841,0.00062348857,0.0067534205],"study_design_scores_gemma":[0.00065544166,0.000005599873,0.065500505,0.00053186744,0.000045792778,0.0000070732744,0.00005253883,0.18474898,0.7460607,0.0004913377,0.0013475415,0.0005526016],"about_ca_topic_score_codex":0.00060062326,"about_ca_topic_score_gemma":0.000068618494,"teacher_disagreement_score":0.22962774,"about_ca_system_score_codex":0.00007255419,"about_ca_system_score_gemma":0.000023830484,"threshold_uncertainty_score":0.9999332},"labels":[],"label_agreement":null},{"id":"W2994218141","doi":"10.1007/s13202-019-00815-1","title":"The effect of drill–pipe rotation on improving hole cleaning using polypropylene beads in water-based mud at different hole angles","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Centre for Teaching and Learning, Universiti Teknologi Malaysia; Universiti Teknologi Malaysia","keywords":"Polypropylene; Drilling fluid; Drilling; Buoyancy; Materials science; Drill; Composite material; Drill pipe; Mechanics; Metallurgy","score_opus":0.006157067459976194,"score_gpt":0.1985656136165016,"score_spread":0.19240854615652542,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2994218141","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98706836,0.00040748026,0.011007561,0.00050350797,0.0008151898,0.00011668117,4.4254094e-7,0.00006965757,0.000011118196],"genre_scores_gemma":[0.999541,0.00012041373,0.00018494176,0.0000026960172,0.000099477635,0.000005921991,0.0000022489955,0.000022838529,0.000020496862],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991326,0.000044812434,0.00038114918,0.00012546254,0.0001493117,0.00016670795],"domain_scores_gemma":[0.9995853,0.000043641478,0.00015119991,0.00014861417,0.00004662309,0.00002467242],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038998266,0.00013646786,0.00023309907,0.0005032739,0.00007611949,0.00002360109,0.000075276424,0.000099824916,0.000002188857],"category_scores_gemma":[0.000060752078,0.000089397916,0.000045202585,0.0001670032,0.000035486923,0.00020143818,0.00001666656,0.00026296815,0.0000021814965],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000077443416,0.000008413541,0.0016703235,0.000067799905,0.000010296601,8.0045544e-7,0.00009339129,0.50722265,0.47141933,0.000016529513,0.0000025765996,0.019410402],"study_design_scores_gemma":[0.0005122157,0.00054960675,0.00018600866,0.0001173605,0.000013817632,0.000009664737,0.00016306361,0.25274512,0.7454833,0.00004615629,0.000094346964,0.0000793584],"about_ca_topic_score_codex":0.0000029049595,"about_ca_topic_score_gemma":0.0000063522584,"teacher_disagreement_score":0.27406394,"about_ca_system_score_codex":0.00015934109,"about_ca_system_score_gemma":0.000005831335,"threshold_uncertainty_score":0.3645541},"labels":[],"label_agreement":null},{"id":"W2995440822","doi":"10.1016/j.petrol.2019.106805","title":"Determination of an infill well placement using a data-driven multi-modal convolutional neural network","year":2019,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Korea Institute of Geoscience and Mineral Resources; Ministry of Trade, Industry and Energy; Ewha Womans University; Computer Modelling Group; National Research Foundation of Korea; Korea Gas Corporation; Ministry of Science and Technology","keywords":"Convolutional neural network; Computer science; Artificial neural network; Modal; Feed forward; Infill; Feature (linguistics); Artificial intelligence; Algorithm; Pattern recognition (psychology); Engineering; Structural engineering; Control engineering","score_opus":0.017660978586879223,"score_gpt":0.2398608259998425,"score_spread":0.22219984741296325,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2995440822","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88641816,0.00025220928,0.11231133,0.000004443581,0.00089639,0.000040729756,0.0000049835016,0.000031848438,0.00003991151],"genre_scores_gemma":[0.9636489,0.000030670944,0.036097948,0.000004774125,0.0001920804,3.958719e-7,0.0000022772756,0.000017548604,0.000005374805],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99875283,0.000006772258,0.00037350645,0.0001441147,0.00042543915,0.00029732965],"domain_scores_gemma":[0.9994003,0.000036826026,0.000100216974,0.00019936629,0.00012260495,0.00014069544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00076119945,0.00013689368,0.0002310672,0.00028140427,0.00004571205,0.000052635987,0.00035599867,0.000042950353,0.000007011144],"category_scores_gemma":[0.00003690894,0.00013208964,0.000032879994,0.00027178822,0.000047165904,0.001070159,0.000073406685,0.00020114523,0.00000126106],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005127379,0.00000909299,0.0007508627,0.0000596111,0.000010302438,0.0000037961627,0.000057241283,0.9391105,0.059495755,0.000020126849,0.0000050995845,0.00047245578],"study_design_scores_gemma":[0.00041638734,0.00009815503,0.0025427435,0.00011468395,0.00001863138,0.000104360726,0.000045607347,0.99549985,0.00078642514,0.0000019269473,0.00023198024,0.00013926484],"about_ca_topic_score_codex":0.0000044262083,"about_ca_topic_score_gemma":0.000001158525,"teacher_disagreement_score":0.07723078,"about_ca_system_score_codex":0.00010398015,"about_ca_system_score_gemma":0.000059120797,"threshold_uncertainty_score":0.5386459},"labels":[],"label_agreement":null},{"id":"W2998571364","doi":"10.1016/s1876-3804(19)60281-8","title":"Colloidal gas aphron (CGA) based foam cement system","year":2019,"lang":"en","type":"article","venue":"Petroleum Exploration and Development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Colloid; Cement; Materials science; Petroleum engineering; Waste management; Chemical engineering; Composite material; Geology; Engineering","score_opus":0.009247682466438695,"score_gpt":0.16860656657095166,"score_spread":0.15935888410451296,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2998571364","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19618341,0.0003589315,0.7923247,0.00012762449,0.0014316002,0.00030646686,0.0000038085548,0.0010873066,0.008176148],"genre_scores_gemma":[0.99420696,0.00003340402,0.0052307458,0.00003038974,0.000046305828,0.000071819486,0.000041969448,0.00002968683,0.00030871696],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991891,0.000009269448,0.00023084527,0.00016912456,0.00019501259,0.00020666269],"domain_scores_gemma":[0.9997299,0.000015696733,0.000022707853,0.00012000055,0.00002332846,0.00008839716],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014054168,0.00016021769,0.00015397958,0.0001163279,0.000049868646,0.00006266578,0.00005237566,0.000048307247,0.000032735985],"category_scores_gemma":[0.0000023348123,0.00016295708,0.000020257696,0.00007616673,0.000005265466,0.00014402384,0.000014862732,0.000072735835,0.00025951138],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008745384,0.00001231314,0.00044380454,0.00031015466,0.000027639755,0.0000019983345,0.00045135885,0.99306387,0.001480718,0.0002951363,0.0003268446,0.0035774247],"study_design_scores_gemma":[0.0006568555,0.000029020333,0.0002477829,0.000104089784,0.0000050155068,0.0000020315413,0.00039960913,0.90343225,0.009422796,0.0000040701016,0.08543344,0.00026306737],"about_ca_topic_score_codex":0.0000018459219,"about_ca_topic_score_gemma":0.000003686851,"teacher_disagreement_score":0.7980235,"about_ca_system_score_codex":0.00017416458,"about_ca_system_score_gemma":0.00003511883,"threshold_uncertainty_score":0.66451967},"labels":[],"label_agreement":null},{"id":"W2999358928","doi":"10.1007/s13202-020-00834-3","title":"Severe wellbore instability in a complex lithology formation necessitating casing while drilling and continuous circulation system","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Casing; Lost circulation; Drilling; Geology; Petroleum engineering; Drilling fluid; Measurement while drilling; Underbalanced drilling; Lithology; Borehole; Geotechnical engineering; Wireline; Pore water pressure; Engineering; Petrology; Mechanical engineering","score_opus":0.02343323161438255,"score_gpt":0.21000983595470646,"score_spread":0.18657660434032391,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999358928","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81283873,0.00071022706,0.18283851,0.0030061128,0.00024538778,0.000089066954,0.0000010788483,0.0002021844,0.00006870092],"genre_scores_gemma":[0.9967516,0.00022990767,0.0028328234,0.000013933059,0.00014810612,0.000004387962,0.0000042671713,0.000014017359,9.680228e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911135,0.000041007384,0.00050235464,0.00013310523,0.00008903333,0.00012314098],"domain_scores_gemma":[0.999588,0.00001975776,0.00017876236,0.00006642805,0.000102007514,0.000045013327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032781888,0.00010969553,0.00025342128,0.0003382619,0.00006885049,0.000036207322,0.000042437838,0.00011453145,0.0000014153558],"category_scores_gemma":[0.00012543604,0.000113270384,0.000020026953,0.00031348824,0.000034071396,0.0006800621,0.0000139021095,0.00028803697,8.567775e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034960452,0.000011401042,0.005105778,0.0006221068,0.0000176919,0.000010742545,0.0034153298,0.920946,0.029939724,0.0003878678,0.00003805481,0.03947037],"study_design_scores_gemma":[0.0006743737,0.00014095093,0.0018063982,0.00018168145,0.000023163522,0.0006863514,0.009369585,0.9811237,0.0044091903,0.0005598716,0.00083028583,0.00019443603],"about_ca_topic_score_codex":0.0000015316679,"about_ca_topic_score_gemma":0.0000057845696,"teacher_disagreement_score":0.18391286,"about_ca_system_score_codex":0.00007899707,"about_ca_system_score_gemma":0.000009255521,"threshold_uncertainty_score":0.4619032},"labels":[],"label_agreement":null},{"id":"W2999724424","doi":"10.1139/cgj-2019-0094","title":"Measuring while drilling in Florida limestone for geotechnical site investigation","year":2020,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Florida Department of Transportation; U.S. Department of Transportation","keywords":"Coring; Drilling; Geotechnical engineering; Drill; Geology; Drill cuttings; Measurement while drilling; Petroleum engineering; Rock mass classification; Drilling fluid; Mining engineering; Engineering; Mechanical engineering","score_opus":0.03247384993447173,"score_gpt":0.19001077932643515,"score_spread":0.15753692939196343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2999724424","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5126174,0.0018430208,0.47644123,0.005435133,0.0013850444,0.0007152059,0.000059239035,0.001160159,0.0003435794],"genre_scores_gemma":[0.9958234,0.0001058592,0.0027358218,0.00041263623,0.00079861353,0.000021898506,0.000013655505,0.000079585545,0.000008550819],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99836016,0.00001869895,0.0005051575,0.00023481049,0.00019663687,0.0006845185],"domain_scores_gemma":[0.9985497,0.00007634004,0.000039452218,0.00015781217,0.000060261016,0.0011164586],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044059785,0.00022682046,0.00030139956,0.00029920245,0.0001290444,0.00011054426,0.00027773125,0.00027470343,0.000018848996],"category_scores_gemma":[0.00027339888,0.0002596321,0.00013009165,0.000450949,0.00003697251,0.00020111624,0.00001938579,0.0010573271,0.000032237298],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005438529,0.0000018340253,0.0001296048,0.00004627939,0.000014145148,0.00005281899,0.00011264497,0.9920985,0.00416904,0.000085883235,0.0010939832,0.0021898095],"study_design_scores_gemma":[0.00044129053,0.000053281503,0.00048006827,0.00017518597,0.000017417407,0.000087701184,0.000020688924,0.9767424,0.0022687279,0.00029878225,0.019058052,0.00035639777],"about_ca_topic_score_codex":0.00066205184,"about_ca_topic_score_gemma":0.0010247243,"teacher_disagreement_score":0.48320597,"about_ca_system_score_codex":0.00044402725,"about_ca_system_score_gemma":0.00019809789,"threshold_uncertainty_score":0.9999856},"labels":[],"label_agreement":null},{"id":"W3004065486","doi":"10.2118/194163-pa","title":"A Switching MPD Controller for Mitigating Riser Gas Unloading Events in Offshore Drilling","year":2020,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Well control; Subsea; Petroleum engineering; Drilling; Controller (irrigation); Underbalanced drilling; Choke; Volume (thermodynamics); Drilling rig; Engineering; Drilling riser; Marine engineering; Control theory (sociology); Drilling fluid; Control (management); Mechanical engineering; Computer science","score_opus":0.019575384215956563,"score_gpt":0.21858124333403003,"score_spread":0.19900585911807347,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3004065486","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43368486,0.00038474222,0.56348073,0.0002630532,0.0005649474,0.0005020606,0.000012839805,0.0006844614,0.000422292],"genre_scores_gemma":[0.989727,0.00006874698,0.009022635,0.00013544719,0.00078137644,0.00005624419,0.00006497004,0.00013436572,0.000009190947],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978951,0.00003452715,0.0006780596,0.00044956175,0.0002717025,0.0006710401],"domain_scores_gemma":[0.99919784,0.00027995752,0.000093891205,0.00016789015,0.00006701462,0.000193431],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004264929,0.00037775573,0.0005520618,0.00019386332,0.0001695871,0.00006415535,0.00021430542,0.00014472732,0.000016367901],"category_scores_gemma":[0.00022127983,0.0004334141,0.0001972736,0.00039215278,0.000013525335,0.00021355772,0.000034581593,0.0004409695,0.000038142585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031709216,0.000010980089,0.0031281987,0.00029772235,0.000046930556,0.000003797971,0.001213984,0.9516882,0.039677378,0.00032113976,0.00006591032,0.0035140775],"study_design_scores_gemma":[0.001335551,0.000042864434,0.000655839,0.00043950905,0.000032359447,0.00000383536,0.00018074362,0.98913205,0.0045523276,0.00076960825,0.002381411,0.00047390186],"about_ca_topic_score_codex":0.000025618578,"about_ca_topic_score_gemma":0.00001534896,"teacher_disagreement_score":0.5560422,"about_ca_system_score_codex":0.00016521149,"about_ca_system_score_gemma":0.000014226304,"threshold_uncertainty_score":0.99981177},"labels":[],"label_agreement":null},{"id":"W3005320607","doi":"10.2118/199294-ms","title":"Unplugging Standalone Sand Control Screens with High-power Shock Waves: An Experimental Study","year":2020,"lang":"en","type":"article","venue":"SPE International Conference and Exhibition on Formation Damage Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Well stimulation; Scanning electron microscope; Energy-dispersive X-ray spectroscopy; Petroleum engineering; Corrosion; Composite material; Geology; Petroleum; Reservoir engineering","score_opus":0.015052655835635873,"score_gpt":0.22818581372802935,"score_spread":0.21313315789239348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3005320607","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7672969,0.00003776718,0.22647597,0.00061498064,0.00018188631,0.00045910405,0.00015928864,0.00037460402,0.0043994915],"genre_scores_gemma":[0.9990738,0.00002050702,0.0001556357,0.00041585683,0.00014090989,0.00003436212,0.00011304524,0.000027069751,0.000018823179],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99894834,0.000031743482,0.00028754145,0.00021140763,0.0003370035,0.00018397746],"domain_scores_gemma":[0.9995037,0.00003133548,0.00005805761,0.000118082906,0.00012853969,0.00016031544],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011223408,0.0002173752,0.00021571406,0.000117712836,0.00009136339,0.00022811891,0.000121170175,0.00004876726,0.00032151176],"category_scores_gemma":[0.000014188224,0.00019867794,0.000029612856,0.00007323197,0.000030384146,0.000883207,0.0000118627195,0.00018376284,0.000033426102],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020874338,0.00067312503,0.0013103717,0.00010654426,0.0005933545,0.000115001574,0.012714543,0.8840415,0.06988571,0.02190194,0.00078932295,0.0057811392],"study_design_scores_gemma":[0.007185516,0.001345141,0.0008880656,0.00009615888,0.000029756611,0.0000089072,0.0033070713,0.97923505,0.0069249785,0.00008102588,0.00052988145,0.00036844],"about_ca_topic_score_codex":0.000007760521,"about_ca_topic_score_gemma":0.000006463211,"teacher_disagreement_score":0.2317769,"about_ca_system_score_codex":0.00005800932,"about_ca_system_score_gemma":0.000012216827,"threshold_uncertainty_score":0.81018513},"labels":[],"label_agreement":null},{"id":"W3005942841","doi":"10.3390/en13040888","title":"A New Method of Lithology Classification Based on Convolutional Neural Network Algorithm by Utilizing Drilling String Vibration Data","year":2020,"lang":"en","type":"article","venue":"Energies","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":65,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China University of Petroleum, Beijing","keywords":"Convolutional neural network; Computer science; Algorithm; Drill string; Vibration; Lithology; Well logging; Geology; String (physics); Pattern recognition (psychology); Artificial intelligence; Drilling; Geophysics; Engineering; Acoustics; Petrology; Mathematics","score_opus":0.041986208120354314,"score_gpt":0.2643785636278589,"score_spread":0.22239235550750458,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3005942841","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00262076,0.0006154748,0.9954201,0.00020893927,0.00038806247,0.00005639049,0.000037594702,0.00037104523,0.00028162988],"genre_scores_gemma":[0.7127306,0.000048173984,0.2861743,0.00009170877,0.0005317147,0.0000043945906,0.00036535875,0.000039254264,0.000014501128],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908054,0.000039302424,0.00026816045,0.0002481264,0.00015603777,0.00020784835],"domain_scores_gemma":[0.9994036,0.00018096351,0.000050819996,0.00026399398,0.000020947346,0.000079700825],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016690444,0.00014950449,0.0001952541,0.000050389717,0.00004805119,0.000027223143,0.00022095055,0.00008196131,0.000015462798],"category_scores_gemma":[0.000049341248,0.00016455665,0.000036190082,0.00023296372,0.000014359024,0.00017118492,0.000039076884,0.00016478484,0.000003107199],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006272588,0.000003302879,0.00004500944,0.00003007132,0.000018260434,7.8385136e-7,0.000059842307,0.9560424,0.01029339,0.00074921286,0.0026175869,0.030133845],"study_design_scores_gemma":[0.00020700076,0.000028992843,0.00024710593,0.000036858975,0.000016485408,0.000001165109,0.00004227214,0.9888664,0.0064083044,0.00003747642,0.003964081,0.00014387359],"about_ca_topic_score_codex":0.000016518034,"about_ca_topic_score_gemma":0.0000010234995,"teacher_disagreement_score":0.71010983,"about_ca_system_score_codex":0.000024577146,"about_ca_system_score_gemma":0.000024916955,"threshold_uncertainty_score":0.67104256},"labels":[],"label_agreement":null},{"id":"W3006530624","doi":"10.22564/6simbgf2014.056","title":"A STUDY OF THE ELASTIC BEHAVIOUR PRESENTED BY DIFERENT TYPES OF SEDIMENTARY ROCKS","year":2014,"lang":"en","type":"article","venue":"Proceedings of the 6 Simpósio Brasileiro de Geofísica","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Discovery Air (Canada)","funders":"Petrobras","keywords":"Sedimentary rock; Geology; Geotechnical engineering; Geochemistry; Petrology","score_opus":0.005002860790337562,"score_gpt":0.1879515620146883,"score_spread":0.18294870122435072,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3006530624","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99842775,0.00014479397,0.00020268312,0.00004527393,0.00031209,0.00035361873,0.000016551388,0.00008325877,0.00041398188],"genre_scores_gemma":[0.9997195,0.000010883367,0.000052389543,0.000017994902,0.000056163433,0.000021001828,0.0000011048626,0.00004454508,0.00007644601],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988151,0.000011028991,0.00039672822,0.00016787567,0.00032301937,0.0002862219],"domain_scores_gemma":[0.9993602,0.000084751286,0.0001627165,0.00023150355,0.00009765817,0.00006319503],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019452877,0.00020692359,0.00031997467,0.00006371134,0.000059560047,0.000012520268,0.0006484305,0.0000759248,0.000007035373],"category_scores_gemma":[0.00012459603,0.00013734555,0.00012527524,0.00027625324,0.000057938076,0.00006644155,0.00021581282,0.00024504546,8.8585017e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007194076,0.0008905604,0.61585736,0.0010838986,0.00036212098,1.7306117e-7,0.0034251173,0.15447918,0.21223557,0.000062948624,0.010646874,0.00088428205],"study_design_scores_gemma":[0.0019335161,0.0006691678,0.24173316,0.0007897085,0.0006246503,0.000010042029,0.0012678503,0.1290912,0.62233657,0.00023222022,0.0007808352,0.000531093],"about_ca_topic_score_codex":0.00013372542,"about_ca_topic_score_gemma":0.000005473085,"teacher_disagreement_score":0.410101,"about_ca_system_score_codex":0.000036865684,"about_ca_system_score_gemma":0.000008347996,"threshold_uncertainty_score":0.56007886},"labels":[],"label_agreement":null},{"id":"W3006824077","doi":"10.1007/s00419-020-01673-8","title":"Vibration analysis of the fully coupled nonlinear finite element model of composite drill strings","year":2020,"lang":"en","type":"article","venue":"Archive of Applied Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Finite element method; Nonlinear system; Drill string; Orthotropic material; Vibration; Structural engineering; Modal analysis; Drill; Engineering; Drilling; Modal; Stiffening; Composite number; Mechanical engineering; Materials science; Composite material; Physics; Acoustics","score_opus":0.008740419476850251,"score_gpt":0.1743018056760944,"score_spread":0.16556138619924415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3006824077","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07570133,0.000014441536,0.92340034,0.000022900555,0.000031064494,0.00015023237,0.00013089653,0.000046775003,0.00050201005],"genre_scores_gemma":[0.97036123,0.000044456792,0.029479614,0.00002866183,0.000014161497,0.000004979562,0.000044407985,0.000021188365,0.0000012992359],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991835,0.0000047755207,0.00036930275,0.00011969843,0.00020084257,0.00012191055],"domain_scores_gemma":[0.99954224,0.000060044527,0.000112564485,0.00020609665,0.00003286553,0.000046216006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007851178,0.00011976582,0.00031914326,0.000101240104,0.000017866147,0.0000036045901,0.00019064562,0.000034271092,0.000005052431],"category_scores_gemma":[0.000008366936,0.00010751025,0.00014138065,0.00042863307,0.000012722472,0.000020758123,0.000062443745,0.000108500586,7.268058e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016013746,0.000009437014,0.000002825264,0.00008571766,0.00025036812,4.5130243e-8,0.0005223913,0.6518383,0.33916384,0.007951559,0.0000038497706,0.00015566454],"study_design_scores_gemma":[0.00017566628,0.000020993564,0.000009892606,0.00001606309,0.00026065443,2.1374412e-8,0.000036690446,0.79951346,0.19920357,0.00066754624,0.000022705999,0.00007276045],"about_ca_topic_score_codex":0.000004637303,"about_ca_topic_score_gemma":0.0000043961013,"teacher_disagreement_score":0.8946599,"about_ca_system_score_codex":0.0000101313,"about_ca_system_score_gemma":0.000014187915,"threshold_uncertainty_score":0.43841407},"labels":[],"label_agreement":null},{"id":"W3006915478","doi":"10.2118/199565-ms","title":"Rolling Depth-Of-Cut Control Improves Tool-Face Control and Overall ROP During Steerable Motor Applications","year":2020,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Torque; Drilling; Rate of penetration; Drill; Vibration; Limiter; Drill bit; Penetration depth; Engineering; Computer science; Simulation; Mechanical engineering; Acoustics; Electrical engineering","score_opus":0.008250711265108715,"score_gpt":0.19886212782486304,"score_spread":0.19061141655975433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3006915478","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46126282,0.00058270723,0.53599215,0.0005039949,0.00020042612,0.00031540077,0.00008253152,0.00023962854,0.00082034065],"genre_scores_gemma":[0.9975834,0.00090581604,0.0009162867,0.00009592413,0.00033332096,0.00005211581,0.00003219377,0.000032610977,0.000048339807],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890596,0.000014026148,0.0003730161,0.0002847587,0.00020114744,0.00022111247],"domain_scores_gemma":[0.9994738,0.00009581764,0.00007635112,0.00010519424,0.00013249794,0.00011634705],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000100983074,0.0002102122,0.00026891247,0.00009591817,0.000085396656,0.00013030398,0.00012160699,0.00009812103,0.000018358613],"category_scores_gemma":[0.00004081453,0.00022814372,0.000060983948,0.000069124406,0.00004387482,0.0003213968,0.000023776136,0.00020440551,0.000009100696],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011801076,0.000026627382,0.0011621411,0.0004007414,0.00024401363,0.000006264898,0.0007038614,0.40579745,0.5775631,0.004352105,0.000028133196,0.00959756],"study_design_scores_gemma":[0.001492903,0.000050292358,0.0017233803,0.00016456116,0.000041900188,0.000009743837,0.00008377599,0.9785764,0.015770514,0.0007744106,0.0010231425,0.00028897932],"about_ca_topic_score_codex":0.000020469748,"about_ca_topic_score_gemma":0.000004228015,"teacher_disagreement_score":0.57277894,"about_ca_system_score_codex":0.00003583293,"about_ca_system_score_gemma":0.000016162854,"threshold_uncertainty_score":0.93034303},"labels":[],"label_agreement":null},{"id":"W3007561941","doi":"10.2118/200482-pa","title":"Evaluation of Formation Damage of Oil-Based Drilling Fluids Weighted with Micronized Ilmenite or Micronized Barite","year":2020,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drilling fluid; Petroleum engineering; Rheology; Drilling; Permeability (electromagnetism); Oil field; Ilmenite; Lost circulation; Geology; Materials science; Mineralogy; Composite material; Metallurgy; Chemistry","score_opus":0.034192853611467205,"score_gpt":0.2267855733917914,"score_spread":0.1925927197803242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3007561941","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.53975487,0.00038381715,0.45859334,0.00006343617,0.00016563907,0.0002495431,0.000035506833,0.00029740852,0.00045645708],"genre_scores_gemma":[0.9721148,0.00012225931,0.027180752,0.000027404418,0.0001252148,0.000018398243,0.000321289,0.00007944352,0.000010463021],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978679,0.00010409067,0.00072232715,0.0002657296,0.00072432676,0.00031563346],"domain_scores_gemma":[0.998738,0.00013232669,0.00019421798,0.00027968813,0.00054915133,0.00010665024],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00077731564,0.000306893,0.0005124871,0.00023631005,0.00007755671,0.000037237223,0.0001794683,0.00011959184,0.00012493861],"category_scores_gemma":[0.00009200992,0.0002835778,0.00011393888,0.0006242913,0.00005331266,0.00024245527,0.000018923804,0.00021145045,0.000014358419],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014659774,0.000018662393,0.000060101356,0.0005019533,0.00006785199,0.0000012535883,0.00047999786,0.6464714,0.34820473,0.000025150493,0.000027299759,0.00399498],"study_design_scores_gemma":[0.0023420083,0.00011714186,0.00012622653,0.0004165328,0.00020850239,0.0000028504994,0.000058811915,0.7833472,0.21213517,0.000019856843,0.0009649334,0.00026081238],"about_ca_topic_score_codex":0.000022140102,"about_ca_topic_score_gemma":0.000014955764,"teacher_disagreement_score":0.4323599,"about_ca_system_score_codex":0.00015985244,"about_ca_system_score_gemma":0.00007880115,"threshold_uncertainty_score":0.9999616},"labels":[],"label_agreement":null},{"id":"W3007886127","doi":"10.2118/199585-ms","title":"Gyro Wellbore Placement Using Advanced Solid-State Sensor Technology","year":2020,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Gyroscope; Measurement while drilling; Wellbore; Drilling; Petroleum engineering; Engineering; Mechanical engineering; Aerospace engineering","score_opus":0.01799229746772981,"score_gpt":0.24225525111851523,"score_spread":0.2242629536507854,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3007886127","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5762216,0.00023102283,0.41875437,0.0014364041,0.0007239564,0.00015098225,0.00003872055,0.0006398007,0.0018031485],"genre_scores_gemma":[0.9948288,0.00074314355,0.0039570425,0.000117147225,0.00021515471,0.000009056061,0.00004726511,0.00003491024,0.00004746281],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99901104,0.000007594812,0.00027851437,0.0002690547,0.00018736842,0.00024642175],"domain_scores_gemma":[0.9996191,0.000024920844,0.00004506137,0.000094283365,0.00011251469,0.00010409234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000058522633,0.00020064546,0.00018678729,0.00015791765,0.000068107605,0.000084703104,0.00012222337,0.00009342237,0.00006379065],"category_scores_gemma":[0.00003350113,0.00022158556,0.000042117746,0.00014782413,0.000042881868,0.00020430943,0.00004301644,0.00022145387,0.000039520666],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021375354,0.000009126144,0.00018691557,0.00006452766,0.00006173579,0.000019229337,0.0004466218,0.88547,0.09888447,0.0008600351,0.0000718569,0.013904142],"study_design_scores_gemma":[0.00039657278,0.00003871552,0.000033267526,0.00018910704,0.000012812704,0.000017601607,0.00022441027,0.95232284,0.041540224,0.0009299379,0.004031631,0.00026286786],"about_ca_topic_score_codex":0.0000054196407,"about_ca_topic_score_gemma":0.000002940822,"teacher_disagreement_score":0.41860723,"about_ca_system_score_codex":0.00006655908,"about_ca_system_score_gemma":0.000016938042,"threshold_uncertainty_score":0.9035997},"labels":[],"label_agreement":null},{"id":"W3008037595","doi":"10.2118/199636-ms","title":"Hole Cleaning in Horizontal Wells Using Viscoelastic Fluids-An Experimental Study of Drilling Fluid Properties on the Bed Erosion Dynamics","year":2020,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; Alberta Energy","funders":"","keywords":"Turbulence; Mechanics; Particle image velocimetry; Viscoelasticity; Materials science; Reynolds number; Rheology; Drilling fluid; Fluid dynamics; Geotechnical engineering; Geology; Composite material; Drilling; Physics","score_opus":0.039338529502588766,"score_gpt":0.2405310680771371,"score_spread":0.20119253857454833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3008037595","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9593684,0.00007965554,0.039545204,0.00008959273,0.00038857918,0.0002455554,0.000009918578,0.000109616434,0.00016346987],"genre_scores_gemma":[0.9993273,0.0000675867,0.0003408552,0.000036278587,0.00014739268,0.000013421569,0.000024423402,0.000039648487,0.000003078036],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987405,0.000040474104,0.00040415276,0.0002891077,0.00032089345,0.0002048701],"domain_scores_gemma":[0.99962246,0.000055190983,0.000058853893,0.00011898711,0.0000698507,0.00007467348],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015802735,0.00022550933,0.00022578797,0.00013774533,0.000096078205,0.00012060789,0.00017777205,0.00007358661,0.000020766149],"category_scores_gemma":[0.00003173949,0.00019566964,0.000043212895,0.00013363361,0.000043612396,0.000308925,0.0000416749,0.00025560186,0.0000058978085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000058092286,0.0001134781,0.00043531327,0.000029433206,0.000026946558,0.0000059764816,0.004343805,0.6965498,0.29731774,0.0005726431,0.0000026170433,0.0005441665],"study_design_scores_gemma":[0.0004621631,0.0004013868,0.000099335215,0.00041232578,0.000012476766,0.0000030234903,0.005238802,0.9133101,0.07979593,0.000056724846,0.000005971199,0.00020174409],"about_ca_topic_score_codex":0.000116247495,"about_ca_topic_score_gemma":0.000038262457,"teacher_disagreement_score":0.21752183,"about_ca_system_score_codex":0.00012195753,"about_ca_system_score_gemma":0.0000149816815,"threshold_uncertainty_score":0.7979176},"labels":[],"label_agreement":null},{"id":"W3008307535","doi":"10.2118/199654-ms","title":"Simplifying Well Abandonments Using Shale as a Barrier","year":2020,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"PQ Corporation (Canada)","funders":"","keywords":"Oil shale; Casing; Geology; Drilling; Petroleum engineering; Creep; Submarine pipeline; Completion (oil and gas wells); Geotechnical engineering; Abandonment (legal); Mining engineering; Engineering; Mechanical engineering; Materials science; Paleontology","score_opus":0.026418347287131837,"score_gpt":0.238141788063633,"score_spread":0.21172344077650118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3008307535","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7045398,0.00021165091,0.2819102,0.00035627198,0.0007445673,0.00012802228,0.000026740727,0.00038215428,0.011700602],"genre_scores_gemma":[0.9975345,0.00044703603,0.0011925027,0.00024239432,0.00043119708,0.000006236927,0.00004682705,0.000035628156,0.000063668005],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990333,0.000009214047,0.00024896293,0.0002524287,0.0002333464,0.00022277959],"domain_scores_gemma":[0.9996281,0.000032843906,0.000036264566,0.000080715465,0.000063578846,0.00015846327],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007038549,0.0001886941,0.00016241905,0.00008637376,0.00007858643,0.00015251036,0.00012086793,0.00008528524,0.0002799973],"category_scores_gemma":[0.00003465368,0.00021004117,0.000056263016,0.0000851732,0.000027794798,0.00030758698,0.000040349292,0.0001900993,0.00011482084],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054341104,0.000027367823,0.002390251,0.00022171042,0.00022220236,0.0000621428,0.002747714,0.7926874,0.18474278,0.0032862804,0.00039027235,0.013167502],"study_design_scores_gemma":[0.00038601455,0.000024745388,0.00011567281,0.00018264097,0.000018132945,0.000022828037,0.00013030549,0.9773835,0.015409369,0.0010958101,0.004960551,0.0002704351],"about_ca_topic_score_codex":0.000026866524,"about_ca_topic_score_gemma":0.0000018152181,"teacher_disagreement_score":0.2929947,"about_ca_system_score_codex":0.000053987373,"about_ca_system_score_gemma":0.000015756634,"threshold_uncertainty_score":0.856523},"labels":[],"label_agreement":null},{"id":"W3008374625","doi":"10.2118/199614-ms","title":"Improved Channeling and Gas Migration Issues Using Foam Cement: Case History, Montney Formation","year":2020,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cement; Casing; Annulus (botany); Petroleum engineering; Materials science; Oil well; Geotechnical engineering; Composite material; Geology","score_opus":0.03547151380963887,"score_gpt":0.2281591918016848,"score_spread":0.19268767799204595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3008374625","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.54375863,0.0013005058,0.45226532,0.0011061843,0.00065952993,0.00016585666,0.000019443209,0.00029310153,0.00043141248],"genre_scores_gemma":[0.9952192,0.0019672227,0.0021412866,0.00009116628,0.00043096836,0.00000987234,0.00009332343,0.000025853431,0.000021132248],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916786,0.000012138323,0.00028433604,0.00022035486,0.00014320048,0.00017209018],"domain_scores_gemma":[0.99963164,0.00002139917,0.00005933274,0.000068914334,0.000110830064,0.00010789281],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001000164,0.00018082275,0.00014971386,0.00011481476,0.00007935315,0.00011916505,0.00005670787,0.000082485945,0.00003414252],"category_scores_gemma":[0.00003332307,0.00020344756,0.00003419681,0.00005304718,0.000024895391,0.00061272585,0.000026342006,0.00014336099,0.0000050372087],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008520577,0.0000409074,0.00021087324,0.0007872047,0.00019962121,0.00018934453,0.018978572,0.5592735,0.35400358,0.0036794515,0.00089968217,0.061652087],"study_design_scores_gemma":[0.00029405853,0.000036681107,0.000007177495,0.00015476029,0.000022018277,0.00013900774,0.00035847267,0.9861606,0.009151827,0.00041631644,0.003040451,0.00021863914],"about_ca_topic_score_codex":0.0001665087,"about_ca_topic_score_gemma":0.000050441366,"teacher_disagreement_score":0.45146054,"about_ca_system_score_codex":0.00012754093,"about_ca_system_score_gemma":0.000011033235,"threshold_uncertainty_score":0.8296351},"labels":[],"label_agreement":null},{"id":"W3008696002","doi":"10.2118/199611-ms","title":"Guidance for Calibration of a Directional Drilling Wellbore Propagation Model Using Field Data","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Calibration; Drill string; Trajectory; Computer science; Directional drilling; Wellbore; Field (mathematics); Test data; Propagation of uncertainty; Drilling; Set (abstract data type); Measurement while drilling; Simulation; Algorithm; Geology; Engineering; Mathematics; Statistics; Petroleum engineering; Mechanical engineering","score_opus":0.06290997132699812,"score_gpt":0.25332004822776677,"score_spread":0.19041007690076867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3008696002","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005545909,0.00007866316,0.9932543,0.000108858396,0.00011082048,0.000118134325,0.000028342147,0.00021006119,0.0005449022],"genre_scores_gemma":[0.8884089,0.000015038763,0.11128418,0.000045859335,0.00014626901,0.0000049940977,0.000058374757,0.000021062695,0.00001535079],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99953014,0.0000025236964,0.00017642116,0.00012651457,0.00007589685,0.00008850098],"domain_scores_gemma":[0.99975127,0.000036030917,0.000020392748,0.00013113098,0.00002791557,0.000033261076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006528805,0.0000708919,0.00009148723,0.000026140735,0.000024959505,0.000012789862,0.00010044298,0.000041227686,0.0000051148872],"category_scores_gemma":[0.000057389832,0.00007307321,0.000022394664,0.0000988917,0.000004136346,0.00021106238,0.000019665244,0.000046310426,3.5021583e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000470482,0.0000022489098,0.000026003492,0.00015403637,0.000010974873,6.440981e-8,0.00006667792,0.9675712,0.030560229,0.00021288366,0.00069929886,0.00069168734],"study_design_scores_gemma":[0.00008895123,0.000010307119,0.0000014332762,0.000030880135,0.000009687626,3.7518018e-7,0.00000799338,0.92837864,0.07102801,0.000095426185,0.00026897257,0.00007932595],"about_ca_topic_score_codex":0.000008441687,"about_ca_topic_score_gemma":0.000002474631,"teacher_disagreement_score":0.882863,"about_ca_system_score_codex":0.00001131504,"about_ca_system_score_gemma":0.000014553522,"threshold_uncertainty_score":0.2979839},"labels":[],"label_agreement":null},{"id":"W3008928168","doi":"10.2118/199672-ms","title":"Accounting for Hydraulics and Vibration in MSE Calculations to Estimate Formation Properties","year":2020,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Drill string; Vibration; Drill; Drill bit; Mean squared error; Specific energy; Work (physics); Geology; Torque; Geotechnical engineering; Engineering; Mathematics; Mechanical engineering; Statistics; Acoustics; Physics","score_opus":0.0289842321561006,"score_gpt":0.24699991798118937,"score_spread":0.21801568582508876,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3008928168","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43119544,0.00004796803,0.56624705,0.0014276969,0.00013977905,0.00019830008,0.000009443086,0.00012769038,0.0006066611],"genre_scores_gemma":[0.9953709,0.00009558854,0.0041297013,0.00011811964,0.00015223598,0.00004435634,0.000063660715,0.000016798407,0.000008628883],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935895,0.000005261111,0.00022995648,0.00015163036,0.00012336746,0.00013086208],"domain_scores_gemma":[0.9997339,0.000028753322,0.000026341531,0.000038969138,0.000109106346,0.00006291916],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010408947,0.00011112827,0.00010556589,0.00011477158,0.00005662595,0.00015826258,0.000048449776,0.000052848907,0.0000038116818],"category_scores_gemma":[0.000098136465,0.000118752076,0.000018569392,0.000087324246,0.000011575058,0.00053083187,0.000019293095,0.00007968798,0.0000053300737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020610169,0.0000065387994,0.00044263856,0.00016608293,0.000012306643,7.646664e-7,0.0023481967,0.919847,0.056385648,0.0025051965,0.000044177068,0.018220823],"study_design_scores_gemma":[0.00023756834,0.00002299434,0.0012249146,0.00020095303,0.000005997121,0.0000033352717,0.00010894945,0.9870135,0.009518572,0.0006239406,0.000895822,0.00014344319],"about_ca_topic_score_codex":0.000014837688,"about_ca_topic_score_gemma":0.000055990662,"teacher_disagreement_score":0.5641755,"about_ca_system_score_codex":0.000044911118,"about_ca_system_score_gemma":0.000010466645,"threshold_uncertainty_score":0.4842569},"labels":[],"label_agreement":null},{"id":"W3009034069","doi":"10.2118/199678-ms","title":"Analysis of Torsional Stick-Slip Situations Observed with Downhole High-Frequency Magnetometer Data","year":2020,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Drill string; Rotational speed; Borehole; Slip (aerodynamics); Drill pipe; Mechanics; Drill; Geology; Acoustics; Engineering; Geotechnical engineering; Physics; Mechanical engineering","score_opus":0.051107109059167495,"score_gpt":0.23166310969352455,"score_spread":0.18055600063435706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3009034069","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5733418,0.0001213796,0.42354214,0.0008244431,0.00026932248,0.00009733496,0.00047429823,0.00018276561,0.0011465452],"genre_scores_gemma":[0.99116415,0.00024497806,0.0066564954,0.000059463975,0.00016368493,0.0000065001573,0.0016616575,0.000018792349,0.00002430946],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989135,0.00001282847,0.00030859542,0.00029942978,0.000312999,0.00015262912],"domain_scores_gemma":[0.9993463,0.00008249731,0.00006234211,0.00022546774,0.00018075248,0.00010263455],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010023624,0.00016329486,0.0002454109,0.00023093847,0.00004321611,0.00007821712,0.0002663487,0.000065340835,0.000280067],"category_scores_gemma":[0.000052944735,0.00015553745,0.000042739477,0.00040765526,0.000045549885,0.0003869985,0.000060832648,0.00014010149,0.000012955514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003938671,0.000043019678,0.00530854,0.000111838184,0.0012558557,0.000012578409,0.00071036466,0.9403495,0.040806282,0.0043288437,0.00018725396,0.006846544],"study_design_scores_gemma":[0.0003130581,0.000057439684,0.0074545117,0.0001018089,0.00030977023,0.000002430893,0.000066831046,0.9888807,0.0018074362,0.00045904957,0.00032372234,0.00022322376],"about_ca_topic_score_codex":0.0000756874,"about_ca_topic_score_gemma":0.000047187932,"teacher_disagreement_score":0.41782236,"about_ca_system_score_codex":0.000027507012,"about_ca_system_score_gemma":0.000025008121,"threshold_uncertainty_score":0.63426334},"labels":[],"label_agreement":null},{"id":"W3009694742","doi":"","title":"Length-to-Diameter Ratio (L/D) of Rotary Sidewall Cores and Its Implications for Estimating Compressive Strengths (UCS or CCS) in Petroleum Geomechanics","year":2019,"lang":"en","type":"article","venue":"53rd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Geomechanics; Petroleum engineering; Petroleum; Compressive strength; Geotechnical engineering; Geology; Materials science; Composite material","score_opus":0.011151424018580937,"score_gpt":0.22823002241138204,"score_spread":0.2170785983928011,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3009694742","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.046936307,0.00057371735,0.94738805,0.00019989813,0.0018169882,0.0020420286,0.00044304892,0.00050616724,0.000093819486],"genre_scores_gemma":[0.98253894,0.00038086707,0.015740985,0.00009051276,0.00017963686,0.0004910343,0.00012952733,0.00027442764,0.00017405578],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99653953,0.000048358834,0.0011580992,0.0008709862,0.0003533736,0.0010296481],"domain_scores_gemma":[0.9975761,0.000724955,0.00026204792,0.0008163773,0.00027239384,0.00034809017],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00051000726,0.0007327347,0.001024913,0.0006959322,0.00015229835,0.000098637174,0.00064715376,0.00041337515,0.000048552745],"category_scores_gemma":[0.00023831465,0.00077468524,0.00019775744,0.0006607184,0.0000034556735,0.00038896018,0.00031233122,0.0005208831,0.000043530523],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000066580236,0.00006563638,0.000010301093,0.00070497737,0.000106664265,0.0000030730987,0.0004280522,0.8167669,0.16850094,0.012521414,0.00013202557,0.0006934009],"study_design_scores_gemma":[0.001386156,0.00046718863,0.000005188367,0.00047526555,0.0000917926,0.000027549635,0.00015910901,0.95471334,0.037860412,0.0033766564,0.00061535806,0.00082195],"about_ca_topic_score_codex":0.000027138927,"about_ca_topic_score_gemma":0.000085863496,"teacher_disagreement_score":0.93560266,"about_ca_system_score_codex":0.00021934218,"about_ca_system_score_gemma":0.0000989129,"threshold_uncertainty_score":0.9994704},"labels":[],"label_agreement":null},{"id":"W3009809626","doi":"10.1109/bdkcse48644.2019.9010651","title":"Effect of In-Drilling Alignment with General Dynamic Error Model on Azimuth Estimation","year":2019,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Azimuth; Calibration; Trajectory; Observability; Inertial measurement unit; Inertial navigation system; Directional drilling; Computer science; Inertial frame of reference; Control theory (sociology); Drilling; Computer vision; Artificial intelligence; Engineering; Mechanical engineering; Mathematics","score_opus":0.002883067540741678,"score_gpt":0.20158092175885678,"score_spread":0.1986978542181151,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3009809626","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7690641,0.000014751936,0.22791992,0.0000030467545,0.00008080702,0.0001391098,0.0000012628846,0.000117208,0.0026597984],"genre_scores_gemma":[0.99347323,0.000005902895,0.0062694084,0.0000046882838,0.0000065486192,0.000009342344,0.000006934029,0.000031888503,0.00019207336],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99945974,0.000007122254,0.00013797887,0.00011457311,0.0001241933,0.00015636039],"domain_scores_gemma":[0.99976784,0.00003604208,0.000013850637,0.00014880959,0.000005838816,0.000027637983],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001212924,0.00012995988,0.00017186668,0.00010062891,0.00000631491,0.000006742693,0.000051637173,0.00004103848,0.000007832711],"category_scores_gemma":[0.00000271849,0.000100971876,0.000026387484,0.00008698247,0.000004505443,0.00005488483,0.000005833465,0.00007932687,0.000022782926],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001632287,0.0000053545627,0.000263547,0.00015609227,0.0000120258965,7.140683e-7,0.00006270523,0.99226373,0.0053419885,0.0001871797,0.000003380079,0.0016869709],"study_design_scores_gemma":[0.00046321927,0.00016624201,0.00010068412,0.00013121903,0.00000710088,8.7786117e-7,0.00000347172,0.9706823,0.028304623,0.000016559155,0.0000031793634,0.00012050402],"about_ca_topic_score_codex":0.000008963917,"about_ca_topic_score_gemma":0.000003834368,"teacher_disagreement_score":0.22440912,"about_ca_system_score_codex":0.00007265114,"about_ca_system_score_gemma":0.0000042002725,"threshold_uncertainty_score":0.41175136},"labels":[],"label_agreement":null},{"id":"W3010844976","doi":"","title":"A Prediction Model for Extension Limit of Horizontal Drilling Based on Leakage Pressure in Carbonate Formations","year":2019,"lang":"en","type":"article","venue":"53rd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Leakage (economics); Petroleum engineering; Geology; Drilling; Carbonate; Extension (predicate logic); Drilling fluid; Limit (mathematics); Engineering; Computer science; Mathematics; Materials science; Mechanical engineering; Metallurgy; Mathematical analysis","score_opus":0.010189357928741828,"score_gpt":0.18638641781093498,"score_spread":0.17619705988219317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3010844976","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013789279,0.00018912935,0.98165345,0.0000413783,0.0016856635,0.0012191322,0.00027170152,0.00054968067,0.0006005801],"genre_scores_gemma":[0.9972638,0.00013780744,0.0018880828,0.000034281253,0.00008710588,0.00016743728,0.00014384155,0.00016692656,0.0001107127],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977335,0.000022834438,0.0007181578,0.0004835263,0.00041297835,0.00062902604],"domain_scores_gemma":[0.9988469,0.000118109296,0.00013349036,0.00061716384,0.0001506713,0.00013367088],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000446599,0.00044054416,0.0005372933,0.0005606298,0.000087258115,0.00003631796,0.00029879675,0.00037913088,0.000010291467],"category_scores_gemma":[0.00003716461,0.0004948535,0.0002256309,0.0003999304,0.0000019499685,0.00029878138,0.000060149945,0.00041012195,0.000016759206],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006323221,0.000060737588,0.0000030143115,0.00051376846,0.000037265818,9.888046e-7,0.00022436182,0.847249,0.14546472,0.0062315473,0.000045399436,0.00010602263],"study_design_scores_gemma":[0.0013005615,0.00034719924,8.484311e-7,0.00042278712,0.00007704349,0.000003349363,0.00004588605,0.95546126,0.039687566,0.0018734537,0.00035423884,0.00042579017],"about_ca_topic_score_codex":0.000010330703,"about_ca_topic_score_gemma":0.000012911388,"teacher_disagreement_score":0.98347455,"about_ca_system_score_codex":0.00018452406,"about_ca_system_score_gemma":0.00005726633,"threshold_uncertainty_score":0.9997503},"labels":[],"label_agreement":null},{"id":"W3011184698","doi":"10.2118/199857-ms","title":"Optimized Milling and Intervention Operations in Low Pressure Wells by Combining Real-Time Downhole Telemetry and Diverting Agents","year":2020,"lang":"en","type":"article","venue":"SPE/ICoTA Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Telemetry; Inflow; Petroleum engineering; Engineering; Computer science; Environmental science; Geology; Telecommunications; Oceanography","score_opus":0.011985020782390466,"score_gpt":0.22209400707578617,"score_spread":0.2101089862933957,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011184698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90264106,0.0012013053,0.09390061,0.0002270247,0.00017631828,0.00034391467,0.000045776134,0.00025543716,0.0012085297],"genre_scores_gemma":[0.9969796,0.0015050482,0.0010700248,0.000034555378,0.00004736594,0.000018092627,0.00016747323,0.00002958321,0.00014828524],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987592,0.00006326831,0.00048517843,0.00033986117,0.00011759365,0.00023491561],"domain_scores_gemma":[0.99964184,0.00003449206,0.00005733972,0.00009114392,0.00004216516,0.00013304019],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002545097,0.00022257879,0.00027934826,0.00012302028,0.000097541495,0.0002355426,0.000068998335,0.00011840509,0.00020677327],"category_scores_gemma":[0.000035669353,0.0002518502,0.000060094546,0.00013636013,0.00004192623,0.00045463152,0.000076840864,0.0002353574,0.000019209072],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00024946957,0.00040684335,0.0052906573,0.0057513276,0.00047586387,0.000035105688,0.006183498,0.7138644,0.2045198,0.00089257036,0.004796725,0.057533756],"study_design_scores_gemma":[0.0016176775,0.00013902702,0.00055516144,0.0013369163,0.00004834295,0.0000050847166,0.00046453954,0.986208,0.008894978,0.00007149756,0.00037080262,0.00028798007],"about_ca_topic_score_codex":0.0001946081,"about_ca_topic_score_gemma":0.000011779023,"teacher_disagreement_score":0.2723436,"about_ca_system_score_codex":0.000021709944,"about_ca_system_score_gemma":0.0000037186978,"threshold_uncertainty_score":0.9999934},"labels":[],"label_agreement":null},{"id":"W3011398201","doi":"10.2118/191640-pa","title":"A Dynamic Model with Friction for Comprehensive Tubular-Stress Analysis","year":2020,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Mechanics; Dynamic load testing; Displacement (psychology); Structural engineering; Stress (linguistics); Engineering; Mechanical engineering; Physics","score_opus":0.022740645273829154,"score_gpt":0.22021719944920656,"score_spread":0.1974765541753774,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3011398201","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13173923,0.00018006204,0.86661696,0.00011332024,0.00010448709,0.00019227373,0.00006542724,0.0008357186,0.00015249054],"genre_scores_gemma":[0.9723086,0.000055367855,0.027038457,0.000049268114,0.00008917135,0.000026164837,0.0003624323,0.000057180925,0.000013372227],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990817,0.000008076517,0.0002174588,0.0002677885,0.00016618356,0.00025883413],"domain_scores_gemma":[0.99955094,0.00005098373,0.000038019898,0.00016382182,0.00009163757,0.00010462186],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000038921622,0.0002085112,0.00031513852,0.00014560227,0.0000936396,0.00004990156,0.000099105644,0.00006591054,0.0000063885127],"category_scores_gemma":[0.000009091497,0.00021263925,0.00013921679,0.0005230594,0.000015598804,0.0000888399,0.000010575647,0.00014134245,0.000012137532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023593362,0.000006865059,0.00017655868,0.00013041668,0.00028443444,0.0000013776827,0.00028068916,0.99107283,0.007563791,0.00014127091,0.00007785254,0.0002402951],"study_design_scores_gemma":[0.0003235293,0.000052413638,0.00046200794,0.000038286165,0.0003060533,0.0000013672436,0.000048644524,0.9965376,0.0009863055,0.00006516683,0.0009152108,0.0002633806],"about_ca_topic_score_codex":0.000009504088,"about_ca_topic_score_gemma":0.000015308498,"teacher_disagreement_score":0.8405694,"about_ca_system_score_codex":0.00006965262,"about_ca_system_score_gemma":0.0000070316255,"threshold_uncertainty_score":0.8671177},"labels":[],"label_agreement":null},{"id":"W3012035649","doi":"10.2118/199802-ms","title":"A Success Story: Utilizing Different Variables in Design and Execution of Coiled Tubing Extended Reach Milling Operations","year":2020,"lang":"en","type":"article","venue":"SPE/ICoTA Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Coiled tubing; Engineering; Asset (computer security); Petroleum engineering; Mechanical engineering; String (physics); Computer science","score_opus":0.02894165745489015,"score_gpt":0.23423778727812652,"score_spread":0.20529612982323636,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012035649","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5238901,0.00065977126,0.47476143,0.00007894987,0.00010640622,0.0001750576,0.0000055181513,0.00009629828,0.0002265148],"genre_scores_gemma":[0.99722964,0.0009673008,0.0016364387,0.000011859153,0.00004477201,0.00002414988,0.000049612525,0.0000216595,0.00001456982],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989941,0.00008469869,0.00037597358,0.00024974757,0.00011135026,0.00018413151],"domain_scores_gemma":[0.99967235,0.000053429245,0.000044993234,0.00009068064,0.000053403015,0.00008516996],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025765464,0.00018209635,0.00026339406,0.00014578049,0.000065714004,0.000089480876,0.00006245114,0.00009345471,0.000050297054],"category_scores_gemma":[0.000037981037,0.00019465107,0.000053592652,0.00014280372,0.00003761582,0.00030383325,0.000030176237,0.00021194748,0.000002713344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012203284,0.00015521345,0.0012294137,0.0020981976,0.000109171524,0.000011307961,0.0034318373,0.5698948,0.39071935,0.0070089204,0.00012424821,0.025095489],"study_design_scores_gemma":[0.00069152476,0.00012233628,0.001242714,0.0010656946,0.000030903182,0.0000042014635,0.0005556857,0.960193,0.03551131,0.00032960274,0.00005133523,0.00020168921],"about_ca_topic_score_codex":0.00007261695,"about_ca_topic_score_gemma":0.000033417484,"teacher_disagreement_score":0.4733396,"about_ca_system_score_codex":0.000036993973,"about_ca_system_score_gemma":0.000008853141,"threshold_uncertainty_score":0.79376405},"labels":[],"label_agreement":null},{"id":"W3012068768","doi":"10.4095/321967","title":"Influence of drilling technique on a borehole geophysical dataset - a case study in New Brunswick","year":2020,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Borehole; Geology; Drilling; Geophysics; Seismology; Paleontology; Engineering","score_opus":0.022478505994926557,"score_gpt":0.27211482546032395,"score_spread":0.24963631946539738,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3012068768","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96882737,0.00048770237,0.016564922,0.000021777849,0.00054211763,0.0027612834,0.0006728697,0.0015448927,0.008577042],"genre_scores_gemma":[0.9979288,0.00019942058,0.00095971936,0.000012486148,0.00028841617,0.00003294841,0.00030820086,0.00013403963,0.0001359707],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980618,0.00002038264,0.0006831009,0.0004327421,0.0004842654,0.00031773938],"domain_scores_gemma":[0.99900395,0.00009806991,0.00007706745,0.00060372474,0.000045307035,0.00017188082],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023043527,0.00044075277,0.0007630135,0.00031034244,0.000017495831,0.000024780042,0.00026040475,0.00024741434,0.000008875836],"category_scores_gemma":[0.00008180603,0.00044301993,0.00008937199,0.00048812033,0.000016747597,0.00008265263,0.00008773386,0.0009477945,0.000020270314],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000059377417,0.000101533566,0.0006486713,0.000724416,0.00009207524,0.0037446343,0.0002124857,0.98780364,0.00029695893,0.00001363004,0.0055633844,0.00079262553],"study_design_scores_gemma":[0.005522912,0.0037428553,0.013702646,0.011547472,0.000986201,0.008067027,0.0016721084,0.49780706,0.02328657,0.00015428611,0.42371392,0.009796953],"about_ca_topic_score_codex":0.024571316,"about_ca_topic_score_gemma":0.0019169406,"teacher_disagreement_score":0.4899966,"about_ca_system_score_codex":0.00016636577,"about_ca_system_score_gemma":0.0006628535,"threshold_uncertainty_score":0.9998022},"labels":[],"label_agreement":null},{"id":"W3014214413","doi":"10.3968/11522","title":"Five-Section Trajectory Design of Thick Glutenite Reservoir in Shengli Oilfield","year":2019,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Trajectory; Drilling; Drill string; Petroleum engineering; Displacement (psychology); Software deployment; Drilling fluid; Section (typography); Engineering; Directional drilling; Drag; Geology; Marine engineering; Computer science; Mechanical engineering","score_opus":0.014061164621408013,"score_gpt":0.21544635982157798,"score_spread":0.20138519520016995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3014214413","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3405546,0.003705637,0.65175736,0.000031111187,0.0011167274,0.00021662527,9.4127313e-7,0.00015712914,0.0024598937],"genre_scores_gemma":[0.98942125,0.0023907486,0.007986834,0.00000918481,0.000023497823,0.000038583723,0.0000064609476,0.000014416569,0.0001090252],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931294,0.000019396024,0.00027853955,0.0001354339,0.000113710754,0.0001399818],"domain_scores_gemma":[0.99978477,0.0000638661,0.000025725261,0.0000828539,0.000017013128,0.000025785575],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021256102,0.000106326246,0.00015083904,0.00021989261,0.0000142419385,0.000010239816,0.000050761602,0.00005947685,0.00001017606],"category_scores_gemma":[0.000014699558,0.000111264155,0.000010233398,0.00015296346,0.000008742518,0.0004946813,0.000011131791,0.00013916788,0.000007762301],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001875803,0.000011037449,0.0018999525,0.00010416804,0.000004055021,0.0000012702121,0.001496735,0.9902999,0.00078312133,0.00005370293,0.000009520545,0.005317824],"study_design_scores_gemma":[0.0010267512,0.00007118642,0.002538567,0.0002858458,0.0000018854629,0.0000017545424,0.0011139526,0.97069496,0.012451729,0.00027718407,0.011222909,0.0003132934],"about_ca_topic_score_codex":0.0000041926187,"about_ca_topic_score_gemma":0.000061564395,"teacher_disagreement_score":0.64886665,"about_ca_system_score_codex":0.00006560218,"about_ca_system_score_gemma":0.000020465524,"threshold_uncertainty_score":0.45372203},"labels":[],"label_agreement":null},{"id":"W3014392393","doi":"10.3968/11304","title":"Modular Frame Method Plugging in Fuyu Problem Well for Treatment Application","year":2019,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Petroleum engineering; Trajectory; Drilling; Geology; Channel (broadcasting); Wellbore; Fault (geology); Engineering; Geotechnical engineering; Mechanical engineering; Seismology; Electrical engineering","score_opus":0.007644847573754106,"score_gpt":0.24096019915050954,"score_spread":0.23331535157675543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3014392393","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014944464,0.0012874613,0.9823324,0.000028693286,0.00014559359,0.00038971513,0.0000016620177,0.00012271943,0.0007472556],"genre_scores_gemma":[0.82351136,0.0021574344,0.17339437,0.000012840107,0.00002464061,0.0007366188,0.000044960587,0.000027023723,0.00009072402],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924654,0.000011398377,0.00026432515,0.00021425114,0.00007689137,0.00018662195],"domain_scores_gemma":[0.9997713,0.000053545937,0.000033010947,0.00009707202,0.000011662104,0.000033423617],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000191558,0.0001429474,0.00017671604,0.00016024442,0.000027051181,0.000020429661,0.000042066797,0.00004702023,0.0000033805354],"category_scores_gemma":[0.000004131477,0.00014243567,0.000015087838,0.000104132785,0.0000040384666,0.00037038515,0.000008140998,0.00005563201,0.000018742267],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007917667,0.000015326503,0.0017747403,0.0000793661,0.0000057689163,2.4007645e-7,0.00072849623,0.8988369,0.00048470774,0.00033134123,0.0000014473515,0.097733706],"study_design_scores_gemma":[0.0007543109,0.000030457735,0.0003029244,0.000050813553,0.0000020543935,5.343416e-7,0.00020444844,0.88760537,0.0037793738,0.0008894034,0.106205404,0.00017487866],"about_ca_topic_score_codex":0.0000044812164,"about_ca_topic_score_gemma":0.00006176474,"teacher_disagreement_score":0.8089381,"about_ca_system_score_codex":0.00018688772,"about_ca_system_score_gemma":0.000014817754,"threshold_uncertainty_score":0.5808358},"labels":[],"label_agreement":null},{"id":"W3014504436","doi":"10.3968/11305","title":"Research and Field Application of Casing Return Well Treatment Technology in Fuyu Oil Field","year":2019,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Casing; Petroleum engineering; Oil field; Engineering; Completion (oil and gas wells); Oil well; Process (computing); Water injection (oil production); Geotechnical engineering; Geology; Computer science","score_opus":0.013422106212145134,"score_gpt":0.268621101049326,"score_spread":0.2551989948371809,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3014504436","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8661237,0.008009565,0.117358625,0.0005416299,0.00027918103,0.00021171544,7.4168855e-7,0.00013499241,0.0073398664],"genre_scores_gemma":[0.992182,0.005102076,0.0025421674,0.000006924082,0.000008575514,0.00006374624,0.0000039032398,0.000007664749,0.000082907885],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99944544,0.000007570631,0.00019437984,0.00013843682,0.000078929756,0.00013521794],"domain_scores_gemma":[0.99977523,0.000082197716,0.000016725664,0.00008931405,0.000016961476,0.000019595358],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013334825,0.00007649925,0.00012209266,0.00031366217,0.000018883306,0.000009081962,0.000035453326,0.00006494063,0.0000032799271],"category_scores_gemma":[0.000009385115,0.00007570399,0.0000044835415,0.00019136145,0.000012241353,0.00017629305,0.00001681771,0.00010853096,0.0000048877605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035930625,0.000038047445,0.02932866,0.00028159327,0.000009475871,0.0000036845174,0.001751073,0.40540078,0.003498439,0.0012952175,0.000008207295,0.5583489],"study_design_scores_gemma":[0.001660103,0.00043211872,0.0006794989,0.0004362105,0.0000025684,0.0000075874823,0.003484734,0.6824734,0.23329347,0.002610938,0.07450931,0.0004100284],"about_ca_topic_score_codex":0.000013101948,"about_ca_topic_score_gemma":0.00015522917,"teacher_disagreement_score":0.5579389,"about_ca_system_score_codex":0.0000898709,"about_ca_system_score_gemma":0.000014150549,"threshold_uncertainty_score":0.30871192},"labels":[],"label_agreement":null},{"id":"W3014676479","doi":"10.3968/11523","title":"Technical Difficulties and Countermeasures of Drilling of Φ118mm Sidetracking Horizontal Well in Changqing Oilfield","year":2019,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drill string; Trajectory; Borehole; Drilling; Casing; Drill pipe; Tripping; Displacement (psychology); Petroleum engineering; Directional drilling; Engineering; Drill; Wellbore; Geology; Drilling fluid; Completion (oil and gas wells); Geotechnical engineering; Mechanical engineering","score_opus":0.0072061949757703915,"score_gpt":0.2044738178340992,"score_spread":0.19726762285832883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3014676479","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9402652,0.005460619,0.052901257,0.000010284249,0.00026265558,0.00009965722,8.907587e-7,0.00005773082,0.00094172504],"genre_scores_gemma":[0.99387926,0.0029447023,0.0031273079,0.0000032646958,0.000010950697,0.000012907693,0.000003694672,0.000011077746,0.000006849286],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992907,0.000007120575,0.00032939934,0.0001228477,0.0001232767,0.00012665811],"domain_scores_gemma":[0.99980634,0.00005569927,0.0000416254,0.000058608395,0.000015989457,0.000021731117],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001590417,0.00010580217,0.00020734545,0.00018262771,0.000012437405,0.000009880653,0.000040145635,0.000050252373,0.0000031524012],"category_scores_gemma":[0.000013481759,0.000105951454,0.000010762663,0.00009074289,0.00002021287,0.00032894872,0.00001991915,0.00010132461,8.557709e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026215735,0.000023445735,0.028983036,0.0005205732,0.0000075712314,0.0000023126695,0.0022388655,0.9265878,0.015220313,0.00020945382,0.000001639096,0.02617877],"study_design_scores_gemma":[0.0028362242,0.00022790875,0.027741387,0.003291461,0.000010432168,0.000015261388,0.007866946,0.6339889,0.3178107,0.0003937527,0.0047912505,0.0010257489],"about_ca_topic_score_codex":0.0000030248832,"about_ca_topic_score_gemma":0.00011880112,"teacher_disagreement_score":0.3025904,"about_ca_system_score_codex":0.000034699988,"about_ca_system_score_gemma":0.000008936859,"threshold_uncertainty_score":0.4320575},"labels":[],"label_agreement":null},{"id":"W3017785036","doi":"10.1016/j.petrol.2020.107324","title":"Supervised data-driven approach to early kick detection during drilling operation","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Drilling; Margin (machine learning); Artificial neural network; Constant false alarm rate; ALARM; Binary classification; Reliability (semiconductor); Submarine pipeline; Engineering; False alarm; Petroleum engineering; Simulation; Computer science; Artificial intelligence; Support vector machine; Machine learning; Power (physics); Geotechnical engineering; Mechanical engineering","score_opus":0.016859079764426195,"score_gpt":0.19504249546231708,"score_spread":0.1781834156978909,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3017785036","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7069969,0.00014741335,0.29221213,0.000048459347,0.00033172424,0.000040770043,0.0000019872202,0.00010781345,0.00011278876],"genre_scores_gemma":[0.9897177,0.000069468755,0.009678074,0.000021110809,0.0004774664,0.0000017324593,8.815875e-7,0.000030954852,0.000002565955],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866134,0.000005000604,0.00034329185,0.00022334741,0.00044285707,0.00032417304],"domain_scores_gemma":[0.99929243,0.000016701802,0.000035696918,0.00017954833,0.000094977026,0.00038065203],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045170303,0.00016639954,0.00023032907,0.0003248232,0.000111265974,0.00021908559,0.00045354787,0.000044888257,0.0000014481959],"category_scores_gemma":[0.00013095404,0.0001620937,0.000034253324,0.00055339746,0.000022965973,0.0011539849,0.000090712216,0.00029785326,0.0000049303703],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000042808274,0.0000029369432,0.0000717363,0.00006138398,0.000010860083,0.0000033515516,0.00043342978,0.7195272,0.27916718,0.0000069155385,0.0000069566177,0.0007038203],"study_design_scores_gemma":[0.0002477115,0.00006267149,0.0021864246,0.000051379448,0.000015593343,0.000052870833,0.00010062441,0.98150665,0.015223468,5.2499684e-7,0.0003684876,0.0001835702],"about_ca_topic_score_codex":0.0000031808745,"about_ca_topic_score_gemma":3.9161716e-7,"teacher_disagreement_score":0.2827208,"about_ca_system_score_codex":0.00009132951,"about_ca_system_score_gemma":0.000029536994,"threshold_uncertainty_score":0.66099894},"labels":[],"label_agreement":null},{"id":"W3021531515","doi":"","title":"A Multidisciplinary Approach in Modelling Hard Rocks With Natural Discontinuities: From Data Collection to Numerical Simulation","year":2018,"lang":"en","type":"article","venue":"52nd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Royal Military College of Canada; Queen's University","funders":"","keywords":"Classification of discontinuities; Multidisciplinary approach; Natural (archaeology); Data collection; Computer science; Geology; Mathematics; Statistics","score_opus":0.018691096724926033,"score_gpt":0.22310780969649424,"score_spread":0.20441671297156822,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3021531515","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01423526,0.00016446377,0.9823133,0.000031637363,0.0011404877,0.000666951,0.00007359598,0.0008131257,0.0005612301],"genre_scores_gemma":[0.9749154,0.00004152611,0.02348854,0.000024541065,0.00045503996,0.00007944998,0.00027045974,0.00027456376,0.00045050553],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972844,0.000042031494,0.00053609535,0.0009591225,0.000428945,0.0007494042],"domain_scores_gemma":[0.9984667,0.00009275608,0.00008245959,0.0010185125,0.000100827434,0.00023876652],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000272954,0.00054167776,0.0005327352,0.00043548978,0.00020501224,0.0001311359,0.0006641711,0.00025625288,0.00003555855],"category_scores_gemma":[0.00002270664,0.0005418537,0.00006683748,0.00097018335,0.0000045470642,0.00048543588,0.0003683874,0.00049083965,0.000086616055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012904596,0.0000659588,0.00001074677,0.000053707296,0.00007204831,0.0000067703063,0.001380051,0.9918415,0.005834492,0.00023216083,0.0001248022,0.0002487342],"study_design_scores_gemma":[0.0007460767,0.00017653368,0.0000033386737,0.00021028372,0.00005277237,0.000009307392,0.00035478993,0.9943557,0.0023240035,0.00049502775,0.00054352963,0.0007286387],"about_ca_topic_score_codex":0.00018740588,"about_ca_topic_score_gemma":0.0001247874,"teacher_disagreement_score":0.9606801,"about_ca_system_score_codex":0.00028724913,"about_ca_system_score_gemma":0.000045505592,"threshold_uncertainty_score":0.9997033},"labels":[],"label_agreement":null},{"id":"W3021696286","doi":"","title":"Transient Curve Analysis for Stress Measurements Involving Progressive Rock Failure","year":2017,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Stress (linguistics); Transient (computer programming); Geology; Geotechnical engineering; Computer science","score_opus":0.017099388594503127,"score_gpt":0.22991917903802533,"score_spread":0.2128197904435222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3021696286","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.050724458,0.0021538276,0.9440736,0.00035555667,0.0002490153,0.0008106304,0.00013142254,0.0012122472,0.0002892112],"genre_scores_gemma":[0.97077924,0.000089891044,0.027863482,0.000057684665,0.00017895512,0.0007273231,0.000061527106,0.00011338476,0.00012853474],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99796623,0.000025800227,0.00041993443,0.00040533947,0.00038636467,0.00079635036],"domain_scores_gemma":[0.998266,0.000051892388,0.00015778709,0.0010854643,0.00015431047,0.00028458968],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00045244113,0.00040970108,0.0004996386,0.00045517265,0.00051026297,0.00050715276,0.0007835867,0.00025379425,0.00001543078],"category_scores_gemma":[0.00015469913,0.00043237238,0.0003808406,0.00029368565,0.000031889973,0.0004154933,0.00007493094,0.00031321772,0.0000052339324],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018887178,0.000062393054,0.04791961,0.00019023838,0.0008774437,0.000015249052,0.00027633255,0.94122887,0.005262149,0.00041284054,0.00073110615,0.0030048958],"study_design_scores_gemma":[0.0005059653,0.000045809003,0.025020035,0.0001483781,0.0003631548,0.0000058457363,0.000058594956,0.9421284,0.029902216,0.00011878058,0.0011646139,0.00053820276],"about_ca_topic_score_codex":0.00059836486,"about_ca_topic_score_gemma":0.0024586704,"teacher_disagreement_score":0.92005473,"about_ca_system_score_codex":0.00030985134,"about_ca_system_score_gemma":0.000043453936,"threshold_uncertainty_score":0.9998128},"labels":[],"label_agreement":null},{"id":"W3021763841","doi":"10.3997/2214-4609-pdb.1.d031","title":"Capillary Interaction of Different Oleic and Aqueous Phases between Matrix and Fracture under Ultrasonic Waves (SPE94105)","year":2005,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Presentation (obstetrics); Petroleum; Matrix (chemical analysis); Aqueous solution; Subject (documents); Ultrasonic sensor; Petroleum engineering; Computer science; Engineering; Materials science; Library science; Chemistry; Acoustics; Composite material; Physics; Organic chemistry","score_opus":0.006622420583961829,"score_gpt":0.22627352799709238,"score_spread":0.21965110741313054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3021763841","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9759707,0.0040061395,0.019085547,0.00008383641,0.00008112146,0.0000612472,0.0000040473656,0.00018833003,0.00051904074],"genre_scores_gemma":[0.9979438,0.0012677031,0.00043762187,0.000014046526,0.000145875,0.0000016130131,0.000008832225,0.000024461908,0.0001560433],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950314,0.000005718162,0.00016278763,0.00011291419,0.00006993971,0.00014548798],"domain_scores_gemma":[0.9997103,0.00010518008,0.000018608755,0.00009090881,0.000009004105,0.000065960005],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000029315666,0.00014625568,0.00018635609,0.00007720831,0.000022051838,0.00002345045,0.00003453321,0.00007342878,0.000052167332],"category_scores_gemma":[0.0000056202734,0.00012188762,0.000026981292,0.000038908558,0.000018032331,0.00010789369,0.000011275498,0.00013586592,0.0000024276972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021103302,0.000089967885,0.014591934,0.00079524895,0.0005279618,0.0000065827,0.0012954971,0.8119095,0.066653624,0.00060937885,0.0012643194,0.10223487],"study_design_scores_gemma":[0.0019848843,0.0002473587,0.064929515,0.00053399656,0.00029545595,0.0001425583,0.00075951096,0.54961026,0.36304462,0.000667742,0.016447743,0.0013363619],"about_ca_topic_score_codex":0.000021162154,"about_ca_topic_score_gemma":0.000013783688,"teacher_disagreement_score":0.29639098,"about_ca_system_score_codex":0.000027550392,"about_ca_system_score_gemma":0.000002332514,"threshold_uncertainty_score":0.4970433},"labels":[],"label_agreement":null},{"id":"W3021927270","doi":"10.3997/2214-4609.201401152","title":"Effect of Heavy Oil Reservoir Rock Texture on the Vp/Vs Ratios Derived from Logs","year":2010,"lang":"en","type":"article","venue":"72nd EAGE Conference and Exhibition incorporating SPE EUROPEC 2010","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Texture (cosmology); Geology; Petroleum engineering; Computer science; Artificial intelligence; Image (mathematics)","score_opus":0.011618192293159583,"score_gpt":0.20447675946964472,"score_spread":0.19285856717648514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3021927270","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9861486,0.000061789266,0.0059994403,0.0002699215,0.0008882631,0.00012848781,0.000037017813,0.00023570204,0.006230761],"genre_scores_gemma":[0.9986311,0.00006058259,0.00039777,0.00007228501,0.0003802304,0.000015845031,0.000057666457,0.000048096506,0.0003364138],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988875,0.00009659287,0.00033382417,0.0002684239,0.00019356185,0.00022010026],"domain_scores_gemma":[0.99892515,0.0003805751,0.00011149395,0.0004037892,0.00008335684,0.00009561137],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039839683,0.00027720135,0.00029033417,0.0000719782,0.00015693104,0.00012719988,0.00019878562,0.00014914997,0.00017112178],"category_scores_gemma":[0.00021736698,0.00020210962,0.000059875107,0.00014425859,0.00007501311,0.00016057034,0.000050194005,0.0007578441,0.00010131952],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012517127,0.000031907144,0.001018463,0.00029952542,0.000059521328,0.000029366673,0.00066315156,0.03792487,0.94005615,0.0022848176,0.0029770632,0.014530023],"study_design_scores_gemma":[0.0011528146,0.0005947017,0.0026007425,0.0008109347,0.00006569704,0.000016302947,0.000106000574,0.35853165,0.63236356,0.0009750855,0.0020331393,0.0007493872],"about_ca_topic_score_codex":0.00005819958,"about_ca_topic_score_gemma":0.00006581068,"teacher_disagreement_score":0.3206068,"about_ca_system_score_codex":0.000008402468,"about_ca_system_score_gemma":0.00002051079,"threshold_uncertainty_score":0.82417905},"labels":[],"label_agreement":null},{"id":"W3022087065","doi":"","title":"Geomechanical Properties of a Porous Carbonate Saturated With a Highly Viscous Fluid From Laboratory Testing","year":2018,"lang":"en","type":"article","venue":"52nd U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Carbonate; Porosity; Geology; Petroleum engineering; Porous medium; Geotechnical engineering; Mineralogy; Materials science; Metallurgy","score_opus":0.009371131973086335,"score_gpt":0.1750833230739486,"score_spread":0.16571219110086227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3022087065","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51922756,0.0033002307,0.4646136,0.00014698363,0.004929766,0.0014831853,0.00048907084,0.0045438698,0.0012657202],"genre_scores_gemma":[0.996104,0.00016632339,0.0024580497,0.000086537366,0.0006140531,0.00008821144,0.000048616424,0.00036957316,0.000064608146],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99608505,0.00007364618,0.0009866676,0.00090001075,0.0007752932,0.0011793452],"domain_scores_gemma":[0.99738985,0.000107808264,0.0002440059,0.0010551808,0.0008205457,0.00038263563],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00042584597,0.0009081077,0.0009963611,0.00039153587,0.00025041573,0.0001240458,0.00073882873,0.0005180983,0.000037289206],"category_scores_gemma":[0.0001160164,0.00082866667,0.00013457742,0.0014162265,0.000024290104,0.00036003505,0.00023294098,0.00067471614,0.000093257106],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011947083,0.000073434276,0.0000033155263,0.00022949235,0.0002741885,0.000044706307,0.00041867417,0.17758271,0.81959033,0.0013311728,0.000097770884,0.00023471122],"study_design_scores_gemma":[0.00072268525,0.0005316883,7.478462e-7,0.0005189061,0.00013390793,0.000041466206,0.00011110166,0.61062366,0.38543782,0.00062056043,0.0005100302,0.0007474225],"about_ca_topic_score_codex":0.00026078674,"about_ca_topic_score_gemma":0.00008140272,"teacher_disagreement_score":0.47687644,"about_ca_system_score_codex":0.00026210657,"about_ca_system_score_gemma":0.00021477116,"threshold_uncertainty_score":0.9994164},"labels":[],"label_agreement":null},{"id":"W3022165113","doi":"10.1139/cjm-2019-0336","title":"Biological characteristics and whole-genome analysis of the <i>Enterococcus faecalis</i> phage PEf771","year":2020,"lang":"en","type":"article","venue":"Canadian Journal of Microbiology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Enterococcus faecalis; Lytic cycle; Microbiology; Lysis; Myoviridae; Biology; Genome; Temperateness; Multiplicity of infection; Bacteria; Molecular biology; Bacteriophage; Staphylococcus aureus; Virology; Gene; Genetics; Virus; Escherichia coli","score_opus":0.010608113737864125,"score_gpt":0.16764266432056937,"score_spread":0.15703455058270524,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3022165113","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9954668,0.0013137943,0.0020318131,0.00035556228,0.00031694758,0.000036444813,0.00042054683,0.000009338958,0.000048743706],"genre_scores_gemma":[0.9994711,0.000071348564,0.0000655972,0.0002697162,0.00008545016,2.787663e-7,0.000020853426,0.0000095466,0.0000061023934],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.99938005,0.000029139437,0.00030665187,0.00007486928,0.000017908087,0.00019137198],"domain_scores_gemma":[0.9995337,0.00003076539,0.00008127007,0.00008053303,0.000040857034,0.0002328452],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000094630814,0.00010212472,0.00034289848,0.00013868713,0.000030749656,0.000011769217,0.00021194937,0.0000890853,0.000036946007],"category_scores_gemma":[0.000045072433,0.00007346562,0.00012902166,0.00025965736,0.00009339181,0.000021077292,0.000013968815,0.00021169885,0.0000023338814],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000067475685,0.0000037762072,0.021361127,0.00004059935,0.0008108306,0.000048389327,0.00076775765,0.029619751,0.94610566,0.00002647397,0.00058502954,0.00062384637],"study_design_scores_gemma":[0.0021683853,0.0007493932,0.2406234,0.0002145167,0.002622155,0.0009355957,0.0005611524,0.038738854,0.03146188,0.00004136382,0.6805118,0.0013715336],"about_ca_topic_score_codex":0.000044611937,"about_ca_topic_score_gemma":0.00021297083,"teacher_disagreement_score":0.91464376,"about_ca_system_score_codex":0.000030219062,"about_ca_system_score_gemma":0.00004527798,"threshold_uncertainty_score":0.2995841},"labels":[],"label_agreement":null},{"id":"W3023661634","doi":"10.2118/92111-ms","title":"Evaluation of Matrix-Fracture Transfer Functions for Countercurrent Capillary Imbibition","year":2005,"lang":"en","type":"article","venue":"SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Imbibition; Capillary action; Wetting; Materials science; Mechanics; Saturation (graph theory); Brine; Geology; Porosity; Matrix (chemical analysis); Geotechnical engineering; Mineralogy; Composite material; Thermodynamics; Mathematics; Physics","score_opus":0.017315752897302528,"score_gpt":0.23478602010768215,"score_spread":0.21747026721037963,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3023661634","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77641004,0.005724709,0.20252797,0.0014148701,0.00061392534,0.00031799384,0.00017391617,0.00028344573,0.012533116],"genre_scores_gemma":[0.9969285,0.0024647037,0.0001537131,0.000006745113,0.00013886274,0.00003489287,0.00016809277,0.000013704409,0.00009075541],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935097,0.000015275451,0.00017717356,0.00014497778,0.000175048,0.00013654606],"domain_scores_gemma":[0.99968493,0.00001974621,0.000015100326,0.00007782717,0.0001512104,0.00005121279],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002798081,0.00012552469,0.000135673,0.00008446222,0.00005807758,0.000034190507,0.000019051078,0.00008385528,0.00004338655],"category_scores_gemma":[0.0000072008206,0.0001227046,0.000037927584,0.00005760484,0.00002841428,0.00017744806,0.0000027660026,0.000081086124,0.000003455538],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032768712,0.000047120186,0.00005041275,0.0005197299,0.00006554124,3.7945708e-7,0.0013394289,0.072967045,0.025445605,0.00093366887,0.0011319346,0.89746636],"study_design_scores_gemma":[0.0017454054,0.00014949642,0.0004508969,0.00041438095,0.00035749222,0.000029587307,0.0015524683,0.9460643,0.025850862,0.0025752243,0.02038696,0.00042292866],"about_ca_topic_score_codex":0.0000053874205,"about_ca_topic_score_gemma":0.000019108526,"teacher_disagreement_score":0.89704347,"about_ca_system_score_codex":0.000030099827,"about_ca_system_score_gemma":0.000017501461,"threshold_uncertainty_score":0.50037485},"labels":[],"label_agreement":null},{"id":"W3023807085","doi":"","title":"Rock Engineering Challenges for Extending the Forsmark SFR, Sweden","year":2013,"lang":"en","type":"article","venue":"47th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Political science","score_opus":0.013403570961817338,"score_gpt":0.1989218623068768,"score_spread":0.18551829134505948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3023807085","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009923836,0.0056281816,0.9827752,0.0006794262,0.0050913244,0.0017757547,0.000044818033,0.0022040715,0.00080885243],"genre_scores_gemma":[0.9902833,0.0039835228,0.0020463155,0.00011405627,0.0011269471,0.0013980981,0.000050305083,0.0005143889,0.000483042],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99624366,0.000029323808,0.0008095654,0.00077439524,0.00051261066,0.0016304457],"domain_scores_gemma":[0.9977976,0.00038901475,0.00013523355,0.0010742021,0.00021481431,0.0003891122],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00065053575,0.00090576,0.0007109282,0.00036876544,0.0004243258,0.0002763221,0.0010836351,0.00046624016,0.00010748794],"category_scores_gemma":[0.00010975166,0.00081357517,0.0004118167,0.00046852767,0.0000024053072,0.00054011686,0.00020521916,0.00069238414,0.0003419734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009998818,0.00003232308,5.0678346e-7,0.0005546262,0.00021636228,0.0000038984895,0.00037623223,0.9118581,0.04680036,0.036448613,0.0016265484,0.002072431],"study_design_scores_gemma":[0.00058625056,0.00015833379,0.0000018311974,0.00020333647,0.000102071215,0.000047400874,0.00027552078,0.9486028,0.01540158,0.004912465,0.028728971,0.0009794562],"about_ca_topic_score_codex":0.000020089776,"about_ca_topic_score_gemma":0.000010279778,"teacher_disagreement_score":0.98929095,"about_ca_system_score_codex":0.00028914466,"about_ca_system_score_gemma":0.00003746418,"threshold_uncertainty_score":0.9994315},"labels":[],"label_agreement":null},{"id":"W3023833338","doi":"10.4043/30603-ms","title":"Additive Manufacturing In The Oil &amp; Gas Industry And Status Update On The New API 20S Standard \"Qualification Of Additively Manufactured Metallic Materials For Use In The Petroleum And Natural Gas Industries\"","year":2020,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Standardization; Petroleum industry; Process (computing); Computer science; Manufacturing engineering; SAFER; Risk analysis (engineering); Engineering management; Engineering; Business; Computer security","score_opus":0.027291173665519492,"score_gpt":0.22927187884250455,"score_spread":0.20198070517698505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3023833338","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9926028,0.0002091774,0.0011855384,0.00507176,0.00006654202,0.00029988892,0.0003913481,0.00010551622,0.00006743003],"genre_scores_gemma":[0.9988568,0.00046495424,0.00027216118,0.00016939119,0.000035207922,0.00008702588,0.000078006,0.000021403897,0.0000150911455],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99888986,0.000073375515,0.00029068266,0.00025520092,0.0001772846,0.00031361004],"domain_scores_gemma":[0.9991588,0.00041332273,0.00008498371,0.00026757002,0.00003674133,0.00003857126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035234756,0.00023748627,0.0002987084,0.00014975229,0.000056861845,0.00009338331,0.00033416037,0.00032695264,0.000028093482],"category_scores_gemma":[0.00031543468,0.00014630603,0.000021080701,0.00019183132,0.00017098256,0.000114255236,0.00004923484,0.00093204837,0.0000015731227],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020165388,0.00020242341,0.0028393192,0.0012287908,0.0011828082,0.000121253775,0.03563487,0.017783957,0.08684421,0.16205873,0.029717792,0.66036934],"study_design_scores_gemma":[0.0028291119,0.00042082858,0.011070492,0.00071067526,0.0001645951,0.000050605344,0.011624783,0.009233389,0.8416397,0.007534192,0.11360504,0.0011165772],"about_ca_topic_score_codex":0.00003510906,"about_ca_topic_score_gemma":0.00012212567,"teacher_disagreement_score":0.7547955,"about_ca_system_score_codex":0.000036651993,"about_ca_system_score_gemma":0.000045890672,"threshold_uncertainty_score":0.59661865},"labels":[],"label_agreement":null},{"id":"W3024321294","doi":"10.36487/acg_repo/2025_34","title":"Disrupting rock engineering concepts: is there such a thing as a rock mass digital twin and are machines capable of learning rock mechanics?","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Rock mass classification; Rock mechanics; Geology; Geomechanics; Geotechnical engineering; Computer science","score_opus":0.00669165144539988,"score_gpt":0.1966407366459107,"score_spread":0.18994908520051082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3024321294","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1581469,0.0021214618,0.8357012,0.00011951771,0.00018633211,0.0001940516,0.000021670045,0.0014060033,0.0021028374],"genre_scores_gemma":[0.9983013,0.00011690873,0.0009453609,0.000049105838,0.00015681576,0.000009890554,0.000008000775,0.00013692885,0.00027565897],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99845153,0.000011403701,0.00043223033,0.00036260256,0.00025388613,0.0004883196],"domain_scores_gemma":[0.999346,0.00015185357,0.00008061662,0.00017296131,0.000049582806,0.00019899104],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009977843,0.00040926068,0.00049894454,0.00009652824,0.0000890863,0.00018146759,0.000205587,0.0001465388,0.0001076386],"category_scores_gemma":[0.00024226568,0.0004093245,0.00011897606,0.00030283886,0.000002537587,0.0004579089,0.000103667655,0.00052173226,0.000046415786],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060332204,0.00000538101,0.0010609998,0.0005949467,0.00010211007,0.000011956335,0.002216522,0.9863614,0.008878936,0.00024945682,0.00006839798,0.0004438598],"study_design_scores_gemma":[0.000304275,0.000058194568,0.000021512342,0.00035874386,0.00002796448,0.000014073153,0.0018192077,0.98541754,0.009962294,0.000049853996,0.001509811,0.00045654122],"about_ca_topic_score_codex":0.000030799296,"about_ca_topic_score_gemma":0.0000013404629,"teacher_disagreement_score":0.8401544,"about_ca_system_score_codex":0.000041867937,"about_ca_system_score_gemma":0.0000120544655,"threshold_uncertainty_score":0.99983585},"labels":[],"label_agreement":null},{"id":"W3025243824","doi":"10.1080/01932691.2020.1764853","title":"Study of Ostwald-de Waele fluid flow in an elliptical annulus using the slot model and the CFD approach","year":2020,"lang":"en","type":"article","venue":"Journal of Dispersion Science and Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Qatar National Research Fund","keywords":"Annulus (botany); Computational fluid dynamics; Mechanics; Flow (mathematics); Ostwald ripening; Fluid dynamics; Materials science; Thermodynamics; Physics; Composite material","score_opus":0.022675748374189814,"score_gpt":0.2435336011058793,"score_spread":0.22085785273168948,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3025243824","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9770107,0.00039540997,0.021865059,0.0005585625,0.000030891322,0.00007037035,3.0749928e-7,0.000016153821,0.000052532636],"genre_scores_gemma":[0.9979257,0.00010349015,0.0019232483,0.00002193522,0.000019100555,6.9873687e-7,2.1601636e-8,0.0000052287774,5.619724e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935067,0.000014017434,0.00019562207,0.00009264064,0.00020009739,0.00014693974],"domain_scores_gemma":[0.9997138,0.000026344745,0.00003439904,0.000102317295,0.00006576687,0.000057398116],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00070877955,0.0000649186,0.00016429582,0.0001672162,0.00007762812,0.000030692052,0.0002828401,0.00004634106,3.8701882e-7],"category_scores_gemma":[0.00010202586,0.000035910703,0.000014264182,0.00061860046,0.00034966547,0.00017866358,0.00006759954,0.00026081933,7.5119e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025121411,0.00005368461,0.0013038937,0.000012955439,0.000008565587,0.000005894627,0.004318214,0.9371908,0.052591488,0.00075176044,0.0000071713075,0.003730494],"study_design_scores_gemma":[0.0005243959,0.00015307138,0.000117669035,0.00001193759,0.000013307444,0.000055129138,0.0056539555,0.9916524,0.0016283058,0.00013969527,0.000007962202,0.000042168846],"about_ca_topic_score_codex":0.0000033903802,"about_ca_topic_score_gemma":0.0000014297531,"teacher_disagreement_score":0.054461647,"about_ca_system_score_codex":0.000020809695,"about_ca_system_score_gemma":0.000031539737,"threshold_uncertainty_score":0.1464396},"labels":[],"label_agreement":null},{"id":"W3026559330","doi":"10.1130/gsatg459gw.1","title":"Assembling Laurentia—Integrated Theme Sessions on Tectonic Turning Points","year":2020,"lang":"en","type":"article","venue":"GSA Today","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Government of Canada; Geological Survey of Canada; Natural Resources Canada","funders":"","keywords":"Laurentia; Theme (computing); Tectonics; Geology; Paleontology; Computer science; World Wide Web","score_opus":0.01578922929665595,"score_gpt":0.21283788036933943,"score_spread":0.1970486510726835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3026559330","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72501314,0.0012831205,0.21933699,0.0015564318,0.002675072,0.0003708122,0.000038943945,0.006570503,0.043155003],"genre_scores_gemma":[0.998208,0.00004093187,0.0011412422,0.00016737993,0.00021609092,0.000007866048,0.000021195774,0.00006901312,0.00012827375],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911517,0.000016407126,0.0001871151,0.00020440503,0.0001559184,0.00032097482],"domain_scores_gemma":[0.99955904,0.00006939819,0.000019777382,0.00017499406,0.000021220305,0.00015558225],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009097414,0.00020378671,0.0001875717,0.00007748428,0.00007226486,0.000056175875,0.0001628787,0.00008962062,0.00022284387],"category_scores_gemma":[0.000089739406,0.00018142848,0.00008104539,0.0003167011,0.000008226236,0.000081722916,0.000024988172,0.00044230995,0.00037364726],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000075781472,0.000015245071,0.00019164974,0.00007947224,0.00007475415,0.000023391589,0.0006357556,0.91416264,0.073494025,0.000305013,0.0048268703,0.006183605],"study_design_scores_gemma":[0.00039458694,0.000053890548,0.00028974767,0.00033120488,0.0000257471,0.0000052831238,0.00013035627,0.8774807,0.07131564,0.00005403952,0.049484294,0.0004345241],"about_ca_topic_score_codex":0.0000046937434,"about_ca_topic_score_gemma":0.000001973247,"teacher_disagreement_score":0.27319488,"about_ca_system_score_codex":0.000047561294,"about_ca_system_score_gemma":0.000013517165,"threshold_uncertainty_score":0.73984385},"labels":[],"label_agreement":null},{"id":"W3026686597","doi":"10.1016/j.icheatmasstransfer.2020.104625","title":"Application of amorphous silica nanoparticles in improving the rheological properties, filtration and shale stability of glycol-based drilling fluids","year":2020,"lang":"en","type":"article","venue":"International Communications in Heat and Mass Transfer","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":63,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Drilling fluid; Oil shale; Materials science; Rheology; Nanoparticle; Chemical engineering; Petroleum engineering; Filtration (mathematics); Drilling; Composite material; Geology; Nanotechnology; Metallurgy","score_opus":0.030880977671880763,"score_gpt":0.22064945835622998,"score_spread":0.1897684806843492,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3026686597","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.931783,0.00090965413,0.06619011,0.0007351362,0.000019435103,0.0002081564,0.0000108492895,0.000032496962,0.00011115775],"genre_scores_gemma":[0.9983402,0.000279848,0.0012703168,0.00002153896,0.000007495857,0.00006148238,0.000011408786,0.000007324904,4.166303e-7],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994255,0.000033240056,0.00029805733,0.00009439937,0.0000795562,0.00006927384],"domain_scores_gemma":[0.99961203,0.0001363025,0.000008329965,0.0001861155,0.000035784342,0.000021426395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017839944,0.00006787293,0.00011065088,0.000045091223,0.000024542536,0.000010801728,0.00019441523,0.00004127606,0.0000040751174],"category_scores_gemma":[0.00003866024,0.000056819183,0.000018720422,0.00012310642,0.00010684581,0.00007317243,0.000021575644,0.00013014417,1.5276008e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035739595,0.00004085934,0.02758183,0.0001258325,0.000009902358,1.4305091e-7,0.0010512348,0.10751355,0.8590618,0.0013157212,4.0909998e-7,0.0032630127],"study_design_scores_gemma":[0.00024179391,0.00002296976,0.0055022724,0.000035515954,0.000004875093,4.6430722e-7,0.00010133478,0.8844002,0.10950089,0.00006297889,0.00007327989,0.000053458687],"about_ca_topic_score_codex":0.000113368646,"about_ca_topic_score_gemma":0.0000815123,"teacher_disagreement_score":0.77688664,"about_ca_system_score_codex":0.000022782158,"about_ca_system_score_gemma":0.000010351358,"threshold_uncertainty_score":0.23170191},"labels":[],"label_agreement":null},{"id":"W3029108315","doi":"10.4095/321098","title":"Hydrogeophysics data acquisition for the characterization of hydraulic properties of the Vars-Winchester esker, southeastern Ontario","year":2020,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Geology","score_opus":0.05714030134922928,"score_gpt":0.21363208362661842,"score_spread":0.15649178227738914,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3029108315","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.37466925,0.0033537692,0.5741624,0.00093246467,0.013994229,0.0076776654,0.0030811941,0.0013210659,0.020807922],"genre_scores_gemma":[0.9970038,0.00017441882,0.00008982101,0.000022253163,0.00045496144,0.00003972206,0.0005194808,0.00009816135,0.0015973976],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987077,0.000011974846,0.0004886236,0.0002285241,0.00039409465,0.00016909117],"domain_scores_gemma":[0.9986884,0.00003539725,0.00018899253,0.0009370038,0.00012308006,0.000027141443],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021408388,0.00026149242,0.00039136014,0.000033922017,0.000041560565,0.000029983079,0.0006559226,0.00015236351,0.000016615444],"category_scores_gemma":[0.000023398361,0.00015321253,0.00015889456,0.000114505,0.000037812708,0.00012998421,0.00018464339,0.00023781043,0.0000043016516],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016228728,0.00026771423,0.0030978022,0.031125035,0.0053974395,0.0000028238026,0.015881823,0.44468093,0.45217752,0.00019874239,0.0029010775,0.044106796],"study_design_scores_gemma":[0.00040636162,0.00005722786,0.0045119673,0.0019418594,0.0008715222,0.000012206201,0.000081875216,0.8064413,0.094688825,0.000035798188,0.09025957,0.00069149915],"about_ca_topic_score_codex":0.0011060606,"about_ca_topic_score_gemma":0.0004724038,"teacher_disagreement_score":0.62233454,"about_ca_system_score_codex":0.000060308448,"about_ca_system_score_gemma":0.00019623477,"threshold_uncertainty_score":0.62478256},"labels":[],"label_agreement":null},{"id":"W3030516230","doi":"10.4095/321099","title":"High-resolution seismic reflection profiles for groundwater studies of the Vars-Winchester esker, southern Ontario","year":2020,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Geology; Groundwater; Reflection (computer programming); Seismology; Archaeology; Resolution (logic); Geography; Geotechnical engineering; Computer science; Artificial intelligence","score_opus":0.05495149019135872,"score_gpt":0.26000999237220446,"score_spread":0.20505850218084573,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3030516230","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3203093,0.013741031,0.5255694,0.0010487791,0.06806084,0.009449351,0.00050192035,0.0063099745,0.055009432],"genre_scores_gemma":[0.92643183,0.00056699995,0.0034632029,0.00003510251,0.001849083,0.00035844248,0.00017493012,0.00032739717,0.066793025],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986322,0.000016780366,0.0004786784,0.0002674947,0.00034074695,0.00026412075],"domain_scores_gemma":[0.9993368,0.00005990431,0.000110232686,0.0002891094,0.0001693023,0.000034663815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028016325,0.00035928338,0.00055070035,0.000078821955,0.00007220871,0.000027282862,0.00016462692,0.000270075,0.000025903058],"category_scores_gemma":[0.000049045448,0.0002393329,0.00026851942,0.0001073624,0.0000324857,0.000059125174,0.000060257426,0.0003771332,0.000014650917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003949635,0.000027541628,0.00049481995,0.0060215606,0.0019041165,0.0000019513798,0.0044286996,0.9512774,0.0018986489,0.0000505985,0.030066028,0.0037891415],"study_design_scores_gemma":[0.0018589306,0.00071314466,0.0011707925,0.0034087086,0.0022609858,0.00007647122,0.0009183809,0.23057349,0.06109382,0.0010829739,0.69408536,0.0027569598],"about_ca_topic_score_codex":0.005796531,"about_ca_topic_score_gemma":0.00699566,"teacher_disagreement_score":0.7207039,"about_ca_system_score_codex":0.0007351152,"about_ca_system_score_gemma":0.00012474936,"threshold_uncertainty_score":0.9759713},"labels":[],"label_agreement":null},{"id":"W3034960737","doi":"10.1016/j.psep.2020.05.046","title":"A new methodology for kick detection during petroleum drilling using long short-term memory recurrent neural network","year":2020,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":65,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Canada Research Chairs","keywords":"ALARM; False alarm; Recurrent neural network; Computer science; Artificial neural network; Constant false alarm rate; Term (time); Long short term memory; Artificial intelligence; Time series; Data mining; Exponent; Power (physics); Machine learning; Engineering","score_opus":0.03243590100714277,"score_gpt":0.22661139727406698,"score_spread":0.1941754962669242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3034960737","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.30635598,0.0006419802,0.6920767,0.000021434324,0.0003337377,0.0003381087,0.0000034437962,0.00021672659,0.000011931562],"genre_scores_gemma":[0.99643785,0.00023823303,0.0024184196,0.000010331581,0.0007664386,0.00004652654,0.0000124763765,0.00006145298,0.000008276194],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989384,0.000028439557,0.00027490617,0.00031838118,0.00010629034,0.00033361933],"domain_scores_gemma":[0.9997071,0.000023514309,0.000041695635,0.000074007134,0.0000035456894,0.00015012837],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014385047,0.00023084249,0.00022858313,0.00004448385,0.00025555003,0.00003025066,0.000060135382,0.00012212455,0.000009730083],"category_scores_gemma":[0.0000128689335,0.00026099262,0.00006874369,0.00009639415,0.000020844918,0.00023509092,0.000029520032,0.00028882496,0.0000016553577],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017409577,0.000004325429,0.00018698008,0.00043674879,0.0000316474,0.0000012867853,0.00027656145,0.90570825,0.045853022,5.035712e-7,3.180958e-7,0.04732626],"study_design_scores_gemma":[0.00042495536,0.00009771776,0.00090391864,0.00006050658,0.000048946833,0.000047909645,0.00009917056,0.96743196,0.030508908,0.000032775333,0.00006327028,0.0002799348],"about_ca_topic_score_codex":0.0000070721985,"about_ca_topic_score_gemma":0.000004547236,"teacher_disagreement_score":0.6900819,"about_ca_system_score_codex":0.00012273078,"about_ca_system_score_gemma":0.000004169345,"threshold_uncertainty_score":0.9999842},"labels":[],"label_agreement":null},{"id":"W3036710076","doi":"10.3390/en13123172","title":"Effect of the Particle Size on the Near-Wall Turbulence Characteristics of the Polymer Fluid Flow and the Critical Velocity Required for Particle Removal from the Sand Bed Deposited in Horizontal Wells","year":2020,"lang":"en","type":"article","venue":"Energies","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Turbulence; Mechanics; Drilling fluid; Particle image velocimetry; Particle (ecology); Critical ionization velocity; Reynolds number; Particle size; Flow velocity; Geotechnical engineering; Flow (mathematics); Particle velocity; Materials science; Geology; Drilling; Physics","score_opus":0.006588882545599269,"score_gpt":0.19334892664273673,"score_spread":0.18676004409713745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3036710076","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99458003,0.0007817044,0.00016649014,0.0039162873,0.00021987718,0.00024501994,0.00003218948,0.00003701451,0.000021366557],"genre_scores_gemma":[0.99954665,0.000038690312,0.00006452733,0.00020925666,0.00008707667,0.000026421649,9.206657e-7,0.000020386426,0.00000608005],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99910474,0.00017777103,0.00022511224,0.0001251439,0.00016762885,0.00019963205],"domain_scores_gemma":[0.9963912,0.00322324,0.000033656957,0.0003036861,0.000017231347,0.000031016953],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034556186,0.00013920336,0.00021312939,0.0000026750604,0.00013497885,0.000047580026,0.000294219,0.000047804177,0.00000462807],"category_scores_gemma":[0.00093618874,0.000057381865,0.00009786058,0.00015641762,0.00029525103,0.00004135859,0.00007503414,0.00016429232,8.336653e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0017234285,0.00006575851,0.0085217,0.00033487676,0.0002958043,0.000007299496,0.014598658,0.23636433,0.7244078,0.005520481,0.0006307025,0.0075291437],"study_design_scores_gemma":[0.00047586136,0.000050660696,0.005351743,0.00006631151,0.00004188741,0.0000010328589,0.00004888851,0.48510042,0.5087044,0.000035240384,0.00006514827,0.00005837581],"about_ca_topic_score_codex":0.00011496952,"about_ca_topic_score_gemma":0.000010850768,"teacher_disagreement_score":0.2487361,"about_ca_system_score_codex":0.000012138941,"about_ca_system_score_gemma":0.000010229496,"threshold_uncertainty_score":0.23399645},"labels":[],"label_agreement":null},{"id":"W3036953230","doi":"10.2118/198683-pa","title":"Quantifying the Impact of 2D and 3D Fractures on Permeability in Wellbore Cement after Uniaxial Compressive Loading","year":2020,"lang":"en","type":"article","venue":"SPE Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Cement; Compressive strength; Materials science; Composite material; Permeability (electromagnetism); Fracture (geology); Scanning electron microscope; Chemistry","score_opus":0.019928076951608215,"score_gpt":0.2673702450159142,"score_spread":0.247442168064306,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3036953230","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9959639,0.0006363471,0.0027502296,0.00013244977,0.00013831009,0.000059873317,0.000005153882,0.000022214605,0.000291578],"genre_scores_gemma":[0.999448,0.00012972126,0.00017190611,0.000023929604,0.00020811327,0.000001027072,5.408128e-7,0.000015641554,0.0000011414062],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939334,0.000024291796,0.00020634639,0.000080951526,0.00012433348,0.00017072297],"domain_scores_gemma":[0.99972516,0.000060985585,0.000036639878,0.00007796445,0.000014925728,0.00008432261],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015474159,0.00011891334,0.00016102454,0.000049925828,0.000037605867,0.000043638855,0.0000835837,0.000038824383,0.00007232391],"category_scores_gemma":[0.00003264141,0.000076863646,0.00006790156,0.00007463378,0.000022744913,0.0000645467,0.000019233297,0.00044983998,0.0000024179901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049191418,0.000009145314,0.014190151,0.00004286679,0.00003934843,0.000019572146,0.0017576325,0.97894484,0.00290032,0.0000066156263,0.00009556463,0.0019447744],"study_design_scores_gemma":[0.00056352105,0.00015280698,0.17055583,0.00025615728,0.000017436063,0.000029604735,0.00024060771,0.8244859,0.0030457203,0.0000672456,0.0004008861,0.00018431149],"about_ca_topic_score_codex":0.000019971616,"about_ca_topic_score_gemma":0.0000051232464,"teacher_disagreement_score":0.15636568,"about_ca_system_score_codex":0.000060338305,"about_ca_system_score_gemma":0.000011687427,"threshold_uncertainty_score":0.31344086},"labels":[],"label_agreement":null},{"id":"W3038881443","doi":"10.1007/s12206-020-0601-x","title":"The multidirectional vibration and coupling dynamics of drill string and its influence on the wellbore trajectory","year":2020,"lang":"en","type":"article","venue":"Journal of Mechanical Science and Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Drill string; Vibration; Torsional vibration; Drilling; Torque; Mechanics; Drill pipe; Coupling (piping); Displacement (psychology); Engineering; Trajectory; Structural engineering; Geology; Acoustics; Physics; Mechanical engineering","score_opus":0.007257541557583221,"score_gpt":0.19338680089135463,"score_spread":0.18612925933377142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3038881443","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9910007,0.00059502723,0.0057999664,0.002440869,0.00008371683,0.000039100007,7.373536e-7,0.000027237349,0.000012657071],"genre_scores_gemma":[0.99892074,0.0008237344,0.00020672746,0.00002189417,0.00002199745,6.598618e-7,2.7272153e-8,0.0000036795884,5.332796e-7],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994949,0.000003688494,0.00016352355,0.00007266052,0.00016337766,0.00010182211],"domain_scores_gemma":[0.9996296,0.000144831,0.000052406947,0.000041158026,0.00008363216,0.000048382208],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045687464,0.000054657914,0.000090258975,0.000068015295,0.00013738975,0.000024489853,0.00012956568,0.00005258104,5.084933e-7],"category_scores_gemma":[0.00041114452,0.000032415886,0.000010108108,0.00031015984,0.00013158578,0.00009956588,0.000035343513,0.00024682636,1.2519878e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027339727,0.0000130690305,0.0004471291,0.00006433656,0.000039629325,0.0000065013382,0.00020391941,0.22955148,0.5858829,0.14362419,0.0000137969455,0.04012573],"study_design_scores_gemma":[0.00009402296,0.00011398448,0.00032413844,0.000041724103,0.0000058208293,0.000028141205,0.00016972116,0.9505253,0.047697123,0.00085995207,0.00009865147,0.00004142159],"about_ca_topic_score_codex":6.0521296e-7,"about_ca_topic_score_gemma":0.0000024900123,"teacher_disagreement_score":0.72097385,"about_ca_system_score_codex":0.000020209165,"about_ca_system_score_gemma":0.000019384246,"threshold_uncertainty_score":0.13218814},"labels":[],"label_agreement":null},{"id":"W3039740049","doi":"10.3390/en13133417","title":"Nanomaterial-Based Drilling Fluids for Exploitation of Unconventional Reservoirs: A Review","year":2020,"lang":"en","type":"review","venue":"Energies","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":113,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Universiti Teknologi Malaysia; Ministry of Higher Education, Malaysia","keywords":"Oil shale; Petroleum engineering; Drilling fluid; Drilling; Unconventional oil; Fossil fuel; Tight gas; Petroleum; Environmental science; Hydraulic fracturing; Geology; Waste management; Materials science; Engineering","score_opus":0.03941903887200962,"score_gpt":0.2835878718866283,"score_spread":0.2441688330146187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3039740049","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000037668694,0.9820954,0.01601894,0.000012555936,0.0008932059,0.00041550823,0.00011289485,0.0003375089,0.00011020462],"genre_scores_gemma":[0.000016417664,0.9928664,0.0056758556,0.000009891299,0.00030371908,0.00041693082,0.00051857287,0.00012276194,0.000069468886],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.99866074,0.000033100783,0.00072671584,0.00021664942,0.0001645558,0.00019821143],"domain_scores_gemma":[0.9993281,0.0002059273,0.00012409128,0.00022726388,0.00006140243,0.00005326489],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000211587,0.00033705006,0.0012964249,0.0001367979,0.000029018905,0.000023782944,0.00021161695,0.00014231756,0.000040721905],"category_scores_gemma":[0.00010473734,0.00031795268,0.000524975,0.0002517644,0.00001821726,0.00007317156,0.000019715268,0.000099313016,0.000011584872],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028057216,0.000007988827,6.54166e-8,0.4434861,0.00021814041,0.0000027156013,0.000025359936,0.3085048,0.000058537422,0.0004893299,0.0027555882,0.2444486],"study_design_scores_gemma":[0.00009979112,0.000023249802,2.4054362e-8,0.07611748,0.00031756103,0.0000015621506,0.000003603008,0.013805983,0.00027225347,0.000019931533,0.90906686,0.0002716875],"about_ca_topic_score_codex":0.0000018815547,"about_ca_topic_score_gemma":4.815814e-7,"teacher_disagreement_score":0.9063113,"about_ca_system_score_codex":0.00006664597,"about_ca_system_score_gemma":0.00008319633,"threshold_uncertainty_score":0.9999273},"labels":[],"label_agreement":null},{"id":"W3039947826","doi":"10.1016/j.dib.2020.105988","title":"Dataset for estimating occurrence probability of causations for plugged, abandoned and decommissioned oil and gas wells","year":2020,"lang":"en","type":"article","venue":"Data in Brief","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Causation; Computer science; Raw data; Mean time between failures; Duration (music); Petroleum engineering; Statistics; Environmental science; Failure mode and effects analysis; Failure rate; Data mining; Reliability engineering; Engineering; Mathematics","score_opus":0.05387177209280394,"score_gpt":0.27935152169836774,"score_spread":0.2254797496055638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3039947826","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11048147,0.0009389002,0.73174727,0.00086153817,0.00028835842,0.00069754093,0.15475236,0.00017686449,0.00005572137],"genre_scores_gemma":[0.37310168,0.00028471698,0.5784577,0.00009616361,0.0001509113,0.00015177828,0.047701422,0.000049903647,0.000005718714],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994088,0.0000059775343,0.00021419751,0.00020285673,0.000044197892,0.0001239923],"domain_scores_gemma":[0.99935,0.0002796855,0.000025568565,0.000263139,0.00001364514,0.00006794451],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002243994,0.00008718175,0.00016009167,0.000023825136,0.000034858727,0.000022003744,0.00013662846,0.000027715425,0.0000024589274],"category_scores_gemma":[0.0005603377,0.0000916309,0.000008226729,0.00007191864,0.000024683137,0.0001641641,0.00007678959,0.000060020087,2.5019298e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020702073,0.00013822012,0.0055635944,0.01742911,0.00014605318,0.0000046789737,0.0024110253,0.5371324,0.008132203,0.0004769201,0.11026547,0.31809336],"study_design_scores_gemma":[0.00062554504,0.000018538673,0.00014586558,0.00008412868,0.000014779441,0.0000014105198,0.000011343275,0.97060853,0.000436512,0.0001122171,0.02783626,0.000104854385],"about_ca_topic_score_codex":0.000028605087,"about_ca_topic_score_gemma":0.000013007839,"teacher_disagreement_score":0.43347618,"about_ca_system_score_codex":0.000006482853,"about_ca_system_score_gemma":0.000009126184,"threshold_uncertainty_score":0.37365997},"labels":[],"label_agreement":null},{"id":"W3041093422","doi":"10.1007/s10706-020-01441-z","title":"The Use of Laboratory Indentation Testing to Characterize Champlain Sea Clay","year":2020,"lang":"en","type":"article","venue":"Geotechnical and Geological Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Agnico Eagle (Canada); Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Hydrogeology; Geotechnical engineering; Geology; Indentation; Forensic engineering; Engineering; Materials science; Composite material","score_opus":0.04140615397548704,"score_gpt":0.19606077902527322,"score_spread":0.15465462504978617,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041093422","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8275146,0.00023401449,0.1703048,0.0006265361,0.00014772433,0.00020378038,0.000026369238,0.00091919885,0.00002300563],"genre_scores_gemma":[0.9954745,0.000073805226,0.0041187373,0.00016707944,0.000109305365,0.000023266675,0.000005327585,0.000023851626,0.0000040903797],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990856,0.000011553227,0.00029007107,0.00018163565,0.00013052693,0.00030061614],"domain_scores_gemma":[0.99919534,0.00040721992,0.00002252152,0.00012487186,0.00004090863,0.00020914512],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001247689,0.00017167558,0.00021255623,0.00003698473,0.000058133784,0.000045373425,0.00013353508,0.0001276611,0.000004844704],"category_scores_gemma":[0.00075913745,0.00013085487,0.00003496929,0.00038881446,0.00003336462,0.00009130028,0.000088042,0.00031572508,0.000007838188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071749873,0.000003632009,0.00016564212,0.000059061575,0.000013271225,0.0000056256476,0.00003461976,0.9507293,0.043508377,0.00020341287,0.00006875111,0.005201141],"study_design_scores_gemma":[0.00010730399,0.000084228996,0.008713127,0.000041601692,0.000007456925,0.000004788881,0.000005017299,0.9684091,0.0020319414,0.00001175917,0.020389745,0.00019391486],"about_ca_topic_score_codex":0.000006026885,"about_ca_topic_score_gemma":3.851441e-7,"teacher_disagreement_score":0.16795997,"about_ca_system_score_codex":0.000013368823,"about_ca_system_score_gemma":0.0000047621656,"threshold_uncertainty_score":0.53361064},"labels":[],"label_agreement":null},{"id":"W3041278876","doi":"10.2118/199001-ms","title":"Limited Access Ranging Solution – Mitigation of Significant Anti-Collision Issues","year":2020,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Cenovus Energy (Canada)","funders":"","keywords":"Ranging; Casing; Wireline; Drilling; Wellbore; Petroleum engineering; Oil well; Drill; Completion (oil and gas wells); Engineering; Geology; Mechanical engineering; Telecommunications","score_opus":0.014151039678321277,"score_gpt":0.2177148098541073,"score_spread":0.20356377017578603,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041278876","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6782915,0.00034300337,0.31938595,0.00038090546,0.00019998311,0.0001216549,0.000033282697,0.0006803885,0.0005633692],"genre_scores_gemma":[0.99604857,0.00046188035,0.0032094351,0.000030105803,0.00013810735,0.000009066971,0.000029912788,0.00005846433,0.000014461032],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987503,0.000016678667,0.00036410042,0.0002895317,0.00022696506,0.00035240795],"domain_scores_gemma":[0.9994123,0.000062223975,0.0000837381,0.0001838196,0.000062244464,0.00019566428],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009757881,0.000291,0.00046172985,0.00016416071,0.00004294564,0.00009595698,0.00021214267,0.00006414073,0.000015527066],"category_scores_gemma":[0.000066280445,0.00031915674,0.00007256993,0.0004701163,0.00008221403,0.00019723631,0.000058956404,0.00025571306,0.0000047211984],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000075854978,0.000008418225,0.0015007262,0.0002700907,0.000049610506,0.0000049680016,0.00050318585,0.86457574,0.12751654,0.00041287337,0.00009147879,0.0050587645],"study_design_scores_gemma":[0.0002628671,0.00007901006,0.006984877,0.00014170537,0.000031377287,0.000001612032,0.00015647289,0.95274895,0.03837826,0.000008527787,0.00085896545,0.0003473672],"about_ca_topic_score_codex":0.00008455037,"about_ca_topic_score_gemma":0.0000022299455,"teacher_disagreement_score":0.3177571,"about_ca_system_score_codex":0.000034681412,"about_ca_system_score_gemma":0.000018694534,"threshold_uncertainty_score":0.99992603},"labels":[],"label_agreement":null},{"id":"W3041508639","doi":"10.1016/j.energy.2020.118337","title":"Nanoparticle plugging prediction of shale pores: A numerical and experimental study","year":2020,"lang":"en","type":"article","venue":"Energy","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Fundamental Research Funds for the Central Universities; China University of Geosciences; National Key Research and Development Program of China; China Scholarship Council; Ministry of Natural Resources","keywords":"Oil shale; Viscosity; Drilling fluid; Materials science; Nanofluid; Nanoparticle; Particle (ecology); Petroleum engineering; Chemical engineering; Particle size; Composite material; Nanotechnology; Drilling; Geology; Metallurgy","score_opus":0.009671980949694306,"score_gpt":0.18811892039576267,"score_spread":0.17844693944606838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3041508639","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9874016,0.0004988588,0.01127128,0.000010964321,0.000088970664,0.000028055967,0.0000024389358,0.00023717151,0.00046067304],"genre_scores_gemma":[0.999735,0.000006720676,0.00014340777,0.000012608952,0.000066818844,0.000008033159,0.0000015518873,0.000016699556,0.000009140113],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996369,0.0000060599414,0.000109085995,0.00008712641,0.00007033598,0.00009049455],"domain_scores_gemma":[0.9998604,0.0000097043885,0.000007933845,0.00005329157,0.0000042456536,0.00006440158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000021003189,0.00006406439,0.0000922915,0.00001822103,0.000015848831,0.000007663295,0.000033093907,0.000016460104,0.000014138606],"category_scores_gemma":[0.0000052447817,0.00006647533,0.0000146126395,0.000080107566,0.000007641379,0.00004837501,0.000017724627,0.000033374967,0.0000012816245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000135517375,0.000111205634,0.0039014004,0.00003277852,0.00005721838,0.00001210539,0.004671801,0.7729219,0.21626827,0.000243918,0.00022932,0.001536499],"study_design_scores_gemma":[0.00031526852,0.00018028475,0.0005622557,0.000008492478,0.000006575066,0.0000021638205,0.0005837598,0.80893743,0.18869638,0.0000038333524,0.00063576875,0.00006779813],"about_ca_topic_score_codex":0.00001973909,"about_ca_topic_score_gemma":3.5676482e-7,"teacher_disagreement_score":0.036015484,"about_ca_system_score_codex":0.000008958923,"about_ca_system_score_gemma":0.0000020085838,"threshold_uncertainty_score":0.27107853},"labels":[],"label_agreement":null},{"id":"W3042889317","doi":"","title":"Transpression and Transtension during batholith construction, Coast Mountains, British Columbia","year":2012,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Transtension; Transpression; Batholith; Geology; Geography; Seismology; Fault (geology); Tectonics","score_opus":0.005079087015888985,"score_gpt":0.1739560809869005,"score_spread":0.1688769939710115,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3042889317","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9939854,0.0019165819,0.00038419888,0.000008199473,0.0006029777,0.00011618692,0.000014236837,0.0006658239,0.0023063787],"genre_scores_gemma":[0.99698186,0.0006085226,0.0019873937,0.000010617799,0.00024994553,0.0000084452595,0.000012829317,0.00006722823,0.00007314237],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99873686,0.000017630702,0.00034151226,0.00020207645,0.00017872007,0.0005232215],"domain_scores_gemma":[0.9994837,0.000057659618,0.000039482475,0.00013957772,0.000034595207,0.00024497925],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00025396398,0.00017257233,0.00022474652,0.00004414766,0.00021201302,0.00018886315,0.00007012578,0.00014733025,0.0000036181978],"category_scores_gemma":[0.000035573114,0.00026361414,0.000050146497,0.000095946976,0.000047279475,0.00032810876,0.000012093625,0.00028554772,0.0000072765943],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016516895,0.00009015799,0.40528193,0.0016388773,0.0001183306,0.00010271601,0.0026187652,0.4924074,0.06928346,0.0000113057395,0.000799347,0.027631197],"study_design_scores_gemma":[0.0015371366,0.000030657433,0.9617036,0.0023153832,0.000112592046,0.0013864724,0.0006774447,0.017484233,0.009892042,0.000040532308,0.0036834036,0.0011365227],"about_ca_topic_score_codex":0.008367904,"about_ca_topic_score_gemma":0.007999119,"teacher_disagreement_score":0.55642164,"about_ca_system_score_codex":0.000039821633,"about_ca_system_score_gemma":0.0000062889158,"threshold_uncertainty_score":0.9999816},"labels":[],"label_agreement":null},{"id":"W3045295910","doi":"10.15530/urtec-2020-2465","title":"Well Performance Prediction in Montney Formation Using Machine Learning Approaches","year":2020,"lang":"en","type":"article","venue":"Proceedings of the 8th Unconventional Resources Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Artificial intelligence","score_opus":0.030019395933803514,"score_gpt":0.17360121202044856,"score_spread":0.14358181608664505,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3045295910","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99382174,0.00025026203,0.0025113616,0.00025896612,0.00006321263,0.0001419826,0.0000036681713,0.00033165212,0.0026171377],"genre_scores_gemma":[0.9990372,0.00005952644,0.0007697359,0.000006969001,0.000030695755,0.0000139033755,0.0000031649934,0.000018025488,0.000060778802],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999174,0.000003411249,0.00030032865,0.0001545418,0.00017879996,0.00018892736],"domain_scores_gemma":[0.99973375,0.000011060523,0.000102842256,0.000051964344,0.00006730977,0.000033092936],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014599733,0.00013887005,0.00016805122,0.00018749664,0.0000694488,0.000023416127,0.00030942223,0.00013446956,0.000015272448],"category_scores_gemma":[0.00006952858,0.0001237081,0.000048648795,0.0005313908,0.00008167744,0.00025741608,0.0000900786,0.00044421488,0.0000050718345],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003435799,0.00002578455,0.1431344,0.0010289963,0.00004624108,4.9045894e-7,0.0010415228,0.80696166,0.040935062,0.0038705498,0.000032044947,0.002888904],"study_design_scores_gemma":[0.0002278485,0.000036666996,0.001402018,0.00021907536,0.000012487896,0.000010584249,0.00025957316,0.9596773,0.036736406,0.00040431367,0.0009096956,0.00010404509],"about_ca_topic_score_codex":0.0000048994357,"about_ca_topic_score_gemma":0.0000016486247,"teacher_disagreement_score":0.15271564,"about_ca_system_score_codex":0.000054130673,"about_ca_system_score_gemma":0.0000094865645,"threshold_uncertainty_score":0.504467},"labels":[],"label_agreement":null},{"id":"W3045337339","doi":"10.15530/urtec-2020-3141","title":"Comparison of Wireline Log and SEM Image-Based Measurements of Porosity in Overburden Shales","year":2020,"lang":"en","type":"article","venue":"Proceedings of the 8th Unconventional Resources Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Wireline; Overburden; Porosity; Geology; Geotechnical engineering; Petrology; Computer science","score_opus":0.03283184764469156,"score_gpt":0.24569059015304046,"score_spread":0.2128587425083489,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3045337339","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99734414,0.00048241718,0.000972376,0.00039335815,0.00002856901,0.00011257044,0.000008622324,0.0000818133,0.0005761634],"genre_scores_gemma":[0.99820626,0.000013695986,0.0017413482,0.0000064462406,0.000008446258,0.0000051564334,0.0000011819284,0.00001086434,0.0000066037182],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99912477,0.0000029994358,0.00038112604,0.00014362372,0.0002206166,0.00012688129],"domain_scores_gemma":[0.99952495,0.000026376581,0.00016505808,0.00006522991,0.00018865457,0.00002972846],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015528718,0.00011913276,0.00031296845,0.00013939434,0.000018351844,0.0000065016957,0.00032381242,0.000111192254,0.000008612847],"category_scores_gemma":[0.00017224191,0.00010678245,0.000049961003,0.0003267135,0.00023395577,0.00005043725,0.00009301683,0.00020158262,4.318123e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049943865,0.000077113626,0.44456902,0.0013708913,0.00006577995,3.04001e-7,0.0004365703,0.014540707,0.5359613,0.0019284467,0.000068779074,0.0009311627],"study_design_scores_gemma":[0.00072529144,0.0001076537,0.017334111,0.0007139251,0.00003593641,0.0000018155753,0.00030561557,0.16704352,0.81212425,0.00133286,0.00011992773,0.00015507391],"about_ca_topic_score_codex":0.000010519915,"about_ca_topic_score_gemma":0.0000035702203,"teacher_disagreement_score":0.42723492,"about_ca_system_score_codex":0.000017801389,"about_ca_system_score_gemma":0.000016528898,"threshold_uncertainty_score":0.43544617},"labels":[],"label_agreement":null},{"id":"W3046708029","doi":"10.11159/mmme20.124","title":"Study of the geomechanical behaviour of different saline typologies in the Catalan basin","year":2020,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Catalan; Structural basin; Geology; Computer science; Petroleum engineering; Geomorphology; Linguistics","score_opus":0.011074121345323536,"score_gpt":0.1981125684915549,"score_spread":0.18703844714623136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3046708029","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9987013,0.000012742014,0.0000033253195,0.00021862544,0.0005703146,0.000357232,0.00001952187,0.00007988357,0.000037056954],"genre_scores_gemma":[0.9997043,0.000025805566,0.00008026406,0.000023518893,0.000089872374,0.00003216725,0.0000012151527,0.000036276775,0.0000066008756],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99876994,0.000009320624,0.00050337147,0.00020754761,0.0002760246,0.00023378067],"domain_scores_gemma":[0.99948305,0.000094837924,0.00013364876,0.00019488159,0.000039729053,0.00005383706],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001832121,0.0002484327,0.00045996584,0.00006193359,0.000027519818,0.000029756964,0.0006999434,0.000082612976,0.000005522628],"category_scores_gemma":[0.00016631365,0.00014334856,0.00009372831,0.00031872757,0.000049062335,0.00004762275,0.00024730898,0.00032096772,1.8641533e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060879975,0.00013257407,0.00032332668,0.0005087575,0.00004941492,7.554599e-7,0.00018766841,0.005294456,0.99142295,0.0018285275,0.00012273258,0.00006797425],"study_design_scores_gemma":[0.0004980448,0.00010177584,0.00036950407,0.0002856466,0.00006145961,0.0000028706158,0.00035998487,0.01036574,0.98768574,0.00006164322,0.00004896459,0.00015864003],"about_ca_topic_score_codex":0.00001516621,"about_ca_topic_score_gemma":0.0000038795124,"teacher_disagreement_score":0.005071284,"about_ca_system_score_codex":0.000019826555,"about_ca_system_score_gemma":0.000004367198,"threshold_uncertainty_score":0.5845585},"labels":[],"label_agreement":null},{"id":"W3047189331","doi":"","title":"Influence of formation anisotropy and axial compliances on drilling performance","year":2019,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Memorial University of Newfoundland; Suncor Energy Incorporated; Canadian Bureau for International Education","keywords":"Directional drilling; Drilling; Petroleum engineering; Oil shale; Geology; Measurement while drilling; Anisotropy; Rate of penetration; Geotechnical engineering; Mechanical engineering; Engineering","score_opus":0.015719447759066925,"score_gpt":0.22412114846647552,"score_spread":0.2084017007074086,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3047189331","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94069684,0.000061024217,0.00016736772,0.000002981146,0.004572083,0.00043057752,0.000027420345,0.0001955413,0.053846143],"genre_scores_gemma":[0.9915113,0.00071275,0.00009715986,9.711432e-7,0.0009827057,2.9186725e-7,0.00010121693,0.000046561076,0.006547062],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9978212,0.0001591964,0.00027850125,0.0004582021,0.0007757253,0.0005071632],"domain_scores_gemma":[0.99854916,0.00028249182,0.0001417319,0.00040018477,0.0004391095,0.00018730146],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00031916195,0.00035658653,0.00052787235,0.00096686854,0.000576614,0.00007801786,0.0006428968,0.00046807074,0.000005692566],"category_scores_gemma":[0.00003937574,0.00045518077,0.00013123322,0.0007196714,0.00018464505,0.0008501241,0.00009623149,0.0009683621,0.00002799089],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.003411748,0.00007759175,0.00016232651,0.003203343,0.00028552208,0.00025577747,0.0020056393,0.93057156,0.047734205,0.010787346,0.00039187534,0.001113044],"study_design_scores_gemma":[0.013623479,0.003899871,0.0032019622,0.00783666,0.00080246956,0.000049673654,0.015019889,0.3176537,0.45574033,0.00020320024,0.17736411,0.0046046516],"about_ca_topic_score_codex":0.0003418649,"about_ca_topic_score_gemma":0.000057743204,"teacher_disagreement_score":0.6129179,"about_ca_system_score_codex":0.0005993163,"about_ca_system_score_gemma":0.0001690723,"threshold_uncertainty_score":0.99979},"labels":[],"label_agreement":null},{"id":"W3047572368","doi":"10.2118/0820-0053-jpt","title":"Integration of Formation Evaluation Data Overcomes Offshore Coring Challenges","year":2020,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coring; Wireline; Geology; Drilling; Cretaceous; Submarine pipeline; Formation evaluation; Petrophysics; Drilling fluid; Petroleum engineering; Paleontology; Well logging; Engineering; Oceanography; Geotechnical engineering; Telecommunications","score_opus":0.07300951484323924,"score_gpt":0.2662047165911359,"score_spread":0.19319520174789667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3047572368","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6206933,0.012331301,0.36198172,0.0027717229,0.0007264517,0.00010040103,0.000011850978,0.00029460012,0.0010886498],"genre_scores_gemma":[0.9953385,0.0016062486,0.0029001557,0.000005526116,0.00012504857,0.0000012820575,0.000007785909,0.0000142521785,0.0000011836645],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999185,0.000012561744,0.00040766466,0.00007156206,0.0002215744,0.00010159627],"domain_scores_gemma":[0.999457,0.000025313191,0.00016390816,0.00019735539,0.00012378933,0.00003262568],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037202917,0.00008820648,0.00022241933,0.00029385072,0.00001256694,0.000007490666,0.00031339825,0.00010568679,0.0000078175635],"category_scores_gemma":[0.00021019194,0.000081752994,0.00003604761,0.00017135112,0.000016538428,0.00037585286,0.000042105512,0.00026851025,0.0000026292573],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002277912,0.000022396905,0.00019665227,0.00029687228,0.00012391087,0.0000064373467,0.0006668074,0.5340225,0.15646005,0.0015087716,0.00059536257,0.30607745],"study_design_scores_gemma":[0.00036105994,0.00014118485,0.00033249348,0.0001200575,0.000052951913,0.000041134674,0.000602546,0.9650004,0.030506643,0.00033613824,0.0024260413,0.00007934398],"about_ca_topic_score_codex":3.9812184e-7,"about_ca_topic_score_gemma":0.0000022040947,"teacher_disagreement_score":0.43097788,"about_ca_system_score_codex":0.000054712313,"about_ca_system_score_gemma":0.00001615418,"threshold_uncertainty_score":0.33337906},"labels":[],"label_agreement":null},{"id":"W3048282908","doi":"10.2118/202481-pa","title":"A Semiempirical Model for Rate of Penetration with Application to an Offshore Gas Field","year":2020,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Rate of penetration; Petroleum engineering; Drilling; Submarine pipeline; Exponential function; Penetration depth; Oil field; Simulation; Computer science; Engineering; Mathematics; Geotechnical engineering; Mechanical engineering; Physics; Mathematical analysis","score_opus":0.02502114817791207,"score_gpt":0.24115823346205725,"score_spread":0.2161370852841452,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3048282908","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19454296,0.000013020632,0.8044856,0.0003336174,0.000035013767,0.00025901798,0.0000098338205,0.00019644097,0.00012450079],"genre_scores_gemma":[0.9731467,0.000009258023,0.026349274,0.00016088084,0.00015584848,0.0000400362,0.00009921766,0.000033840046,0.0000049926953],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938196,0.0000070060155,0.00019308392,0.00018332941,0.000089502304,0.00014514744],"domain_scores_gemma":[0.9996189,0.000050635554,0.000028126597,0.00013523377,0.00006705369,0.00010008958],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009286908,0.00011724293,0.00016073836,0.000048247584,0.000034499266,0.000018536159,0.00008424113,0.00005293563,0.0000032546702],"category_scores_gemma":[0.000025759418,0.00011946122,0.000034270895,0.00016216097,0.0000062223753,0.000078934,0.00000661426,0.00007768209,0.00000540868],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044173477,0.0000073545543,0.000109137116,0.00009065938,0.0000088575125,1.237505e-7,0.00047654935,0.9338992,0.06290908,0.00050552713,0.0001844288,0.0017648683],"study_design_scores_gemma":[0.00017505503,0.00018149296,0.00015896038,0.000032246946,0.00001525804,6.49141e-7,0.00002001111,0.9743089,0.023860354,0.00023353104,0.00087054644,0.00014296609],"about_ca_topic_score_codex":0.000008334578,"about_ca_topic_score_gemma":0.000017972894,"teacher_disagreement_score":0.7786037,"about_ca_system_score_codex":0.000024400159,"about_ca_system_score_gemma":0.000009216116,"threshold_uncertainty_score":0.4871487},"labels":[],"label_agreement":null},{"id":"W3049379394","doi":"10.1016/j.jpeds.2020.08.029","title":"Synthetic surfactant CHF5633 vs poractant alfa","year":2020,"lang":"en","type":"letter","venue":"The Journal of Pediatrics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Pulmonary surfactant; Medicine; Chemistry","score_opus":0.008993230140444133,"score_gpt":0.17732082992637516,"score_spread":0.16832759978593104,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3049379394","genre_codex":"commentary","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"commentary","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0156975,0.051700138,0.06309203,0.8344319,0.028170388,0.0007332091,0.00030405083,0.0012391447,0.0046316586],"genre_scores_gemma":[0.49139798,0.103623234,0.0035412349,0.25847617,0.13979653,0.000006448104,0.00008723589,0.001763448,0.0013077088],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99799937,0.00006452175,0.0007361623,0.00011248928,0.0006654078,0.0004220647],"domain_scores_gemma":[0.99859744,0.00050127634,0.00034270345,0.0003265267,0.00010974761,0.00012229611],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0004964096,0.0003855597,0.00059529656,0.00022213759,0.0000597379,0.00006367419,0.00072715036,0.0003416301,0.00003396447],"category_scores_gemma":[0.00014880615,0.00026936384,0.000259758,0.000330545,0.000028727707,0.00009512199,0.00004599904,0.0036432317,0.000082418],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010994953,0.000004995696,0.000011357857,0.0006408299,0.00004961018,0.0007952949,0.0002318669,0.121308595,0.0001166473,0.0000013436368,0.8764577,0.00037076825],"study_design_scores_gemma":[0.00032355715,0.00018055298,0.000024130255,0.00017172119,0.0012523446,0.00082794647,0.00004252865,0.01717312,0.00028281508,0.00020876362,0.9787517,0.0007607951],"about_ca_topic_score_codex":0.0000037131676,"about_ca_topic_score_gemma":2.410736e-7,"teacher_disagreement_score":0.5759557,"about_ca_system_score_codex":0.0001410956,"about_ca_system_score_gemma":0.000089202906,"threshold_uncertainty_score":0.99997586},"labels":[],"label_agreement":null},{"id":"W3083365772","doi":"","title":"Source depth estimation using spectral analysis: an example from the Huronian Supergroup, Ontario, CanadaRONIAN SUPERGROUP, ONTARIO, CANADA","year":2003,"lang":"en","type":"article","venue":"EGS - AGU - EUG Joint Assembly","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Supergroup; Geology; Paleontology","score_opus":0.02168282104163674,"score_gpt":0.19209636791384094,"score_spread":0.1704135468722042,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3083365772","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9189678,0.00022103458,0.07746185,0.000034350665,0.00083568477,0.00014201587,0.000017859422,0.0002913319,0.0020280748],"genre_scores_gemma":[0.99146044,0.000004536142,0.007186846,0.00010524965,0.00018985683,0.000015570877,0.00024064507,0.0001192415,0.0006776111],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.996988,0.000098606346,0.0006487563,0.0006038469,0.0006597825,0.0010010252],"domain_scores_gemma":[0.9984695,0.00010141413,0.000081085745,0.000871308,0.000060116326,0.00041657678],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041287122,0.00058195106,0.0006320791,0.00018442931,0.0004066682,0.0002794897,0.00038620736,0.00017772827,0.0003864329],"category_scores_gemma":[0.000027639479,0.0005515622,0.00021475392,0.00060327456,0.000033503817,0.0004256948,0.000033020257,0.0007721909,0.000010167141],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004307846,0.000025956422,0.02312253,0.000010842203,0.0005582484,0.000032526485,0.0035993804,0.97011477,0.0012913499,0.0001580117,0.0006689102,0.0004131893],"study_design_scores_gemma":[0.0006104469,0.000046195004,0.13305697,0.0000681123,0.00077756145,0.000031965392,0.00087522966,0.833967,0.001900199,0.000045460292,0.027515303,0.0011056174],"about_ca_topic_score_codex":0.99959147,"about_ca_topic_score_gemma":0.9999685,"teacher_disagreement_score":0.13614781,"about_ca_system_score_codex":0.0038328771,"about_ca_system_score_gemma":0.0013580854,"threshold_uncertainty_score":0.99999124},"labels":[],"label_agreement":null},{"id":"W3084166259","doi":"","title":"Constraining fault-valve behavior at Val d'Or, Quebec.","year":2018,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Fault (geology); Computer science; Geology; Seismology","score_opus":0.017570809629773528,"score_gpt":0.23745073057917251,"score_spread":0.21987992094939898,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3084166259","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94736296,0.00024616436,0.0004426084,0.000017652976,0.0014269843,0.00014166236,0.000010435607,0.0013662489,0.048985265],"genre_scores_gemma":[0.994543,0.000033123153,0.0033403877,0.000044472537,0.000670557,0.000021979435,0.000017708015,0.000105793275,0.0012229376],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99824864,0.000015928783,0.000472058,0.00032050817,0.00026351915,0.00067932805],"domain_scores_gemma":[0.99912333,0.00019460946,0.00007211148,0.00031667453,0.000068927206,0.00022431271],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033113678,0.0003339743,0.0002857369,0.00010941792,0.00019194522,0.000093713374,0.00023526036,0.00019337217,0.000031095857],"category_scores_gemma":[0.00015905351,0.0003291703,0.0001297882,0.00016278909,0.000115590956,0.00014974854,0.000059114787,0.00032194602,0.00051427574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006294272,0.0001497694,0.028379843,0.00044488983,0.0003879453,0.00052281294,0.0053639514,0.8509057,0.03918397,0.00015608214,0.0077802334,0.06666187],"study_design_scores_gemma":[0.0055593317,0.0007755346,0.22960517,0.0044384156,0.0009112852,0.0012752714,0.0020848915,0.3642728,0.1862298,0.00012507189,0.19729176,0.007430668],"about_ca_topic_score_codex":0.002954256,"about_ca_topic_score_gemma":0.009732615,"teacher_disagreement_score":0.48663288,"about_ca_system_score_codex":0.00015181098,"about_ca_system_score_gemma":0.000037582722,"threshold_uncertainty_score":0.999916},"labels":[],"label_agreement":null},{"id":"W3086848426","doi":"10.2118/199946-ms","title":"Materials, Well Designs and Numerical Simulations for the Construction of a Low Loss Zone for Radiofrequency Downhole Heating","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Acceleware (Canada)","funders":"","keywords":"Dielectric; Materials science; Dielectric loss; Composite material; Dissipation factor; Dielectric heating; Porosity; Optoelectronics","score_opus":0.016792016559543693,"score_gpt":0.21236144822079578,"score_spread":0.1955694316612521,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3086848426","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030027764,0.00017272381,0.96893775,0.00015574679,0.00015647971,0.0003095305,0.00004664961,0.00013022787,0.00006312791],"genre_scores_gemma":[0.94102716,0.000022896047,0.05873412,0.00002251448,0.00012812112,0.000025548716,0.000010302417,0.000021269236,0.000008077606],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995682,0.0000045179518,0.00017863505,0.00008752976,0.00004184749,0.00011926666],"domain_scores_gemma":[0.9996196,0.00023402338,0.000018949344,0.00006321413,0.000024898023,0.000039282848],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000062665415,0.000082261926,0.00013378682,0.00001721161,0.00005639552,0.00002274713,0.00004632218,0.000035977795,0.000025762758],"category_scores_gemma":[0.000039513066,0.00006567294,0.000026472659,0.000077327524,0.000022822082,0.000079210564,0.000006061497,0.000033299257,8.963798e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011137785,0.0000031281854,0.00003095115,0.00026837178,0.00003252899,1.0744876e-7,0.00016528917,0.91429996,0.07995977,0.0026340967,0.000049938004,0.002544718],"study_design_scores_gemma":[0.00030770348,0.00004115994,0.000012258482,0.000018907629,0.000022393344,0.00000298485,0.000050212035,0.9181877,0.08019028,0.00017855024,0.00090603484,0.000081831815],"about_ca_topic_score_codex":0.000009369832,"about_ca_topic_score_gemma":3.8202361e-7,"teacher_disagreement_score":0.9109994,"about_ca_system_score_codex":0.000009545098,"about_ca_system_score_gemma":0.0000057022958,"threshold_uncertainty_score":0.26780647},"labels":[],"label_agreement":null},{"id":"W3087259180","doi":"10.1016/j.psep.2020.09.038","title":"Review and analysis of supervised machine learning algorithms for hazardous events in drilling operations","year":2020,"lang":"en","type":"article","venue":"Process Safety and Environmental Protection","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":116,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Machine learning; Artificial intelligence; Algorithm; Computer science; Drilling engineering; Deep learning; Artificial neural network; Support vector machine; Drilling; Engineering","score_opus":0.012706984041483795,"score_gpt":0.20645284302232664,"score_spread":0.19374585898084284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3087259180","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05669865,0.018844135,0.92342687,0.00016217287,0.000023880366,0.00069186685,0.000048094564,0.00008539552,0.000018936815],"genre_scores_gemma":[0.9846954,0.014719824,0.00039655456,0.000026951719,0.000011296019,0.000057110195,0.00007496694,0.000014184427,0.0000037269074],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99953055,0.0000098751625,0.00019030253,0.00013466072,0.00004789226,0.000086695654],"domain_scores_gemma":[0.99990135,0.000008845706,0.000015847705,0.00003157088,0.0000028584248,0.00003952191],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000099357494,0.0000905287,0.0002082932,0.000058534322,0.000057459954,0.0000040761342,0.000023918556,0.000035268335,0.0000076067445],"category_scores_gemma":[0.000014745087,0.000094571165,0.00003111546,0.00018971489,0.0000108732465,0.000097313874,0.000010302753,0.00010861954,3.2188984e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011492786,0.000007289377,0.0008466752,0.0012788317,0.00007735973,8.4575596e-8,0.00029303037,0.98699933,0.0012986133,9.99414e-7,8.1062524e-8,0.009186201],"study_design_scores_gemma":[0.00024473935,0.000040977084,0.0009865706,0.00011001807,0.0001901137,0.0000010612249,0.000052105253,0.9975526,0.0005756682,0.0000053345343,0.00014315132,0.000097677184],"about_ca_topic_score_codex":0.000014445592,"about_ca_topic_score_gemma":0.0000061462006,"teacher_disagreement_score":0.92799675,"about_ca_system_score_codex":0.000020320367,"about_ca_system_score_gemma":0.0000013437405,"threshold_uncertainty_score":0.38565004},"labels":[],"label_agreement":null},{"id":"W3089744617","doi":"10.2118/203819-pa","title":"Early Detection and Estimation of Kick in Managed Pressure Drilling","year":2020,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Covariance; Kalman filter; Estimator; Gaussian; Offshore drilling; Control theory (sociology); Drilling; Engineering; Computer science; Statistics; Mathematics; Artificial intelligence","score_opus":0.010260744275778584,"score_gpt":0.18549921801273853,"score_spread":0.17523847373695994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3089744617","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5870148,0.00031938907,0.4118645,0.000032969383,0.00015663003,0.00012034694,0.0000031457419,0.00023251103,0.00025573344],"genre_scores_gemma":[0.9965099,0.000110449684,0.003219121,0.000009562361,0.00009589877,0.0000050706835,0.000011376531,0.000033566423,0.0000050347544],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992048,0.000018596424,0.00028697093,0.000181121,0.00013715404,0.00017132553],"domain_scores_gemma":[0.99972475,0.000050233302,0.000042044987,0.00009999302,0.00002298574,0.000059987535],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013074909,0.00014086279,0.000213021,0.00012510488,0.00003701555,0.00002945008,0.00006248992,0.00007623542,0.0000066774487],"category_scores_gemma":[0.00004454964,0.00016696566,0.000035265908,0.00025967124,0.000018123295,0.00014309242,0.000015911724,0.00018750774,0.000008180418],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009834885,0.0000038053306,0.0006123338,0.0002739858,0.00001624444,0.0000013140309,0.0006196274,0.9651405,0.024940167,0.000111606845,0.0000038827593,0.008266669],"study_design_scores_gemma":[0.00027108053,0.000036630932,0.012297472,0.00011878486,0.000019940939,0.0000017390572,0.000027482996,0.97623324,0.010126637,0.0001781173,0.0005329689,0.00015590666],"about_ca_topic_score_codex":0.000048988128,"about_ca_topic_score_gemma":0.0000092633845,"teacher_disagreement_score":0.40949515,"about_ca_system_score_codex":0.000022472132,"about_ca_system_score_gemma":0.0000025686124,"threshold_uncertainty_score":0.68086624},"labels":[],"label_agreement":null},{"id":"W3091959450","doi":"10.2118/200508-ms","title":"Three Mud System Allows Successful Completion of &amp;gt;22,000' Slimhole with 0.5 ppg Window through MPD Optimization of Trip Procedure","year":2020,"lang":"en","type":"article","venue":"SPE/IADC Managed Pressure Drilling and Underbalanced Operations Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Underbalanced drilling; Completion (oil and gas wells); Annulus (botany); Drilling fluid; Geology; Petroleum engineering; Drilling; Drill; Wellbore; Window (computing); Lost circulation; Hydrostatic equilibrium; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.01695070081468377,"score_gpt":0.19997214401648206,"score_spread":0.18302144320179828,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3091959450","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08759024,0.00092225254,0.90870327,0.00013812364,0.00007873025,0.00045093722,0.000068187044,0.00026683632,0.0017814472],"genre_scores_gemma":[0.9835602,0.000601341,0.015413147,0.000026280955,0.000087010274,0.000028778246,0.00022418605,0.000035767403,0.000023273182],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987946,0.00003270103,0.0004094499,0.00033284567,0.00021884439,0.00021152267],"domain_scores_gemma":[0.99942034,0.000037851234,0.00008680399,0.00019043821,0.00018028602,0.00008426747],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012402075,0.000259292,0.00043804495,0.00008399412,0.00017057899,0.00010859809,0.00009849293,0.00013746883,0.000022260865],"category_scores_gemma":[0.000018708266,0.0002442789,0.00004004873,0.0002757923,0.00008276739,0.00041389532,0.00002416312,0.00020679283,0.0000011217371],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043697437,0.000015179866,0.00037368404,0.0015165467,0.00009531537,0.0000011689216,0.0011679294,0.98482126,0.006585614,0.004877353,0.00004127424,0.00046099344],"study_design_scores_gemma":[0.00090700184,0.00010601331,0.00033457176,0.0007857233,0.00015562167,0.000008368032,0.00070629833,0.9919237,0.004352979,0.00012390858,0.00029834645,0.00029749374],"about_ca_topic_score_codex":0.00006354059,"about_ca_topic_score_gemma":0.00010328474,"teacher_disagreement_score":0.89597,"about_ca_system_score_codex":0.000014329064,"about_ca_system_score_gemma":0.000021000864,"threshold_uncertainty_score":0.9961404},"labels":[],"label_agreement":null},{"id":"W3092520079","doi":"10.2118/200524-ms","title":"Successful Implementation of Continuous Circulation Technology in Exploratory Drilling in Ultra-Deepwater Offshore Nova Scotia","year":2020,"lang":"en","type":"article","venue":"SPE/IADC Managed Pressure Drilling and Underbalanced Operations Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Lost circulation; Submarine pipeline; Wellbore; Drill; Drill pipe; Offshore drilling; Completion (oil and gas wells); Nova scotia; Underbalanced drilling; Drilling fluid; Mud logging; Deepwater drilling; Engineering; Marine engineering; Geology; Mechanical engineering; Geotechnical engineering","score_opus":0.013525549363347312,"score_gpt":0.2250332521560739,"score_spread":0.21150770279272657,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3092520079","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8928016,0.00079013355,0.105011255,0.00039917842,0.00010803958,0.00036167956,0.0000182647,0.0001641907,0.0003456578],"genre_scores_gemma":[0.99831724,0.00066960487,0.0007952305,0.000035137142,0.00004697345,0.000018141953,0.00008933724,0.000024553836,0.000003787141],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988516,0.000037327518,0.0004444582,0.00031244138,0.00011295613,0.00024121984],"domain_scores_gemma":[0.99968725,0.000027158387,0.000042097887,0.0001211391,0.00006507155,0.000057269088],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016146187,0.00020046397,0.00031882702,0.00030397213,0.000060430873,0.00008597692,0.00007207683,0.00014527222,0.000019130086],"category_scores_gemma":[0.000015926324,0.0002223991,0.000023399785,0.000393997,0.000054493245,0.00039949903,0.00001856131,0.00025989345,0.0000021831495],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013417477,0.000014346522,0.03265139,0.00042536136,0.000039123355,0.0000050971785,0.0035557006,0.8993264,0.055923346,0.0030966538,0.000012567227,0.0049366234],"study_design_scores_gemma":[0.0016320491,0.00007269177,0.011244196,0.0005087198,0.000056655877,0.000005432418,0.007307047,0.944066,0.03304658,0.001427694,0.00012584298,0.00050712476],"about_ca_topic_score_codex":0.00015781667,"about_ca_topic_score_gemma":0.0011433662,"teacher_disagreement_score":0.10551563,"about_ca_system_score_codex":0.000020887212,"about_ca_system_score_gemma":0.000017206157,"threshold_uncertainty_score":0.9069172},"labels":[],"label_agreement":null},{"id":"W3093570631","doi":"10.2118/201664-ms","title":"Drill Bit Damage Assessment Using Image Analysis and Deep Learning as an Alternative to Traditional IADC Dull Grading","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Computer science; Drill bit; Drill; Artificial intelligence; Grading (engineering); Convolutional neural network; Drilling; Image processing; Computer vision; Machine learning; Pattern recognition (psychology); Image (mathematics); Engineering","score_opus":0.028479409799121922,"score_gpt":0.2731702515408439,"score_spread":0.24469084174172198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093570631","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6014584,0.000028830185,0.3967504,0.00019848367,0.000031511834,0.000099507786,0.000031041098,0.00029528566,0.0011065461],"genre_scores_gemma":[0.9890854,0.000114812035,0.010412354,0.00011982211,0.00014416955,0.000008565964,0.00008577001,0.0000242354,0.0000048761844],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989889,0.000031320073,0.0002184665,0.0003351219,0.00018999199,0.00023615881],"domain_scores_gemma":[0.99948615,0.000036546342,0.000029479555,0.00008833372,0.000068864836,0.00029060166],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014209423,0.00019194708,0.00026101127,0.00018397879,0.00011649176,0.000144748,0.000079614205,0.00008646013,0.000062530446],"category_scores_gemma":[0.000039682545,0.00020606404,0.00005669368,0.00040220286,0.00004883319,0.00046537907,0.00004547147,0.00032932198,0.000006859761],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006050182,0.00009084284,0.0025125858,0.00023648686,0.00035359297,0.00013333674,0.004007318,0.49211836,0.4602236,0.019552166,0.00013320835,0.020578023],"study_design_scores_gemma":[0.00024687184,0.0002930053,0.0071497676,0.00006855815,0.0001509151,0.0000111429035,0.0004760783,0.9848701,0.0041302736,0.002030285,0.00018981242,0.0003831969],"about_ca_topic_score_codex":0.00004836794,"about_ca_topic_score_gemma":0.000016748643,"teacher_disagreement_score":0.49275175,"about_ca_system_score_codex":0.000047297817,"about_ca_system_score_gemma":0.000011139621,"threshold_uncertainty_score":0.8403048},"labels":[],"label_agreement":null},{"id":"W3093867098","doi":"10.1017/jfm.2020.713","title":"Primary cementing of horizontal wells. Displacement flows in eccentric horizontal annuli. Part 1. Experiments","year":2020,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Displacement (psychology); Mechanics; Geology; Eccentric; Physics; Structural engineering; Engineering","score_opus":0.011839704176107304,"score_gpt":0.19447785436998977,"score_spread":0.18263815019388246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3093867098","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88381433,0.005342664,0.106973164,0.00009063878,0.0027508913,0.00024924523,0.000017107921,0.000086777014,0.0006751884],"genre_scores_gemma":[0.9963499,0.00087059423,0.0023023714,0.000036980106,0.00037691597,0.0000028921204,0.000005805474,0.00004960141,0.000004991457],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982293,0.000022554597,0.00085189444,0.00013585514,0.0004290513,0.00033132226],"domain_scores_gemma":[0.99945015,0.000026177782,0.00015757218,0.0001191357,0.000056047156,0.00019090972],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003163185,0.00021590594,0.00044080924,0.00016949963,0.000023566081,0.000023283566,0.0002324173,0.00008266664,0.00004193966],"category_scores_gemma":[0.00003339901,0.00021853313,0.00015801309,0.0002954556,0.0000045580823,0.0002258885,0.000059671645,0.00031572796,0.000007440277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016188544,0.00019496483,0.00027467762,0.0005215193,0.00026006423,0.00017733971,0.001524878,0.37195563,0.6168545,0.0003204037,0.0024575156,0.0052966215],"study_design_scores_gemma":[0.002026207,0.00068512285,0.000042957436,0.00037808475,0.00006765639,0.000036549744,0.00043116006,0.7537726,0.23351714,0.000026295245,0.008659375,0.00035684725],"about_ca_topic_score_codex":0.0000033746928,"about_ca_topic_score_gemma":7.9454975e-7,"teacher_disagreement_score":0.38333735,"about_ca_system_score_codex":0.00020552399,"about_ca_system_score_gemma":0.00003913259,"threshold_uncertainty_score":0.89115226},"labels":[],"label_agreement":null},{"id":"W3094251339","doi":"10.2118/201253-ms","title":"Experimental Evaluation of a Radial Casing Expansion Surface Casing Vent Flow Remediation Technique for Oil and Gas Wells","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Casing; Annulus (botany); Petroleum engineering; Geotechnical engineering; Geology; Materials science; Composite material","score_opus":0.0325836801052988,"score_gpt":0.2678660044857663,"score_spread":0.2352823243804675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094251339","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7963084,0.00080714753,0.20127648,0.00035035965,0.00013483268,0.00038169124,0.00005303781,0.00025913643,0.0004289354],"genre_scores_gemma":[0.99354225,0.00021797828,0.006004948,0.00001816714,0.00011172909,0.000034381985,0.00004866219,0.000020183865,0.0000016925801],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918157,0.000026962043,0.0002387811,0.00019962194,0.00020171853,0.00015131946],"domain_scores_gemma":[0.9996489,0.000042781805,0.000039034843,0.00007458478,0.000109767636,0.00008491815],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003538598,0.00013359517,0.0001796976,0.000043357777,0.00005200183,0.000027199689,0.000036491223,0.00012484276,0.0000088183915],"category_scores_gemma":[0.00007348625,0.00014404843,0.000034618126,0.000091132344,0.000039310013,0.00018941161,0.00002108368,0.0001162367,8.9813005e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004262782,0.000016536022,0.0000111636955,0.00017581007,0.000007399295,0.0000011933101,0.00081629574,0.049128965,0.9108006,0.00013354012,0.00013150007,0.038734373],"study_design_scores_gemma":[0.00050784484,0.00016390912,0.000042088373,0.00018201573,0.000030934345,0.000009697863,0.00027268435,0.54441166,0.4538062,0.0002972243,0.00012467953,0.00015105799],"about_ca_topic_score_codex":0.000012363055,"about_ca_topic_score_gemma":0.000002681503,"teacher_disagreement_score":0.4952827,"about_ca_system_score_codex":0.000053304015,"about_ca_system_score_gemma":0.000024311077,"threshold_uncertainty_score":0.5874125},"labels":[],"label_agreement":null},{"id":"W3094885173","doi":"10.2118/204227-pa","title":"Characterization of the Microstructure of the Cement/Casing Interface Using ESEM and Micro-CT Scan Techniques","year":2020,"lang":"en","type":"article","venue":"SPE Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Casing; Environmental scanning electron microscope; Cement; Microstructure; Materials science; Shrinkage; Characterization (materials science); Composite material; Petroleum engineering; Scanning electron microscope; Geology; Nanotechnology","score_opus":0.008064495370386119,"score_gpt":0.197240363412951,"score_spread":0.1891758680425649,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094885173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9775219,0.00019202863,0.021744696,0.00014150291,0.00026413216,0.00005772082,0.0000069680955,0.0000209743,0.000050081588],"genre_scores_gemma":[0.9979806,0.00007571358,0.0017938054,0.000020307727,0.000107139706,1.1446589e-7,2.920387e-7,0.000016352404,0.000005693795],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99959445,0.000013540185,0.00018057301,0.000046012632,0.00007924594,0.00008615207],"domain_scores_gemma":[0.9997888,0.0000049388573,0.00008302407,0.0000732225,0.000023206392,0.000026762207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006579189,0.00007543652,0.000102938306,0.000022892065,0.00005093844,0.00002805077,0.00012066483,0.000021331261,0.000006597434],"category_scores_gemma":[0.000011834039,0.000048202375,0.00004416663,0.000115510265,0.000027528267,0.000060461825,0.000041844254,0.00020441691,9.2400015e-8],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019665626,0.000001116654,0.0010384115,0.00005924726,0.000016246235,3.642017e-7,0.00040026935,0.0136534665,0.9833632,0.0000031965908,0.000010832595,0.0014516446],"study_design_scores_gemma":[0.00006629443,0.000007869096,0.0024527118,0.00024800966,0.000017254064,0.000095711475,0.00004060403,0.041465756,0.95492387,0.000016334287,0.00061167066,0.000053918033],"about_ca_topic_score_codex":0.0000026092337,"about_ca_topic_score_gemma":4.3049366e-7,"teacher_disagreement_score":0.028439369,"about_ca_system_score_codex":0.000025058891,"about_ca_system_score_gemma":0.000011025027,"threshold_uncertainty_score":0.19656359},"labels":[],"label_agreement":null},{"id":"W3094934309","doi":"10.1115/1.4048510","title":"A New Low-Damage Drilling Fluid for Sandstone Reservoirs With Low-Permeability: Formulation, Evaluation, and Applications","year":2020,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina; University of Alberta","funders":"China National Petroleum Corporation; Natural Sciences and Engineering Research Council of Canada; National Natural Science Foundation of China","keywords":"Drilling fluid; Petroleum engineering; Drilling; Oil shale; Hydraulic fracturing; Permeability (electromagnetism); Geology; Scanning electron microscope; Water injection (oil production); Materials science; Composite material; Chemistry; Membrane","score_opus":0.007031391433713928,"score_gpt":0.21105204934836613,"score_spread":0.2040206579146522,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3094934309","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36334956,0.0018631053,0.63326323,0.0009244607,0.000041687104,0.0001575237,0.0000025954123,0.000193141,0.00020473314],"genre_scores_gemma":[0.9884492,0.00017017461,0.010882964,0.000043561005,0.00035017438,0.000032996657,0.000004513881,0.00004383802,0.000022554435],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902546,0.000010602505,0.00040536374,0.00015681714,0.00019813282,0.00020363348],"domain_scores_gemma":[0.9992251,0.00008225752,0.000118822,0.00017930527,0.00025475424,0.00013980144],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023654343,0.00015277832,0.0002803442,0.00028203658,0.00008104563,0.000032152675,0.00020054342,0.00015082837,0.000008781531],"category_scores_gemma":[0.00011774155,0.00013400255,0.00005326166,0.00048189735,0.00004257329,0.00012535059,0.000025388608,0.00018828353,5.2903533e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005518689,0.000010770834,0.0006400337,0.00011301011,0.00010269091,0.0000021625597,0.00029187876,0.96297455,0.007137491,0.0012901633,0.0003133488,0.02706869],"study_design_scores_gemma":[0.0019773091,0.00037051042,0.0002644098,0.00019228982,0.00015091278,0.00007888757,0.000327093,0.8494119,0.016178524,0.003512327,0.12719618,0.0003396614],"about_ca_topic_score_codex":0.0000034129312,"about_ca_topic_score_gemma":0.000010238158,"teacher_disagreement_score":0.62509966,"about_ca_system_score_codex":0.00005126314,"about_ca_system_score_gemma":0.000042819964,"threshold_uncertainty_score":0.5464465},"labels":[],"label_agreement":null},{"id":"W3095914852","doi":"10.5006/c2020-15020","title":"Baseline Distribution and Diversity of MIC-Relevant Microorganisms in Compacted Bentonites after Incubation for 1 Year","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lallemand (Canada); Nuclear Waste Management Organization; Toronto Metropolitan University; University of Saskatchewan","funders":"","keywords":"Baseline (sea); Incubation; Microorganism; Environmental science; Geology; Metallurgy; Environmental chemistry; Materials science; Chemistry; Bacteria; Oceanography; Biochemistry","score_opus":0.007190575403795844,"score_gpt":0.1705744983646843,"score_spread":0.16338392296088847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3095914852","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.75502735,0.000059973023,0.24460644,0.000051381598,0.000026734178,0.000071091,0.00008261898,0.000060467195,0.000013975794],"genre_scores_gemma":[0.99854505,0.000021635831,0.0012947548,0.000012500377,0.000018234778,0.0000016216702,0.000095430805,0.0000073037386,0.0000034906745],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9997301,0.000002760714,0.000096420044,0.00006210608,0.000035204455,0.00007342521],"domain_scores_gemma":[0.9998786,0.000030601695,0.00000831537,0.00003112105,0.000017926022,0.00003347851],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000049321432,0.00005450341,0.00008505099,0.000021467908,0.000011511846,0.0000055968753,0.000025239506,0.00002949371,0.000014576096],"category_scores_gemma":[0.000022977803,0.000056073743,0.000014789105,0.00007705236,0.0000067610085,0.000044990305,0.000023584755,0.0000373972,0.000001691118],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002573233,0.000093470124,0.18248683,0.001701235,0.0001201541,0.000004754363,0.004122293,0.40572903,0.39871737,0.000855215,0.001773051,0.004139278],"study_design_scores_gemma":[0.0006380961,0.000039241102,0.038115997,0.00003190304,0.000015924887,3.0553835e-7,0.00007698223,0.8924298,0.068115674,0.00006793209,0.00033914507,0.00012895658],"about_ca_topic_score_codex":0.000013158581,"about_ca_topic_score_gemma":0.000009369595,"teacher_disagreement_score":0.48670083,"about_ca_system_score_codex":0.000018222261,"about_ca_system_score_gemma":0.0000016957313,"threshold_uncertainty_score":0.22866209},"labels":[],"label_agreement":null},{"id":"W3096666617","doi":"10.2118/203015-ms","title":"Underbalance Coiled Tubing Drilling in Tight Gas Reservoir Study Case Onshore Field, Abu Dhabi","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Abu dhabi; Drilling; Petroleum engineering; Underbalanced drilling; Completion (oil and gas wells); Wireline; Geology; Directional drilling; Drilling fluid; Engineering; Mechanical engineering; Telecommunications; Archaeology","score_opus":0.016313334595195725,"score_gpt":0.21332513027651778,"score_spread":0.19701179568132204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3096666617","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9651145,0.00028257206,0.026194587,0.00031728816,0.00029821027,0.00027446166,0.0000020510279,0.0008489864,0.006667373],"genre_scores_gemma":[0.99860406,0.000049253347,0.0008957571,0.000118648495,0.00016905207,0.00001950679,0.0000025157417,0.000056377023,0.000084840234],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99881214,0.000024919918,0.00033811308,0.00028719686,0.00015711763,0.0003805209],"domain_scores_gemma":[0.99938554,0.00016902418,0.000016052149,0.00024951543,0.000019824542,0.0001600239],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001662013,0.00022618804,0.00028669933,0.00009084059,0.000057490703,0.000061053426,0.00017184744,0.00008908931,0.000091768976],"category_scores_gemma":[0.00007571785,0.00022843308,0.00005314189,0.00041092874,0.000008396376,0.00013541536,0.000049606795,0.0004104778,0.000048013804],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010737574,0.000034372646,0.009378084,0.00012273036,0.00004201727,0.0018735147,0.0039970907,0.9819085,0.0010225232,0.000055074568,0.00085481553,0.000700563],"study_design_scores_gemma":[0.00071826164,0.00010527871,0.00055143354,0.000086652624,0.000014487308,0.00006994623,0.0017290884,0.9931904,0.0021076708,0.000033353102,0.0010099696,0.00038347166],"about_ca_topic_score_codex":0.00014786351,"about_ca_topic_score_gemma":0.00038726948,"teacher_disagreement_score":0.03348958,"about_ca_system_score_codex":0.000059683607,"about_ca_system_score_gemma":0.0000109471175,"threshold_uncertainty_score":0.9315231},"labels":[],"label_agreement":null},{"id":"W3098127307","doi":"10.1109/amc44022.2020.9244368","title":"Regulation of Penetration Rate and Drilling Power in Rotary Drilling Systems","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Drilling; Rate of penetration; Angular velocity; Penetration rate; Penetration (warfare); Control theory (sociology); Computer science; Power (physics); Tracking (education); Process (computing); Measurement while drilling; Control engineering; Engineering; Petroleum engineering; Mechanical engineering; Control (management); Physics; Artificial intelligence","score_opus":0.007177378329868335,"score_gpt":0.15895679769557136,"score_spread":0.15177941936570302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3098127307","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8346808,0.0007409348,0.16191167,0.00004016198,0.0002170158,0.00013194696,0.0000012723489,0.00021390287,0.0020623335],"genre_scores_gemma":[0.9989952,0.00008722133,0.0008071501,0.000010424057,0.000054047443,0.0000031849206,0.0000054369384,0.000021299726,0.000016039121],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994409,0.000011613717,0.00025171574,0.000111303954,0.00007085751,0.00011362493],"domain_scores_gemma":[0.9998197,0.00003306107,0.000016973692,0.00006487681,0.000016899978,0.000048463397],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013443579,0.00009314338,0.00014817259,0.00006947301,0.000012584554,0.000021261263,0.000033745484,0.00005420652,0.00000925448],"category_scores_gemma":[0.000016420758,0.00009724756,0.000017187247,0.00016002548,0.0000068284726,0.00013437122,0.000007563011,0.000079030244,0.0000032189612],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026965238,0.0000013988682,0.0008186988,0.00012866911,0.000006984195,7.655623e-7,0.00035016242,0.937247,0.060781136,0.00043487418,0.000016116766,0.00021149265],"study_design_scores_gemma":[0.00015380852,0.0000152147595,0.005356226,0.000080108286,0.0000037509215,0.0000010561537,0.00009309815,0.9855605,0.008449897,0.000021254775,0.00015789153,0.00010720616],"about_ca_topic_score_codex":0.000027008573,"about_ca_topic_score_gemma":0.0000048568236,"teacher_disagreement_score":0.16431442,"about_ca_system_score_codex":0.000015589572,"about_ca_system_score_gemma":0.000003710232,"threshold_uncertainty_score":0.39656404},"labels":[],"label_agreement":null},{"id":"W3098843416","doi":"10.2118/201287-ms","title":"Acoustic Data Driven Application of Principal Component Multivariate Regression Analysis in the Development of Unconfined Compressive Strength Prediction Models for Shale Gas Reservoirs","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Compressive strength; Principal component analysis; Multivariate statistics; Oil shale; Geology; Predictive modelling; Linear regression; Statistics; Petroleum engineering; Mathematics; Materials science","score_opus":0.05162490887575112,"score_gpt":0.2759242552052332,"score_spread":0.22429934632948212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3098843416","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23204565,0.00002949585,0.76710445,0.000076923876,0.000011857329,0.00031017364,0.00027754216,0.00006146731,0.00008246894],"genre_scores_gemma":[0.9919002,0.000044457327,0.007236332,0.000004755137,0.000022265838,0.000040627612,0.0007426734,0.000008064945,5.981978e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990949,0.000021698535,0.00039144774,0.00021360916,0.00016213741,0.00011622968],"domain_scores_gemma":[0.9994791,0.000087465065,0.00007933633,0.00022969097,0.000082727696,0.000041648676],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020845847,0.00010883427,0.00023341052,0.0000834379,0.000033861874,0.0000105098525,0.00021143198,0.00008087781,0.000002033158],"category_scores_gemma":[0.000037269758,0.00008593018,0.000032326123,0.00026020358,0.000034503566,0.00014712098,0.000073921525,0.00012551386,2.5063133e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000067820154,0.000056414927,0.00022469967,0.0002533066,0.000063490006,4.4834692e-7,0.0018469194,0.93948686,0.0538323,0.0005751791,0.000056773377,0.0035358127],"study_design_scores_gemma":[0.00032326038,0.000051481795,0.0025987371,0.00012153265,0.00008068692,3.1887524e-7,0.00042102518,0.9917191,0.004299654,0.00025788078,0.00004288711,0.00008342084],"about_ca_topic_score_codex":0.000024783074,"about_ca_topic_score_gemma":0.00007648134,"teacher_disagreement_score":0.7598681,"about_ca_system_score_codex":0.000016744172,"about_ca_system_score_gemma":0.000018202647,"threshold_uncertainty_score":0.35041308},"labels":[],"label_agreement":null},{"id":"W3099514481","doi":"10.1139/cgj-2020-0373","title":"Physical modelling of pile drilling in sand","year":2020,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Flushing; Geotechnical engineering; Casing; Drilling; Borehole; Pile; Pore water pressure; Rate of penetration; Geology; Overburden; Petroleum engineering; Drilling fluid; Drill; Engineering","score_opus":0.016592536597501054,"score_gpt":0.1825473775545394,"score_spread":0.16595484095703833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3099514481","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3416761,0.00071662077,0.65535897,0.00044153206,0.0002514334,0.00009071452,0.000012665376,0.00015725507,0.0012947327],"genre_scores_gemma":[0.9985592,0.00009301626,0.0009466372,0.00006383897,0.00030152957,0.0000011915408,0.0000012415029,0.000030754312,0.000002610254],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915385,0.000008986604,0.00026844704,0.00009972662,0.00012091966,0.00034807588],"domain_scores_gemma":[0.9992726,0.000031143063,0.000020876107,0.000083332394,0.000022466784,0.00056957506],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011155818,0.0001157414,0.00022621635,0.00014795618,0.000032092208,0.000024576277,0.00017383033,0.00008921091,0.00002011293],"category_scores_gemma":[0.000030396042,0.00012342616,0.00008131758,0.00026440888,0.000021637044,0.00007747589,0.000008862986,0.0006599997,0.0000099467425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018970076,0.000003060049,0.00003790845,0.000023382718,0.000008700677,0.000047819573,0.00016301808,0.99664414,0.0011522344,0.00007731477,0.00018738543,0.0016531276],"study_design_scores_gemma":[0.00016207123,0.000022896735,0.00002616413,0.0000749187,0.0000061238975,0.00002318733,0.00001992186,0.99528515,0.001406695,0.00025179717,0.0025881936,0.00013288396],"about_ca_topic_score_codex":0.00060084305,"about_ca_topic_score_gemma":0.00014304146,"teacher_disagreement_score":0.6568831,"about_ca_system_score_codex":0.00010878415,"about_ca_system_score_gemma":0.00007518918,"threshold_uncertainty_score":0.50331724},"labels":[],"label_agreement":null},{"id":"W3101552229","doi":"10.6180/jase.201812_21(4).0016","title":"Feasibility Analysis of Early Gas Monitoring at the Bottom of Marine Riser in Deepwater Drilling","year":2018,"lang":"en","type":"article","venue":"Journal of Applied Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Wellhead; Petroleum engineering; Drilling; Wellbore; Permeability (electromagnetism); Deepwater drilling; Geology; Environmental science; Marine engineering; Petrology; Engineering; Chemistry; Mechanical engineering","score_opus":0.009503682814338815,"score_gpt":0.21523091495611202,"score_spread":0.20572723214177321,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3101552229","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9935943,0.00013080286,0.0055530383,0.000006795425,0.00026287118,0.000052927837,9.859492e-7,0.000017631877,0.00038068535],"genre_scores_gemma":[0.99716556,0.00009361492,0.0026205222,0.0000015380076,0.000100679645,0.0000012835842,1.5952435e-7,0.000013527536,0.0000031292502],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986868,0.000003692508,0.0005138294,0.00012756245,0.00039766394,0.00027045826],"domain_scores_gemma":[0.9993927,0.000073618496,0.00010065191,0.00019739162,0.00014922072,0.000086437205],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013144572,0.00013179916,0.00035634893,0.0006452585,0.000050334318,0.000027108608,0.00025846926,0.000046460456,0.000007959671],"category_scores_gemma":[0.000043507513,0.000098987904,0.0000760866,0.0015321899,0.00014778598,0.00017584873,0.00008067712,0.00021813034,6.0833065e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018462617,0.0000075721337,0.024242094,0.00004830659,0.000088842615,0.0000014932391,0.0011016796,0.7501184,0.22308064,0.0000393245,0.000001715663,0.0012515258],"study_design_scores_gemma":[0.00036083424,0.000063196145,0.17274256,0.00011675565,0.0001766038,0.000007730877,0.0001926097,0.5847311,0.24127874,0.000055481923,0.00007003567,0.00020434188],"about_ca_topic_score_codex":0.000015798236,"about_ca_topic_score_gemma":0.0000072337116,"teacher_disagreement_score":0.16538724,"about_ca_system_score_codex":0.000114677816,"about_ca_system_score_gemma":0.000021424898,"threshold_uncertainty_score":0.40366095},"labels":[],"label_agreement":null},{"id":"W3101995920","doi":"","title":"Measurement and Analysis of Drill-Bit Motions: A Case Study for passive-Vibration Assisted Rotary Drilling (pVARD) Tool","year":2020,"lang":"en","type":"article","venue":"54th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Drill; Bit (key); Drill bit; Vibration; Engineering; Mechanical engineering; Geology; Marine engineering; Computer science; Acoustics; Physics","score_opus":0.022323455939183102,"score_gpt":0.2160860302975278,"score_spread":0.19376257435834468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3101995920","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03940047,0.00046002844,0.95712054,0.00013448532,0.00063674414,0.0014758825,0.00014946799,0.0005980395,0.000024354613],"genre_scores_gemma":[0.9972324,0.00018359197,0.0018250535,0.00007816211,0.00016722792,0.00028263748,0.00008246129,0.00014043691,0.000008062529],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969577,0.000072661336,0.0010322918,0.0007240211,0.0006429392,0.0005703514],"domain_scores_gemma":[0.9984331,0.000090352165,0.00022054289,0.00052878837,0.0004292843,0.00029790387],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006313207,0.00056121766,0.0009620922,0.0005814241,0.0002724578,0.000113535796,0.0002614672,0.00024148126,0.000018268258],"category_scores_gemma":[0.00014411242,0.00062144495,0.0003516467,0.0014883152,0.000003722052,0.0002958348,0.00012789933,0.00030445954,0.000004433153],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029645596,0.00013737466,0.000020813146,0.00042920554,0.002225213,0.000074124815,0.0014265764,0.94326204,0.05026989,0.00094570126,0.00005463449,0.0011247654],"study_design_scores_gemma":[0.0011188516,0.00050772127,0.000008554601,0.00008958093,0.0025045674,0.00005511236,0.0011607548,0.9874662,0.0060949945,0.00019907988,0.00017368069,0.0006208713],"about_ca_topic_score_codex":0.000046312387,"about_ca_topic_score_gemma":0.00007419475,"teacher_disagreement_score":0.9578319,"about_ca_system_score_codex":0.00020573664,"about_ca_system_score_gemma":0.000056254295,"threshold_uncertainty_score":0.9996237},"labels":[],"label_agreement":null},{"id":"W3102275056","doi":"10.2118/202404-ms","title":"A Novel and Comprehensive Approach to Fix Conductor and Casing Hanger Leaks","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Hyperion Technologies (Canada)","funders":"","keywords":"Wellhead; Casing; Leak; Seal (emblem); Sealant; Clogging; Annulus (botany); Materials science; Engineering; Petroleum engineering; Composite material","score_opus":0.04260030354223522,"score_gpt":0.1976297317544785,"score_spread":0.1550294282122433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3102275056","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43152422,0.00078518427,0.5564964,0.00028511253,0.00014990786,0.00019693434,0.000010181793,0.00058536057,0.009966731],"genre_scores_gemma":[0.97819793,0.00001988766,0.02124991,0.00034586998,0.00008898609,0.000004424379,0.0000026753194,0.000028044662,0.00006229488],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995791,0.000002071392,0.00007931593,0.00014710201,0.00004904534,0.00014339166],"domain_scores_gemma":[0.9997333,0.000029514147,0.000004152062,0.000057685516,0.000012866048,0.00016247797],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000016293894,0.00011248759,0.0001356608,0.000029611996,0.000024907591,0.000042225212,0.00003198552,0.000037016955,0.0000053287677],"category_scores_gemma":[0.000013332268,0.0001082724,0.000011954525,0.00008014646,0.000012566092,0.000052345018,0.000030382897,0.0000862651,0.000007164181],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010837991,0.000018198372,0.00017294439,0.0006741227,0.00011800657,0.000007901194,0.007847449,0.58848965,0.38835943,0.0010615464,0.0037559222,0.009483964],"study_design_scores_gemma":[0.00033791258,0.000025391098,0.000495378,0.000030234058,0.00001228706,0.000030813106,0.00041321755,0.97853637,0.006227361,0.0000036659164,0.013616403,0.00027095655],"about_ca_topic_score_codex":0.000018020231,"about_ca_topic_score_gemma":0.0000010923021,"teacher_disagreement_score":0.5466737,"about_ca_system_score_codex":0.0000074898876,"about_ca_system_score_gemma":0.0000020404211,"threshold_uncertainty_score":0.44152203},"labels":[],"label_agreement":null},{"id":"W3103927415","doi":"","title":"Experience with Large Diameter Raise Boring in the Hard Rock of the Canadian Shield","year":2020,"lang":"en","type":"article","venue":"ISRM International Symposium - EUROCK 2020","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Cement Association of Canada","funders":"","keywords":"Shield; Geology; Mining engineering; Forensic engineering; Geotechnical engineering; Engineering; Petrology","score_opus":0.009523314959649426,"score_gpt":0.1937377966441669,"score_spread":0.18421448168451748,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3103927415","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93208337,0.00024235032,0.0168849,0.012894424,0.0020957608,0.00049173867,0.00011104164,0.00022963127,0.034966778],"genre_scores_gemma":[0.99881536,0.000021598493,0.00008036499,0.00077092834,0.00018884522,0.000019650324,0.0000048109655,0.000025718618,0.00007269641],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916196,0.000016182783,0.00018573283,0.00015038157,0.00027735555,0.00020841477],"domain_scores_gemma":[0.9996594,0.00004570717,0.000025650734,0.00015959749,0.000027799866,0.00008180844],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006228671,0.00012578789,0.00010167228,0.000033121185,0.00005370916,0.00005318451,0.00056220696,0.00003762326,0.000040519863],"category_scores_gemma":[0.000040258627,0.00008538337,0.000050744504,0.00024354833,0.000011320218,0.000105758525,0.000043907417,0.00024865658,0.000017541388],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017510623,0.000019355766,0.0377088,0.00005573697,0.00006033822,0.000045544963,0.0140417125,0.936128,0.009207835,0.0005458059,0.0020441115,0.00012523781],"study_design_scores_gemma":[0.001028816,0.00009239802,0.045061648,0.00027162165,0.000030545594,0.00004309983,0.00096051325,0.7483554,0.024703458,0.00002479743,0.17880306,0.0006246641],"about_ca_topic_score_codex":0.0012995792,"about_ca_topic_score_gemma":0.006094598,"teacher_disagreement_score":0.18777262,"about_ca_system_score_codex":0.00005912786,"about_ca_system_score_gemma":0.00002408909,"threshold_uncertainty_score":0.34818327},"labels":[],"label_agreement":null},{"id":"W3104074412","doi":"10.5194/egusphere-egu2020-10609","title":"Hele-Shaw Cell of Varying Thickness for Modeling of Leakage Pathways","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Casing; Petroleum engineering; Wellbore; Leakage (economics); Geology; Drilling; Natural gas; Formation water; Greenhouse gas; Fossil fuel; Petroleum; Permeability (electromagnetism); Environmental science; Hydrology (agriculture); Geotechnical engineering; Engineering; Waste management; Chemistry; Oceanography; Paleontology","score_opus":0.029699926589881624,"score_gpt":0.18692965629185046,"score_spread":0.15722972970196883,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3104074412","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.041381493,0.00026122286,0.9446578,0.000015945574,0.00011670861,0.000107667795,0.00001607827,0.0002656333,0.01317746],"genre_scores_gemma":[0.9852175,0.000035470443,0.0145945195,0.000020274942,0.00006132742,0.000006476174,0.0000056812305,0.000042753138,0.000015956788],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993678,0.0000030109154,0.00026563654,0.00010857811,0.00008959374,0.00016540445],"domain_scores_gemma":[0.9997154,0.00005364341,0.000022033242,0.000110555324,0.000039697334,0.000058698897],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000078957455,0.000109513094,0.00022213695,0.000039534054,0.000015881104,0.000005672196,0.00011673227,0.000060019487,0.000011603913],"category_scores_gemma":[0.000019080668,0.00011337579,0.00008573946,0.00011292229,0.0000065413824,0.000063560605,0.000019191544,0.000085128544,0.0000030366964],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004531006,0.0000055493874,0.00000717003,0.00093080185,0.000012892647,3.4749047e-7,0.0005021089,0.8876,0.10987287,0.0007360107,0.000028622284,0.0002990838],"study_design_scores_gemma":[0.00022305464,0.00002367735,4.5535361e-7,0.00004450252,0.000011114892,2.9094653e-7,0.000085317915,0.8498539,0.14943913,0.00008104693,0.00013283169,0.00010472657],"about_ca_topic_score_codex":0.000008920451,"about_ca_topic_score_gemma":6.4173685e-7,"teacher_disagreement_score":0.94383603,"about_ca_system_score_codex":0.000006417932,"about_ca_system_score_gemma":0.000010712757,"threshold_uncertainty_score":0.46233305},"labels":[],"label_agreement":null},{"id":"W3104561615","doi":"10.1051/e3sconf/202020504014","title":"3D printing of rock analogues in sand: a tool for design and repeatable testing of geomechanical and transport properties","year":2020,"lang":"en","type":"article","venue":"E3S Web of Conferences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Porosity; Geology; Saturation (graph theory); Geotechnical engineering; Infill; Diagenesis; Characterisation of pore space in soil; 3D printing; Homogeneous; Mineralogy; Materials science; Composite material; Engineering; Civil engineering","score_opus":0.04830047826399719,"score_gpt":0.20351582220045206,"score_spread":0.15521534393645486,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3104561615","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8763407,0.0006718372,0.122487165,0.000011375785,0.000019205649,0.00016799223,0.000005626609,0.000040922907,0.00025517397],"genre_scores_gemma":[0.98523676,0.00008705276,0.014641784,0.0000017957306,0.000012313559,0.000008081458,0.0000011813054,0.000008487249,0.0000025684328],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942416,0.0000076151496,0.00029546692,0.00010448249,0.00006310571,0.00010519956],"domain_scores_gemma":[0.99971956,0.00012452625,0.000044340624,0.000046008125,0.000039894403,0.00002566211],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001905185,0.00008221019,0.00027193732,0.000049188064,0.000009685062,0.0000056613917,0.00005374813,0.00003761266,0.0000018258573],"category_scores_gemma":[0.00013185642,0.00007270874,0.000016754282,0.000090053734,0.00002075767,0.0000620628,0.000010460364,0.000054043983,3.8098705e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000071138646,0.000020882633,0.046502113,0.0038346434,0.000072175346,0.0000017816072,0.0016452515,0.64566135,0.28871897,0.00071356795,0.000004286753,0.012753806],"study_design_scores_gemma":[0.00028723959,0.00013681804,0.0021521298,0.0004378463,0.000017375653,0.0000010058782,0.00012227775,0.88325816,0.1133624,0.00008018409,0.000048287064,0.000096269156],"about_ca_topic_score_codex":0.00003370096,"about_ca_topic_score_gemma":0.0000032053335,"teacher_disagreement_score":0.23759678,"about_ca_system_score_codex":0.000002057457,"about_ca_system_score_gemma":0.00005097892,"threshold_uncertainty_score":0.2964976},"labels":[],"label_agreement":null},{"id":"W3104736225","doi":"","title":"Contributions in Uncertainty Quantification Towards Reliability-based Rock Engineering Design","year":2018,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Reliability (semiconductor); Reliability engineering; Engineering; Computer science; Geotechnical engineering","score_opus":0.015145369643432412,"score_gpt":0.2824146901544181,"score_spread":0.2672693205109857,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3104736225","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.046340615,0.00090255047,0.9461296,0.000053216503,0.002493692,0.0006801789,0.00003564857,0.0015199668,0.0018445011],"genre_scores_gemma":[0.9911714,0.00009915454,0.0060361475,0.0000063948555,0.00022858538,0.00017739889,0.0010659994,0.00015038413,0.0010644941],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853337,0.000030812782,0.0004047012,0.0003583701,0.00022636412,0.0004463752],"domain_scores_gemma":[0.99910414,0.00012000212,0.00005892069,0.00045446414,0.00015795002,0.00010450634],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043174697,0.00039715416,0.00040312542,0.00034728297,0.000051302326,0.000056245193,0.00021646082,0.00044191012,0.000061634564],"category_scores_gemma":[0.00025010988,0.00046205422,0.000108344044,0.00048039883,0.0000068261215,0.00006783587,0.000006120714,0.0005162317,0.00010888103],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021362486,0.000017953525,0.000004556348,0.00039208584,0.000020660307,0.0000027317822,0.00055449235,0.99312824,0.0045983386,0.000088267334,0.0007121853,0.0004591523],"study_design_scores_gemma":[0.00029165493,0.000026493792,0.0002437051,0.0004265537,0.00003377575,6.4864366e-7,0.00014495029,0.95561975,0.036048006,0.000033193275,0.0066649155,0.0004663645],"about_ca_topic_score_codex":0.00014884914,"about_ca_topic_score_gemma":0.00007093432,"teacher_disagreement_score":0.94483083,"about_ca_system_score_codex":0.00045758902,"about_ca_system_score_gemma":0.00012486381,"threshold_uncertainty_score":0.9997831},"labels":[],"label_agreement":null},{"id":"W3105298426","doi":"10.5194/sd-28-1-2020","title":"Geohazard detection using 3D seismic data to enhance offshore scientific drilling site selection","year":2020,"lang":"en","type":"article","venue":"Scientific Drilling","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geological Survey of Canada; Natural Resources Canada","funders":"Nationale Geologiske Undersøgelser for Danmark og Grønland; Natural Environment Research Council; Sight Research UK; Aarhus Universitet","keywords":"Geohazard; Geology; Submarine pipeline; Drilling; Site selection; Selection (genetic algorithm); Seismology; Offshore drilling; Mining engineering; Paleontology; Petroleum engineering; Oceanography; Computer science; Engineering; Artificial intelligence","score_opus":0.035739240326120816,"score_gpt":0.2543743121271401,"score_spread":0.21863507180101932,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3105298426","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50409776,0.00025633577,0.4894817,0.000044493885,0.004836483,0.00023200225,0.00004720887,0.00090650184,0.00009752531],"genre_scores_gemma":[0.9840117,0.000013033033,0.014474608,0.00006285564,0.0008669345,0.000009519802,0.00015798828,0.00013095689,0.00027241497],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.996178,0.0000407442,0.0006170227,0.0014949522,0.0007092345,0.00096006866],"domain_scores_gemma":[0.9982082,0.00005561304,0.00008740073,0.00096978864,0.00020520572,0.00047376362],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0012054328,0.0004299647,0.00038505733,0.00052493345,0.0010476873,0.001434278,0.0007810043,0.00015772835,0.000040756167],"category_scores_gemma":[0.0001881139,0.00050081505,0.0001041279,0.0030722138,0.00011657458,0.00091492845,0.0002703,0.00049142353,0.0004708758],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048957945,0.000005780705,0.00007101698,0.000092277915,0.000020435806,0.000002776958,0.0007729402,0.647108,0.3426259,0.0000017442115,0.000326897,0.008967301],"study_design_scores_gemma":[0.00008635017,0.0000175485,0.000016674387,0.0001431544,0.000041627012,0.00000955774,0.00007530352,0.8151393,0.1388666,0.0000119195765,0.04511669,0.0004752653],"about_ca_topic_score_codex":0.000030780673,"about_ca_topic_score_gemma":0.000097102406,"teacher_disagreement_score":0.47991395,"about_ca_system_score_codex":0.00022783084,"about_ca_system_score_gemma":0.00007970563,"threshold_uncertainty_score":0.99974436},"labels":[],"label_agreement":null},{"id":"W3107015531","doi":"10.2118/201709-ms","title":"Experimental Study of Cuttings Transport with Non-Newtonian Fluid in an Inclined Well Using Visualization and ERT Techniques","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Annulus (botany); Rheology; Rotation (mathematics); Rotational speed; Cutting; Drilling fluid; Geology; Mechanics; Non-Newtonian fluid; Drill pipe; Drilling; Geotechnical engineering; Materials science; Mechanical engineering; Engineering; Geometry; Physics; Composite material; Mathematics","score_opus":0.018649105972917353,"score_gpt":0.2663585392798564,"score_spread":0.24770943330693906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3107015531","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9496851,0.000031276126,0.049644403,0.000016333865,0.000006937814,0.0002563606,0.0000046392643,0.0002161515,0.00013882284],"genre_scores_gemma":[0.99825156,0.000030494153,0.0016148199,0.000024782776,0.000030061196,0.000011320573,0.00001410299,0.000022049599,7.9495163e-7],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929833,0.000011467568,0.00024513717,0.00020661968,0.000110188965,0.00012826278],"domain_scores_gemma":[0.9997838,0.0000073298447,0.000025921468,0.00006475935,0.000038366205,0.00007983636],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008235331,0.0001405422,0.0002096731,0.000080344274,0.000028515235,0.000017424727,0.000048667116,0.00008364138,0.0000047597878],"category_scores_gemma":[0.000003399666,0.00013517421,0.000011698561,0.00017527891,0.000039671042,0.0002829768,0.000015721851,0.00011799206,2.6850233e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013752967,0.00032839776,0.007400692,0.00020975414,0.000013602943,0.000018685,0.0078786705,0.006426377,0.9760758,0.00023907037,0.0000118000335,0.0012596092],"study_design_scores_gemma":[0.0013810139,0.0036288113,0.005951655,0.00046111998,0.000041045587,0.000014815812,0.006643178,0.57014626,0.4110733,0.00006894086,0.00005775666,0.00053209194],"about_ca_topic_score_codex":0.000075799566,"about_ca_topic_score_gemma":0.00003263026,"teacher_disagreement_score":0.5650025,"about_ca_system_score_codex":0.000016087191,"about_ca_system_score_gemma":0.000008493194,"threshold_uncertainty_score":0.5512244},"labels":[],"label_agreement":null},{"id":"W3107221054","doi":"10.1007/s40430-020-02712-9","title":"Study on the mechanism of drilling speed increase considering the axial vibration of drill string","year":2020,"lang":"en","type":"article","venue":"Journal of the Brazilian Society of Mechanical Sciences and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"National Science and Technology Major Project; National Natural Science Foundation of China","keywords":"Drill string; Vibration; Rate of penetration; Speedup; Drilling; Drill; Mechanical engineering; Drag; Computer science; Mechanism (biology); Engineering; Correctness; Structural engineering; Acoustics; Algorithm; Aerospace engineering; Physics","score_opus":0.024459532553876593,"score_gpt":0.21924496819076345,"score_spread":0.19478543563688686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3107221054","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9602851,0.00017733297,0.038097724,0.0008132975,0.00038540026,0.00018123919,0.0000035087753,0.000025462035,0.000030898293],"genre_scores_gemma":[0.99771434,0.000107890286,0.0019648194,0.000051153158,0.00014313616,7.894226e-7,6.7278506e-8,0.000016600714,0.0000012245812],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99848753,0.000040137285,0.00061348564,0.00012258794,0.00053185236,0.00020437854],"domain_scores_gemma":[0.9990335,0.00041318178,0.00024258152,0.00015748416,0.000061561295,0.00009170061],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013469786,0.00016756334,0.00035191857,0.000034931985,0.0001338514,0.000035475103,0.0005084613,0.00004963676,0.000005260263],"category_scores_gemma":[0.00023656627,0.00009202961,0.00026636425,0.00042292365,0.00009611889,0.00013788187,0.0001087243,0.00037997868,1.8172828e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011035135,0.000022662121,0.000070256465,0.00011144333,0.00013022682,0.0000015982125,0.0019267936,0.83348423,0.15932521,0.0046230066,0.000041731306,0.0002518323],"study_design_scores_gemma":[0.00040924046,0.00032747342,0.0003985635,0.00034399817,0.000075738426,0.000026788526,0.0040667504,0.8851298,0.1085594,0.00046689974,0.000049700702,0.00014565425],"about_ca_topic_score_codex":0.000011964091,"about_ca_topic_score_gemma":0.0000011240163,"teacher_disagreement_score":0.051645588,"about_ca_system_score_codex":0.00002287375,"about_ca_system_score_gemma":0.000030451854,"threshold_uncertainty_score":0.37528586},"labels":[],"label_agreement":null},{"id":"W3107273641","doi":"10.1201/9781003078944-12","title":"Deformation monitoring of a rock mass subjected to elevated temperatures and pressures","year":2020,"lang":"en","type":"book-chapter","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rock mass classification; Deformation (meteorology); Geology; Deformation monitoring; Geotechnical engineering; Materials science; Composite material","score_opus":0.007536316489171229,"score_gpt":0.18005981782484884,"score_spread":0.17252350133567762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3107273641","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.057005156,0.016627593,0.20823987,0.00020015296,0.0051920945,0.0032677813,0.00039476436,0.010411696,0.6986609],"genre_scores_gemma":[0.9800013,0.0003416367,0.0021924705,0.000008327628,0.00023988794,0.000008561733,0.000027287982,0.00011308055,0.017067472],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99930423,0.0000022773127,0.00026248532,0.00014781221,0.00014953152,0.00013364835],"domain_scores_gemma":[0.9996726,0.000030369576,0.000029576246,0.00013546569,0.00004990322,0.000082107945],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003256818,0.00025234657,0.0002959912,0.00014726681,0.000019729941,0.000033266148,0.00008393459,0.00017384278,0.000021181937],"category_scores_gemma":[0.000018044859,0.00024625732,0.000043929937,0.00004418111,0.000004186617,0.00006606461,0.000023629387,0.0002366305,0.000016052083],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024519646,0.0000027606393,0.00011017619,0.0018217108,0.00040532788,0.000011486151,0.0005429466,0.8536227,0.1356971,0.005486454,0.0014130988,0.00086176966],"study_design_scores_gemma":[0.00077903183,0.00026928072,0.0007552179,0.004247663,0.0003708191,0.00002766976,0.000112952446,0.3931555,0.52611226,0.0016029261,0.06983527,0.002731397],"about_ca_topic_score_codex":0.000004565864,"about_ca_topic_score_gemma":6.9894014e-7,"teacher_disagreement_score":0.9229961,"about_ca_system_score_codex":0.000023618342,"about_ca_system_score_gemma":0.0000069813555,"threshold_uncertainty_score":0.999999},"labels":[],"label_agreement":null},{"id":"W3108559478","doi":"10.2118/201643-ms","title":"Hydraulic Frac-Hit Height and Width Direct Measurement by Engineered Distributed Acoustic Sensor Deployed in Far-Field Wells","year":2020,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Casing; Geology; Offset (computer science); Azimuth; Acoustics; Optics; Physics; Petroleum engineering; Computer science","score_opus":0.014098265609130745,"score_gpt":0.19985280966896476,"score_spread":0.18575454405983402,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3108559478","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24526039,0.003240995,0.7409472,0.0036296588,0.00022176736,0.0008071138,0.00036147528,0.003099555,0.0024318837],"genre_scores_gemma":[0.9986042,0.00077518716,0.00027106196,0.00019431017,0.000058681293,0.000017997347,0.000039457755,0.00003468698,0.000004438707],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99891675,0.000018841449,0.00027156726,0.00028974365,0.00020616471,0.00029693852],"domain_scores_gemma":[0.99957126,0.000059007074,0.000021032434,0.000110942725,0.000050526385,0.0001872278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013583965,0.00022655822,0.0002858249,0.000055822864,0.000036709054,0.00005333116,0.000073872645,0.00017473087,0.000019821417],"category_scores_gemma":[0.00012626733,0.00022797968,0.000034510962,0.00020181209,0.000029852446,0.00015029895,0.00003410827,0.00032782348,0.000010142687],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020403824,0.00019115824,0.0012321608,0.0011720929,0.00015589451,0.00014038608,0.0011905101,0.1076542,0.8105262,0.0005891828,0.039978046,0.03696616],"study_design_scores_gemma":[0.0030751019,0.0010561569,0.0068105822,0.00096396013,0.00017834494,0.000041474483,0.00058493385,0.7902639,0.16445363,0.0009637392,0.029323554,0.0022846102],"about_ca_topic_score_codex":0.00003013676,"about_ca_topic_score_gemma":0.000024128341,"teacher_disagreement_score":0.7533438,"about_ca_system_score_codex":0.000043126416,"about_ca_system_score_gemma":0.000009787523,"threshold_uncertainty_score":0.92967415},"labels":[],"label_agreement":null},{"id":"W3110255114","doi":"10.2118/201734-pa","title":"One Stage Forward or Two Stages Back: What Are We Treating? Identification of Internal Casing Erosion during Hydraulic Fracturing—A Montney Case Study Using Ultrasonic and Fiber-Optic Diagnostics","year":2020,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Perforation; Completion (oil and gas wells); Hydraulic fracturing; Spark plug; Petroleum engineering; Geology; Stage (stratigraphy); Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.035760029304181824,"score_gpt":0.26468080265388305,"score_spread":0.22892077334970123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3110255114","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94266856,0.0009307512,0.05538526,0.000034601522,0.00024050876,0.00044457213,0.000027081145,0.00025882546,0.000009841079],"genre_scores_gemma":[0.99588346,0.0010711165,0.002645352,0.000009201901,0.00024289322,0.000008783084,0.00001740701,0.000102835584,0.000018916488],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99806637,0.000059443668,0.00075493805,0.00043607524,0.00031778397,0.00036536428],"domain_scores_gemma":[0.99889565,0.0002904165,0.0002750649,0.00028072618,0.00008405154,0.00017409502],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002195762,0.00034608738,0.0004964041,0.00018666075,0.00020160276,0.0002912477,0.00013157073,0.000084294225,0.00003487918],"category_scores_gemma":[0.00014780878,0.00037898484,0.00008353977,0.00027911953,0.000038853635,0.00053874817,0.000066678105,0.00033039335,0.000010079046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000040277573,0.000068712776,0.006306312,0.0008604547,0.000108811066,0.00026931672,0.004218368,0.93972766,0.046739504,0.000002940205,0.0000022694985,0.0016553535],"study_design_scores_gemma":[0.0011813876,0.00015960072,0.0046541095,0.0015407973,0.00019788157,0.00021282717,0.005442181,0.9453687,0.0407232,0.000007197903,0.000035156187,0.00047693963],"about_ca_topic_score_codex":0.00033672672,"about_ca_topic_score_gemma":0.000101406666,"teacher_disagreement_score":0.053214937,"about_ca_system_score_codex":0.00017482521,"about_ca_system_score_gemma":0.000012722464,"threshold_uncertainty_score":0.9998662},"labels":[],"label_agreement":null},{"id":"W3112157373","doi":"","title":"Stress Regime at Acid-Gas Injection Operations in Western Canada","year":2008,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Stress (linguistics); Environmental science; Forensic engineering; Engineering","score_opus":0.007287503679564929,"score_gpt":0.17057954018068006,"score_spread":0.16329203650111512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3112157373","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9869471,0.0001168231,0.007259215,0.000044351265,0.000369511,0.000049115304,0.00000443389,0.00021605099,0.004993392],"genre_scores_gemma":[0.9969106,0.000051822517,0.0002136015,0.000021104812,0.00005183975,0.00000754534,0.000010484538,0.000017538072,0.0027154791],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995892,0.0000040808245,0.00010760248,0.000079480116,0.00007554236,0.0001441157],"domain_scores_gemma":[0.99983174,0.000008144454,0.0000029292662,0.00010464716,0.000009188889,0.000043372984],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00002015706,0.00007835716,0.00007492332,0.00004853194,0.000045522982,0.000007669768,0.000046130444,0.000033019,0.000031290434],"category_scores_gemma":[0.0000046914447,0.000081470265,0.0000112261705,0.00010679756,0.0000050058434,0.000071653645,0.000010324411,0.00007989326,0.000015438643],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.5540014e-7,0.000002610235,0.005852164,0.000009211402,0.000004531876,0.000014021365,0.00012016312,0.99203295,0.0007511136,0.000012628255,0.0010382512,0.00016188808],"study_design_scores_gemma":[0.00030992477,0.000013903627,0.0108646285,0.00004417695,0.0000036912925,0.00008486701,0.000057502508,0.93803793,0.040247116,0.0000025767558,0.010007891,0.00032575897],"about_ca_topic_score_codex":0.16649356,"about_ca_topic_score_gemma":0.8745538,"teacher_disagreement_score":0.70806026,"about_ca_system_score_codex":0.00022130931,"about_ca_system_score_gemma":0.000029760344,"threshold_uncertainty_score":0.83905685},"labels":[],"label_agreement":null},{"id":"W3113037968","doi":"10.2118/199294-pa","title":"Unplugging Standalone Sand-Control Screens Using High-Power Shock Waves","year":2020,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Energy-dispersive X-ray spectroscopy; Materials science; Scanning electron microscope; Inductively coupled plasma; Petroleum engineering; Environmental science; Mineralogy; Composite material; Geology; Plasma","score_opus":0.016825132619267078,"score_gpt":0.2000555574596733,"score_spread":0.18323042484040622,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3113037968","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28077632,0.000516788,0.71578884,0.00017744499,0.0006504167,0.00016852173,0.000044486467,0.0011013335,0.00077582576],"genre_scores_gemma":[0.9904346,0.00008010759,0.0084711,0.00014665758,0.0006932067,0.0000037827385,0.00004820897,0.00011217115,0.000010168328],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984047,0.000027662614,0.00040230693,0.00033989755,0.00031544873,0.0005100318],"domain_scores_gemma":[0.9993533,0.000086445034,0.000053701053,0.00023189494,0.0000638482,0.00021079437],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001757988,0.00032553883,0.0004205044,0.00012256406,0.00016343918,0.00010781653,0.00016767439,0.00010918915,0.00012700932],"category_scores_gemma":[0.0000509876,0.00036105476,0.00012026953,0.00031044666,0.000032723867,0.00018181022,0.000028307002,0.00032808838,0.000079025565],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018668083,0.000006654547,0.00025226697,0.000075180986,0.00006233759,0.000011510859,0.0002928087,0.9381431,0.059801903,0.00037626078,0.00018231264,0.0007770176],"study_design_scores_gemma":[0.00074561837,0.000048468388,0.0006000823,0.00013792329,0.00004884426,0.000008024144,0.00004879401,0.98681957,0.0060070427,0.00013580707,0.0049531874,0.00044664336],"about_ca_topic_score_codex":0.000034279587,"about_ca_topic_score_gemma":0.000002512354,"teacher_disagreement_score":0.70965827,"about_ca_system_score_codex":0.00012743805,"about_ca_system_score_gemma":0.000014489009,"threshold_uncertainty_score":0.9998841},"labels":[],"label_agreement":null},{"id":"W3114069079","doi":"10.1115/omae2020-18751","title":"Experimental Study of Drill Cuttings Transport in Horizontal Well With Newtonian Fluid","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Annulus (botany); Cutting; Drilling; Drill cuttings; Drilling fluid; Geology; Geotechnical engineering; Concentric; Drilling engineering; Mechanics; Engineering; Mechanical engineering; Materials science; Geometry; Composite material; Mathematics; Physics","score_opus":0.0065211249131158,"score_gpt":0.18086800731682187,"score_spread":0.17434688240370608,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3114069079","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9883687,0.00008736243,0.0041313223,0.000022934659,0.000057759244,0.00019241986,0.0000010094906,0.00029077264,0.0068477322],"genre_scores_gemma":[0.99918807,0.0000036177219,0.0006642184,0.00001824485,0.000042702548,0.00000975746,0.000002392886,0.0000426885,0.000028303031],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992831,0.0000043619225,0.00022484962,0.00016080265,0.00014010923,0.00018679757],"domain_scores_gemma":[0.99978113,0.0000075523844,0.000011319968,0.00010155419,0.000007320063,0.00009111562],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000035313005,0.00015452669,0.00021693514,0.000054386073,0.000011254814,0.0000059222275,0.00009897884,0.000034160432,0.000058872876],"category_scores_gemma":[9.723591e-7,0.00014022981,0.000028493985,0.00020687978,0.000010192052,0.00008369226,0.0000073200954,0.0001129794,0.000010273031],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007347361,0.00039944373,0.026475292,0.00012913383,0.000087420376,0.00009754169,0.01860772,0.84239984,0.111248165,0.000057173555,0.00014360207,0.00028121137],"study_design_scores_gemma":[0.0046114386,0.003090327,0.0068517276,0.000111724934,0.00003739115,0.000011320292,0.016067889,0.494715,0.47150466,0.0000015297528,0.002175047,0.0008219564],"about_ca_topic_score_codex":0.00014825015,"about_ca_topic_score_gemma":0.000052115236,"teacher_disagreement_score":0.3602565,"about_ca_system_score_codex":0.000024380728,"about_ca_system_score_gemma":0.000005923351,"threshold_uncertainty_score":0.5718405},"labels":[],"label_agreement":null},{"id":"W3114083515","doi":"10.1115/omae2020-19149","title":"A Random Method for Calculation of Hoisting Drag","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drag; Randomness; Torque; Parametric statistics; Drag coefficient; Monte Carlo method; Finite element method; Drilling; Mechanics; Engineering; Control theory (sociology); Mathematics; Computer science; Mechanical engineering; Physics; Structural engineering; Statistics; Artificial intelligence","score_opus":0.015917344090195396,"score_gpt":0.23825702906634552,"score_spread":0.22233968497615011,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3114083515","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0027618688,0.000063744,0.9937076,0.000047473757,0.000074253934,0.00008775926,0.0000019138504,0.0002533847,0.0030019828],"genre_scores_gemma":[0.80415744,0.0000023594444,0.19568692,0.000019629977,0.00007800303,0.0000063623606,0.0000036310773,0.00001585499,0.000029825851],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99970615,0.000003389689,0.0001207534,0.000054977074,0.000038735507,0.000076003496],"domain_scores_gemma":[0.9997971,0.000105463274,0.000009365517,0.000039309733,0.000015655509,0.000033092107],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008593041,0.000050824045,0.000110175395,0.00001722172,0.000009646111,0.0000049647833,0.000030601877,0.000024194132,0.0000075954763],"category_scores_gemma":[0.00006930273,0.00004889427,0.000045548644,0.00006908176,0.0000020770344,0.000025780691,0.0000039595207,0.000030334546,0.0000019773624],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060859197,8.8433393e-7,0.000016039729,0.00014068982,0.000015194119,1.202903e-7,0.00019888469,0.97460103,0.018078012,0.00038293438,0.00024517064,0.0063149366],"study_design_scores_gemma":[0.0004639174,0.00000938521,0.000017620987,0.000010344283,0.000009504222,3.009486e-7,0.000011333727,0.9651515,0.031891823,0.000031306823,0.002346548,0.000056445],"about_ca_topic_score_codex":0.000005156443,"about_ca_topic_score_gemma":4.7863716e-7,"teacher_disagreement_score":0.80139554,"about_ca_system_score_codex":0.0000053179074,"about_ca_system_score_gemma":0.0000022075553,"threshold_uncertainty_score":0.19938505},"labels":[],"label_agreement":null},{"id":"W3114096544","doi":"10.1115/omae2020-18923","title":"A Convenient Technology to Calculate Geomechanical Properties From Drilling Data","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Rocscience (Canada)","funders":"","keywords":"Drilling; Geology; Petroleum engineering; Well logging; Brittleness; Permeability (electromagnetism); Formation evaluation; Oil shale; Directional drilling; Geotechnical engineering; Modulus; Drill; Geomechanics; Drill bit; Rate of penetration; Petrophysics; Porosity; Engineering; Mechanical engineering; Mathematics; Materials science; Geometry","score_opus":0.047287126693693705,"score_gpt":0.21935612664206858,"score_spread":0.17206899994837488,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3114096544","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2483741,0.00054258306,0.74553186,0.0019471368,0.0003896949,0.00017549918,0.000035444762,0.0025144075,0.0004892884],"genre_scores_gemma":[0.99170667,0.000027496997,0.0077547836,0.00026018,0.00015047174,0.000008907153,0.000022970762,0.000041815467,0.000026715466],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991711,0.0000035497173,0.00018539598,0.00028858907,0.00010060267,0.00025078232],"domain_scores_gemma":[0.9993867,0.000012074726,0.0000067108826,0.00041818668,0.000014895639,0.00016142477],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000045516026,0.0001395964,0.00018491797,0.00005780073,0.000025096544,0.000030726995,0.00042116398,0.00008700743,0.00005709844],"category_scores_gemma":[0.00005477481,0.00012399875,0.000021376107,0.0002457353,0.0000103614175,0.00007441219,0.00023733602,0.00016809556,0.00034786435],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007766862,0.000007394822,0.00006272224,0.000049900507,0.00008282469,0.000019046787,0.00033523512,0.8770554,0.11340646,0.0004500813,0.0015461644,0.0069770203],"study_design_scores_gemma":[0.00011287555,0.000019572757,0.000004888262,0.000034826717,0.0000104966375,0.0000014381831,0.0000583811,0.92057025,0.04534444,0.000041312705,0.033616804,0.00018469733],"about_ca_topic_score_codex":0.000029573497,"about_ca_topic_score_gemma":0.000005744936,"teacher_disagreement_score":0.74333256,"about_ca_system_score_codex":0.00001898918,"about_ca_system_score_gemma":0.0000068034437,"threshold_uncertainty_score":0.50565225},"labels":[],"label_agreement":null},{"id":"W3114203742","doi":"10.1115/1.4049467","title":"Physics-Based Rate of the Penetration Prediction Model for Fixed Cutter Drill Bits","year":2020,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Mitacs","keywords":"Drilling; Rate of penetration; Drill; Penetration rate; Measurement while drilling; Drill bit; Computer science; Drill pipe; Mechanical engineering; Petroleum engineering; Engineering","score_opus":0.009482810028851697,"score_gpt":0.1779819594955322,"score_spread":0.1684991494666805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3114203742","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2790932,0.00022580897,0.7193968,0.00084926345,0.00017535746,0.000040586034,0.000007537467,0.000107775515,0.00010360906],"genre_scores_gemma":[0.9977484,0.00002877923,0.0018555803,0.000118027834,0.00019288057,0.000004785151,0.0000014586882,0.000025179663,0.000024913044],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941236,0.000009364163,0.00030437316,0.00006997658,0.00008344083,0.00012045824],"domain_scores_gemma":[0.9995964,0.000033175478,0.00014075365,0.00011330515,0.000084955565,0.000031399464],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000076854645,0.00009731329,0.00018196877,0.00010658842,0.000030284622,0.000007809525,0.0002039232,0.00012705091,0.0000013295383],"category_scores_gemma":[0.00004634031,0.00007433503,0.000110208784,0.00025527185,0.000033552904,0.000054353488,0.00001428392,0.0001658351,2.0284938e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016352584,0.000006707172,0.00013704809,0.00003235856,0.00004161302,4.0613594e-7,0.00006853233,0.9151768,0.08233172,0.00035389408,0.0003888808,0.0014457046],"study_design_scores_gemma":[0.00032308363,0.000089418085,0.000047248344,0.000041938034,0.00003170911,0.0000031755028,0.000010968846,0.85747486,0.13595043,0.0005445933,0.005427379,0.000055172102],"about_ca_topic_score_codex":7.259109e-7,"about_ca_topic_score_gemma":0.000001099666,"teacher_disagreement_score":0.71865517,"about_ca_system_score_codex":0.000020992857,"about_ca_system_score_gemma":0.0000150627775,"threshold_uncertainty_score":0.30312946},"labels":[],"label_agreement":null},{"id":"W3114369311","doi":"10.1115/omae2020-18219","title":"Experimental Study of Laminar Displacement Flows in Narrow Horizontal Eccentric Annuli","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Buoyancy; Mechanics; Annulus (botany); Laminar flow; Eccentricity (behavior); Displacement (psychology); Rheology; Newtonian fluid; Fluid dynamics; Viscosity; Materials science; Geology; Physics","score_opus":0.010466241231464243,"score_gpt":0.2066812632400554,"score_spread":0.19621502200859114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3114369311","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99533635,0.00040299803,0.0017647604,0.000014135778,0.00019051244,0.00022428046,0.0000021641442,0.00018479009,0.001879991],"genre_scores_gemma":[0.9996638,0.0000050769377,0.00020275683,0.000007704363,0.00005155792,0.000016759983,0.0000029408643,0.000025932166,0.00002347196],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992954,0.00000938991,0.00022670538,0.00014158398,0.00014342472,0.00018346246],"domain_scores_gemma":[0.99979573,0.000010996066,0.000010776735,0.000099175486,0.0000060240636,0.00007730909],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000044503642,0.00013228226,0.00017953411,0.00006482452,0.000011678769,0.000009306746,0.00010060151,0.00002935803,0.00007848521],"category_scores_gemma":[0.000004795788,0.00013228478,0.000030129133,0.00023059046,0.0000044411436,0.00006938436,0.000029707717,0.000093317445,0.000017476768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022619757,0.0004408534,0.0035155928,0.00007319024,0.000033180877,0.000035049838,0.00711978,0.96056825,0.027307447,0.00003723469,0.00040214215,0.00044467417],"study_design_scores_gemma":[0.0015364578,0.00082258857,0.00090749696,0.000017733044,0.000008672862,0.0000014667951,0.006137069,0.92192227,0.06784906,7.208832e-7,0.0005481364,0.0002483325],"about_ca_topic_score_codex":0.000035423942,"about_ca_topic_score_gemma":0.000013909657,"teacher_disagreement_score":0.040541615,"about_ca_system_score_codex":0.00005070029,"about_ca_system_score_gemma":0.000003447534,"threshold_uncertainty_score":0.5394417},"labels":[],"label_agreement":null},{"id":"W3114677332","doi":"10.1115/omae2020-18719","title":"Removal of Magnetic Contamination in Drilling Fluids: Effect on Directional Drilling","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Drilling; Ditch; Magnet; Measurement while drilling; Geology; Petroleum engineering; Marine engineering; Environmental science; Mechanical engineering; Engineering","score_opus":0.005838934896284988,"score_gpt":0.18109448243387202,"score_spread":0.17525554753758704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3114677332","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8804738,0.00070265273,0.09475715,0.000060081304,0.0005335868,0.00019232795,0.0000029135667,0.0005489337,0.022728592],"genre_scores_gemma":[0.9981124,0.000051266325,0.0015519693,0.000028555056,0.00012929556,0.0000067154137,0.0000063560697,0.000032136726,0.00008133624],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99925506,0.000017580025,0.00024841662,0.00015140002,0.00015874862,0.00016878829],"domain_scores_gemma":[0.99967384,0.00015594988,0.00001449261,0.00007906623,0.000017701734,0.000058958787],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014755073,0.00013952337,0.00020692317,0.00012057904,0.000015892838,0.000011654335,0.00006643901,0.00006525481,0.00006115321],"category_scores_gemma":[0.00006954401,0.00014033189,0.00005456028,0.00025996452,0.000010331861,0.000060197788,0.000008708393,0.00015500562,0.000025830723],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015061686,0.0000073637866,0.00042142122,0.0001505877,0.000011432524,0.000019515033,0.00020035944,0.92600465,0.053949438,0.0003081638,0.000034110886,0.018877909],"study_design_scores_gemma":[0.00043750062,0.00019424451,0.0008920207,0.00012049791,0.000007800038,0.0000084872245,0.000018407063,0.91694725,0.07951133,0.0000135474265,0.0016875208,0.00016141096],"about_ca_topic_score_codex":0.000009985545,"about_ca_topic_score_gemma":0.000003179146,"teacher_disagreement_score":0.1176386,"about_ca_system_score_codex":0.00004679445,"about_ca_system_score_gemma":0.0000047011295,"threshold_uncertainty_score":0.5722568},"labels":[],"label_agreement":null},{"id":"W3114978350","doi":"10.1115/omae2020-19271","title":"Additive Manufacturing in the Oil and Gas Industry Overview","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Standardization; Computer science; Process (computing); Petroleum industry; Mainstream; SAFER; Manufacturing engineering; Engineering management; Task (project management); Risk analysis (engineering); Process management; Systems engineering; Engineering; Business; Computer security","score_opus":0.017849951384181374,"score_gpt":0.19890357600190195,"score_spread":0.18105362461772057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3114978350","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8203547,0.0034613945,0.0034715543,0.0031742929,0.00025075237,0.000081897655,0.000015080153,0.0008395441,0.16835077],"genre_scores_gemma":[0.9984287,0.00085894647,0.00012790768,0.00041010272,0.00009192183,0.000005630695,0.0000018870702,0.000013446111,0.00006148076],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99966466,0.000006805241,0.00007602213,0.000075818425,0.00005620626,0.00012050656],"domain_scores_gemma":[0.99985284,0.000040954823,0.0000039401534,0.000058902227,0.0000018698664,0.000041478263],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000050687668,0.000078752535,0.000075582975,0.0000176105,0.000013378087,0.000023951143,0.00006741201,0.00006114347,0.000060020935],"category_scores_gemma":[0.000008436906,0.000058496953,0.000013796849,0.000065099055,0.000006609204,0.000052923027,0.000014552916,0.00030997908,0.000016222079],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045601914,0.000012509717,0.0002961655,0.0006068221,0.000056593264,0.000093625174,0.005152938,0.4486957,0.00050151924,0.0019054838,0.0061429846,0.5365311],"study_design_scores_gemma":[0.0008917198,0.000049680864,0.0063396366,0.00034906648,0.000029036324,0.000042673262,0.0018800391,0.68322974,0.030858772,0.00036735268,0.27514148,0.0008207804],"about_ca_topic_score_codex":0.000009259689,"about_ca_topic_score_gemma":0.0000040834907,"teacher_disagreement_score":0.53571033,"about_ca_system_score_codex":0.0000076080537,"about_ca_system_score_gemma":0.0000018362279,"threshold_uncertainty_score":0.23854364},"labels":[],"label_agreement":null},{"id":"W3115063982","doi":"10.1115/omae2020-18227","title":"A Comparative Study of Laminar-Turbulent Displacement in Eccentric Annulus Under Imposed Flow Rate Conditions","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Laminar flow; Turbulence; Mechanics; Displacement (psychology); Annulus (botany); Buoyancy; Flow (mathematics); Fluid dynamics; Materials science; Physics","score_opus":0.02060181569461759,"score_gpt":0.24464815277752372,"score_spread":0.22404633708290614,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3115063982","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97547805,0.0000954569,0.022477904,0.00009654437,0.00009749937,0.0003891859,0.000010542275,0.00017781112,0.001177006],"genre_scores_gemma":[0.9996782,0.000014217831,0.00015482702,0.000033722048,0.00002119405,0.000024208417,0.00001529207,0.000015699292,0.000042622716],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993012,0.000025925527,0.00025667177,0.00013659072,0.000101485646,0.00017812545],"domain_scores_gemma":[0.9997363,0.00004541965,0.000018310902,0.000102488455,0.000019667468,0.00007778778],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006216876,0.00013546723,0.00024396807,0.00008203628,0.000018408678,0.000012695109,0.00007838242,0.000026464935,0.000081584214],"category_scores_gemma":[0.000004427161,0.00012880511,0.000029858693,0.00033768488,0.000009193875,0.000059268652,0.000019201772,0.00011367245,0.000023049517],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010721862,0.00014155393,0.0004227452,0.000040102215,0.00006016949,0.0000106115795,0.0030325695,0.99417096,0.0015560733,0.00009707017,0.0004359683,0.000021478882],"study_design_scores_gemma":[0.0012662582,0.00018048228,0.007172965,0.000021253423,0.000019131181,7.43367e-7,0.002803919,0.9856948,0.0025448066,0.000013870224,0.00012571429,0.0001560482],"about_ca_topic_score_codex":0.000019221861,"about_ca_topic_score_gemma":0.000038755206,"teacher_disagreement_score":0.024200166,"about_ca_system_score_codex":0.00005209348,"about_ca_system_score_gemma":0.0000075749163,"threshold_uncertainty_score":0.52525204},"labels":[],"label_agreement":null},{"id":"W3116348168","doi":"10.1115/omae2020-19344","title":"Off-Bottom Plug Placement: How It Works?","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Concordia University","funders":"","keywords":"Spark plug; Slurry; Cement; Petroleum engineering; Mixing (physics); Geotechnical engineering; Diffusion; Plug flow; Environmental science; Geology; Mechanics; Materials science; Mechanical engineering; Engineering; Environmental engineering; Composite material","score_opus":0.012308506271144163,"score_gpt":0.17777660440030132,"score_spread":0.16546809812915717,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3116348168","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032950178,0.0024490624,0.8532602,0.008083343,0.0012590832,0.0002579807,0.00000718035,0.004882881,0.09685009],"genre_scores_gemma":[0.9954603,0.00022592045,0.0026378892,0.00039605764,0.00029048856,0.000006296255,0.000005962539,0.0000437857,0.00093334157],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994425,0.0000032895023,0.00009581231,0.00012500897,0.0001084358,0.00022495686],"domain_scores_gemma":[0.99970746,0.000025474,0.00000665061,0.00011477108,0.00000871725,0.00013690913],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000387101,0.00013113138,0.000120849996,0.000027877655,0.000021249072,0.00007963631,0.00010982276,0.000054570664,0.00024340702],"category_scores_gemma":[0.000016607233,0.00012950921,0.000043428816,0.00015149926,0.000006357302,0.00012545344,0.000019536412,0.00017495333,0.00024838996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030661486,0.0000037886261,0.00006471378,0.00007226068,0.0000439732,0.000008078991,0.00031248856,0.9429638,0.0013448106,0.00022030639,0.04708397,0.007878753],"study_design_scores_gemma":[0.0002190808,0.000013703891,0.000025874147,0.000038173795,0.000007871684,0.000001176826,0.00011946017,0.83968973,0.0033389907,0.000005774129,0.15634337,0.0001967806],"about_ca_topic_score_codex":0.0000011444615,"about_ca_topic_score_gemma":0.0000011369693,"teacher_disagreement_score":0.9625101,"about_ca_system_score_codex":0.000021830023,"about_ca_system_score_gemma":0.000004302524,"threshold_uncertainty_score":0.52812326},"labels":[],"label_agreement":null},{"id":"W3116787907","doi":"10.1115/omae2020-18856","title":"Calculating Frictional Losses in Belleville Springs by Geometrical Interpolation","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Deflection (physics); Structural engineering; Spring (device); Vibration; Stiffness; Leaf spring; Geology; Engineering; Physics","score_opus":0.008208550736498744,"score_gpt":0.179420127045248,"score_spread":0.17121157630874928,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3116787907","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2996971,0.00054604764,0.68284804,0.00024671335,0.00021427649,0.000079032936,0.000004256747,0.0007319462,0.015632568],"genre_scores_gemma":[0.9975064,0.000023764022,0.00225151,0.00006526637,0.00008442001,0.0000032268792,0.000007852483,0.000020617455,0.000036973248],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994707,0.000003756522,0.00017469793,0.00011348617,0.000085554595,0.00015181994],"domain_scores_gemma":[0.9998162,0.00004953527,0.000008334345,0.000043860928,0.000008958222,0.00007314245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000047385653,0.000089574314,0.00010131806,0.00009552485,0.000019448213,0.000020478965,0.000054954126,0.000048201677,0.0001318214],"category_scores_gemma":[0.000059018865,0.00009419819,0.000029413299,0.00045634966,0.000003861218,0.00009369826,0.000019328827,0.00015180735,0.000049179333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026027808,0.000011075944,0.009072747,0.000062712876,0.000016777285,0.0000033096446,0.00026737188,0.9729292,0.01020303,0.000730996,0.003342071,0.0033581308],"study_design_scores_gemma":[0.00013004805,0.000009887425,0.0009702012,0.000014406197,0.0000018418153,9.58838e-7,0.000030941086,0.9900854,0.0018171939,0.000012963823,0.0068095257,0.00011663352],"about_ca_topic_score_codex":0.000035222314,"about_ca_topic_score_gemma":0.0000024279245,"teacher_disagreement_score":0.6978093,"about_ca_system_score_codex":0.000036246664,"about_ca_system_score_gemma":0.0000027755073,"threshold_uncertainty_score":0.3841291},"labels":[],"label_agreement":null},{"id":"W3117578851","doi":"10.1115/omae2020-18077","title":"Experiments on Fluid Placement in a Confined Pipe: Fluid Mechanics Analysis for Plug and Abandonment Applications","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Spark plug; Annulus (botany); Drilling fluid; Plug flow; Petroleum engineering; Underbalanced drilling; Mechanics; Slurry; Inflow; Viscosity; Fluid mechanics; Geotechnical engineering; Geology; Non-Newtonian fluid; Fluid dynamics; Lost circulation; Newtonian fluid; Flow (mathematics); Materials science; Drilling; Engineering; Mechanical engineering; Physics; Composite material","score_opus":0.016181501712732468,"score_gpt":0.2221557063892181,"score_spread":0.20597420467648564,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3117578851","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026878748,0.00024049281,0.97128093,0.00011432432,0.000037958584,0.000492189,0.000014789666,0.00020088661,0.0007396735],"genre_scores_gemma":[0.99736017,0.00009559165,0.0018603447,0.00012915026,0.00003396321,0.000415467,0.000029296454,0.000021919259,0.000054115062],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936205,0.000003539506,0.00018925928,0.0001893173,0.00009055959,0.00016524931],"domain_scores_gemma":[0.99973315,0.000034499662,0.000010365993,0.000120103155,0.000008019595,0.00009387827],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000604996,0.00012954396,0.00018700982,0.000098216624,0.000024387013,0.000021202675,0.000061132094,0.000038225866,0.000045440298],"category_scores_gemma":[0.0000053833733,0.00013114746,0.00004945489,0.00023424823,0.0000032856333,0.000024496796,0.000015178337,0.00004779476,0.0000067455],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019729101,0.000023165485,0.000045300483,0.000044146764,0.00019346595,6.419083e-7,0.00041436043,0.9732352,0.023586266,0.0017039841,0.00022160301,0.00051212974],"study_design_scores_gemma":[0.00066700694,0.0000479865,0.000027494676,0.00000694443,0.000051931183,1.4196772e-7,0.0000748578,0.93888867,0.0532405,0.000018367986,0.006832161,0.0001439538],"about_ca_topic_score_codex":0.0000066835396,"about_ca_topic_score_gemma":0.000004395005,"teacher_disagreement_score":0.9704814,"about_ca_system_score_codex":0.00004567748,"about_ca_system_score_gemma":0.000003484207,"threshold_uncertainty_score":0.5348038},"labels":[],"label_agreement":null},{"id":"W3118086494","doi":"10.1115/omae2020-18098","title":"Effect of Polymer Fluid Viscoelastic Properties on the Initiation of Transition From Laminar to Turbulent Flow Regime and the Drag Reduction in the Flow Through Horizontal Pipe","year":2020,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; Quest University Canada","funders":"","keywords":"Drag; Laminar flow; Turbulence; Viscoelasticity; Mechanics; Elasticity (physics); Open-channel flow; Pipe flow; Drilling fluid; Materials science; Herschel–Bulkley fluid; Fluid dynamics; Rheology; Geotechnical engineering; Geology; Composite material; Physics; Drilling","score_opus":0.008603784054573294,"score_gpt":0.17863546626836732,"score_spread":0.17003168221379403,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3118086494","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.951327,0.0005299381,0.044190004,0.0030001998,0.00013591441,0.00044729904,0.000006341379,0.000058123183,0.00030513667],"genre_scores_gemma":[0.99956644,0.000059403483,0.00010774615,0.00008694148,0.00011694244,0.00003620713,0.000007037179,0.000016064452,0.000003250323],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993389,0.00011319747,0.00018728152,0.00010820649,0.00015611081,0.00009625424],"domain_scores_gemma":[0.9996251,0.00020041651,0.000018253493,0.0001291297,0.000011397562,0.00001568871],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023585561,0.00012255942,0.00016643132,0.000025384948,0.00003433079,0.000017842194,0.00008943528,0.000040276005,0.000007668286],"category_scores_gemma":[0.00004008285,0.000057315243,0.000045777077,0.0001554925,0.00004169755,0.00008151675,0.000007346655,0.0001277336,0.0000030911824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004526756,0.000015692556,0.0000018504944,0.00015368414,0.00004741326,0.0000012436697,0.029752128,0.8508677,0.11548532,0.0003919404,0.00014902289,0.002681339],"study_design_scores_gemma":[0.00045894022,0.00034195613,0.000029142615,0.00014697337,0.000035556743,0.0000022903535,0.0004825212,0.5909007,0.40748608,0.000024467548,0.000022914634,0.00006842473],"about_ca_topic_score_codex":0.00009210378,"about_ca_topic_score_gemma":0.0000042721513,"teacher_disagreement_score":0.29200077,"about_ca_system_score_codex":0.000014926616,"about_ca_system_score_gemma":0.0000038702588,"threshold_uncertainty_score":0.23372479},"labels":[],"label_agreement":null},{"id":"W3118268095","doi":"","title":"Interpretation of the Peak and Residual Strength of Induced Tension Fractures in Sandstone by Single-Stage and Multi-Stage Direct Shear Tests","year":2020,"lang":"en","type":"article","venue":"54th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Stage (stratigraphy); Geology; Shear (geology); Interpretation (philosophy); Geotechnical engineering; Residual; Tension (geology); Residual strength; Materials science; Composite material; Ultimate tensile strength; Petrology; Mathematics; Computer science","score_opus":0.014887046640344681,"score_gpt":0.22192300964425482,"score_spread":0.20703596300391014,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3118268095","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8524419,0.0027308438,0.14200121,0.0002819655,0.0008175905,0.0008498091,0.00029533103,0.00036212688,0.00021920494],"genre_scores_gemma":[0.99907124,0.00031590002,0.00036975511,0.0000554592,0.00003410708,0.000011832563,0.000023586505,0.00008280506,0.000035333884],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99837214,0.00006266574,0.0005521899,0.00039764488,0.00028086515,0.00033451963],"domain_scores_gemma":[0.9991845,0.00013855887,0.00016295334,0.00030774705,0.00006258669,0.0001436452],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024696722,0.0003441987,0.0004990556,0.00016008224,0.00006028415,0.000030624004,0.00022012093,0.00023838478,0.000008290842],"category_scores_gemma":[0.00015303431,0.0003082233,0.00006663697,0.00038845156,0.000007883569,0.00014418177,0.0001909262,0.00040967716,0.0000011023693],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004424891,0.00005844736,0.00002802261,0.00042872093,0.0000455857,0.00000348954,0.0022192919,0.197061,0.7992681,0.00022066325,0.00005281599,0.0005695593],"study_design_scores_gemma":[0.000672463,0.00020070162,0.000042556072,0.0002396982,0.00003493852,0.0000025404074,0.0003368122,0.74855894,0.24950401,0.000036308837,0.0001222121,0.00024883516],"about_ca_topic_score_codex":0.00006558093,"about_ca_topic_score_gemma":0.000053425614,"teacher_disagreement_score":0.55149794,"about_ca_system_score_codex":0.000054172735,"about_ca_system_score_gemma":0.000022532886,"threshold_uncertainty_score":0.999937},"labels":[],"label_agreement":null},{"id":"W3119094074","doi":"10.1007/s13369-020-05234-7","title":"Improved Multi-section Variable-Speed Drilling Tool Design for Oil and Gas Industry","year":2021,"lang":"en","type":"article","venue":"Arabian Journal for Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"National Natural Science Foundation of China","keywords":"Nozzle; Drilling; Bit (key); Petroleum engineering; Drilling fluid; Mechanical engineering; Engineering; Measurement while drilling; Flow (mathematics); Drilling rig; Marine engineering; Computer science; Mechanics","score_opus":0.023950428589942202,"score_gpt":0.22817989681666906,"score_spread":0.20422946822672686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3119094074","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1259069,0.00077495555,0.87104523,0.00006254241,0.001945626,0.00007730121,0.000004967489,0.0001493026,0.000033197328],"genre_scores_gemma":[0.6720647,0.00097374833,0.32549325,0.000046777954,0.0009360344,0.00003807407,0.000003235934,0.00010235122,0.0003418235],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884444,0.000004730444,0.00025754375,0.00024347675,0.00014159869,0.0005082125],"domain_scores_gemma":[0.9993097,0.0001227547,0.00002976761,0.00011111023,0.00020297532,0.00022367566],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010077653,0.00018841584,0.0001955113,0.0001876753,0.00036208107,0.000367763,0.00011405352,0.00013691021,0.0000019844588],"category_scores_gemma":[0.00043123754,0.00019682567,0.000044587232,0.00038618903,0.00003911562,0.0005392615,0.000022419772,0.00038470756,2.2747547e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004647161,0.0000045196925,0.000015776306,0.0001348472,0.000021758873,0.0000029541482,0.00014202954,0.76062167,0.22238435,0.000101913465,0.000030420546,0.016535107],"study_design_scores_gemma":[0.00060268963,0.00004526164,0.00006375559,0.00015582019,0.000023348528,0.00026769345,0.00008564074,0.9720965,0.023421025,0.00006939435,0.00290514,0.00026374237],"about_ca_topic_score_codex":0.0000012970928,"about_ca_topic_score_gemma":4.1191646e-7,"teacher_disagreement_score":0.54615784,"about_ca_system_score_codex":0.000087436536,"about_ca_system_score_gemma":0.00008658119,"threshold_uncertainty_score":0.8026318},"labels":[],"label_agreement":null},{"id":"W3119384776","doi":"10.1016/j.apor.2020.102521","title":"Nonlinear integrated dynamic analysis of drill strings under stick-slip vibration","year":2021,"lang":"en","type":"article","venue":"Applied Ocean Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":59,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland; Mitacs","keywords":"Drill string; Vibration; Nonlinear system; Torsional vibration; Engineering; Structural engineering; Drilling; Drill; Finite element method; Natural frequency; Dissipation; Modal analysis; Slip (aerodynamics); Mechanical engineering; Acoustics; Physics","score_opus":0.02071386064680893,"score_gpt":0.2843598215024225,"score_spread":0.2636459608556136,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3119384776","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83429134,0.0002249318,0.16005689,0.0000418237,0.000102048376,0.00014518059,0.000041756502,0.00028389643,0.004812124],"genre_scores_gemma":[0.9963252,0.00012193545,0.0029471975,0.000008627279,0.00003519564,0.000004676025,0.00027931435,0.000047036545,0.00023083125],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985408,0.000031565643,0.0003008146,0.00026163127,0.00046759562,0.00039758795],"domain_scores_gemma":[0.9990504,0.00022276209,0.000020005853,0.0003746761,0.00022846863,0.00010370869],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046270326,0.0001459745,0.00030214613,0.0006462163,0.00006131735,0.000058183236,0.00018053698,0.0001142818,0.00010914805],"category_scores_gemma":[0.000053958218,0.00015257228,0.00009248664,0.0030454658,0.000055436783,0.000054446617,0.00006086189,0.00045582847,0.000030922176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008704792,0.000036680303,0.00011520688,0.00009648747,0.00060358754,0.000007831127,0.00017776538,0.925816,0.06915885,0.0019012426,0.0001523107,0.0019253346],"study_design_scores_gemma":[0.00019357858,0.000013489438,0.0010519769,0.000025895479,0.00010645511,8.403072e-7,0.000514788,0.9409373,0.056198806,0.00026859474,0.00052939885,0.00015892411],"about_ca_topic_score_codex":0.00002254929,"about_ca_topic_score_gemma":0.00003972082,"teacher_disagreement_score":0.16203384,"about_ca_system_score_codex":0.00012716306,"about_ca_system_score_gemma":0.00006669528,"threshold_uncertainty_score":0.62217164},"labels":[],"label_agreement":null},{"id":"W3120366081","doi":"10.14288/1.0395457","title":"Utility of instrumented indentation for the optimization of horizontal wellbore completions with examples from the Montney formation of Alberta and British Columbia","year":2021,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wellbore; Geology; Petroleum engineering; Engineering","score_opus":0.007220773140268442,"score_gpt":0.14738975251728625,"score_spread":0.1401689793770178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3120366081","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8679742,0.00019091985,0.1308793,0.000013897962,0.000044240114,0.000214759,0.0005528981,0.000016681139,0.000113109294],"genre_scores_gemma":[0.9971845,0.0002690046,0.0022873508,0.0000019939675,0.0000073025944,0.000001123532,0.00021455651,0.000009454195,0.000024709414],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9995085,0.00002048653,0.00015678364,0.00010707597,0.00012552123,0.00008163011],"domain_scores_gemma":[0.99938947,0.00015830754,0.000101556085,0.00013922321,0.00018781473,0.000023603043],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007564011,0.000029977537,0.00017308768,0.000010651925,0.00011442005,0.00005180953,0.00010436307,0.00004818879,0.000032326956],"category_scores_gemma":[0.000025666388,0.00007755861,0.000048838265,0.00016890501,0.0001315909,0.00019911274,0.0000300679,0.000054501328,5.557808e-8],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006274301,0.0002874285,0.17098881,0.0016284973,0.00073544733,0.000009683458,0.004537934,0.36845094,0.003018772,0.000015654621,0.00274104,0.44752303],"study_design_scores_gemma":[0.0007233218,0.000033707645,0.70736164,0.00024336431,0.00007955968,0.00001107657,0.002788757,0.28856614,0.000049254693,0.000035522655,0.00004295855,0.00006468074],"about_ca_topic_score_codex":0.34377638,"about_ca_topic_score_gemma":0.8268422,"teacher_disagreement_score":0.53637284,"about_ca_system_score_codex":0.000013931063,"about_ca_system_score_gemma":0.000022307962,"threshold_uncertainty_score":0.66059345},"labels":[],"label_agreement":null},{"id":"W3122538481","doi":"10.1306/m76870c5","title":"The Role of Shale Pore Structure on the Sensitivity of Wire-Line Logs to Overpressure","year":2001,"lang":"en","type":"book-chapter","venue":"American Association of Petroleum Geologists eBooks","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":55,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Overpressure; Petroleum engineering; Oil shale; Drilling; Geology; Mining engineering; Pore water pressure; Engineering; Geotechnical engineering; Mechanical engineering; Paleontology","score_opus":0.004441900632847269,"score_gpt":0.18323839644933282,"score_spread":0.17879649581648555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3122538481","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.073768735,0.00070331723,0.0024071613,0.00057931396,0.00075611,0.000643339,0.001198581,0.00035788413,0.9195856],"genre_scores_gemma":[0.95909643,0.00009230184,0.000064404805,0.00004959794,0.00013419925,0.000005252928,0.000027149437,0.000061296574,0.040469375],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99833024,0.000063892716,0.00052708876,0.00022191803,0.000547773,0.0003091203],"domain_scores_gemma":[0.9974506,0.0009552909,0.0008145162,0.00051256706,0.00020793165,0.000059092363],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00056751224,0.0003410241,0.00070070836,0.00013405425,0.000062546016,0.000012207568,0.00028735487,0.00024541136,0.000021677006],"category_scores_gemma":[0.0002482588,0.00024743285,0.0002259026,0.000053234762,0.00023684776,0.000014558402,0.00007134315,0.00051976595,0.0000039485203],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012535891,0.000029133756,0.0035900834,0.00016134746,0.0017888905,0.0000151069935,0.0007451759,0.8635506,0.010086704,0.0670806,0.0022711812,0.050555807],"study_design_scores_gemma":[0.0015822767,0.0023151378,0.0128406985,0.0017037402,0.0013033317,0.000036466663,0.0010297007,0.17003109,0.057734564,0.022424651,0.7255703,0.003428035],"about_ca_topic_score_codex":0.00023489323,"about_ca_topic_score_gemma":0.00022313681,"teacher_disagreement_score":0.8853277,"about_ca_system_score_codex":0.00016696521,"about_ca_system_score_gemma":0.000038119753,"threshold_uncertainty_score":0.9999978},"labels":[],"label_agreement":null},{"id":"W3122770664","doi":"10.2118/199678-pa","title":"Analysis of Torsional Stick-Slip Situations from Recorded Downhole Rotational Speed Measurements","year":2021,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Rotational speed; Slip (aerodynamics); Mechanics; Angular velocity; Geology; Engineering; Physics; Mechanical engineering; Classical mechanics","score_opus":0.03644057014738516,"score_gpt":0.23555940512479687,"score_spread":0.1991188349774117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3122770664","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6373167,0.00023295834,0.3596954,0.0000528446,0.00078942487,0.000075304495,0.00016458292,0.00019436379,0.00147842],"genre_scores_gemma":[0.9843336,0.00004268607,0.013400795,0.000015563932,0.00018468626,0.0000036186177,0.0019358908,0.00002548753,0.000057697514],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987288,0.00003183276,0.0003968409,0.00022946495,0.00042824761,0.00018478028],"domain_scores_gemma":[0.99922,0.0001692075,0.00006268323,0.000229704,0.000247644,0.00007074128],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016412948,0.0001536289,0.00031190878,0.00025278173,0.00007486029,0.000034712197,0.000094021925,0.00006598661,0.000621021],"category_scores_gemma":[0.000110101464,0.00018313766,0.00014974727,0.00079379923,0.000017581619,0.000086837696,0.000018330653,0.00011950083,0.000043507258],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000044567923,0.000028559813,0.0042294837,0.000014875711,0.00056968216,0.0000015164156,0.00013100369,0.9097552,0.084154464,0.000119379045,0.00011125829,0.00088013563],"study_design_scores_gemma":[0.00027585507,0.0000096906015,0.05298666,0.00006699111,0.00044371636,7.3527974e-7,0.00003962758,0.9309081,0.013754741,0.00046052758,0.0008445023,0.00020884206],"about_ca_topic_score_codex":0.000085115,"about_ca_topic_score_gemma":0.00009061272,"teacher_disagreement_score":0.34701687,"about_ca_system_score_codex":0.00010158048,"about_ca_system_score_gemma":0.000029513349,"threshold_uncertainty_score":0.74681365},"labels":[],"label_agreement":null},{"id":"W3124295462","doi":"10.1016/j.ijmst.2020.12.025","title":"Drilling signals analysis for tricone bit condition monitoring","year":2021,"lang":"en","type":"article","venue":"International Journal of Mining Science and Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":33,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Natural Sciences and Engineering Research Council of Canada; Faculty of Engineering, McGill University","keywords":"Bit (key); Drilling; Vibration; Automation; Engineering; State (computer science); Computer science; Mechanical engineering; Acoustics; Algorithm","score_opus":0.011747572148467179,"score_gpt":0.268396644313225,"score_spread":0.25664907216475785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3124295462","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84804815,0.00084344705,0.14972484,0.00028210157,0.0009154399,0.000016433267,0.0000029770367,0.000050930706,0.00011566468],"genre_scores_gemma":[0.99033964,0.00020245055,0.009270375,0.000008342824,0.00015446552,0.0000020233974,9.581053e-7,0.000006040116,0.000015723486],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992586,0.0000027160286,0.0002423618,0.00009924261,0.00026146293,0.00013561311],"domain_scores_gemma":[0.9989017,0.000093348026,0.0000748391,0.000056822253,0.0008330715,0.00004019061],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041827725,0.00006248323,0.00015171451,0.0011730221,0.000055130025,0.000071971626,0.00022021846,0.00005062538,0.0000052857076],"category_scores_gemma":[0.00037033219,0.00006234774,0.00004850647,0.0010132177,0.00008098794,0.00020106415,0.000025046504,0.00009753281,4.862323e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008799354,0.000026059595,0.020348983,0.00002026293,0.00091351505,0.00011082994,0.00037599832,0.48330095,0.42496023,0.0012840026,0.000071997274,0.068578355],"study_design_scores_gemma":[0.0007555759,0.000095926865,0.001882743,0.00020627865,0.00021290539,0.0003986801,0.0014434885,0.3038778,0.68688697,0.0013639313,0.0026345926,0.00024109692],"about_ca_topic_score_codex":4.126199e-7,"about_ca_topic_score_gemma":4.7175203e-7,"teacher_disagreement_score":0.26192674,"about_ca_system_score_codex":0.00006691696,"about_ca_system_score_gemma":0.00006329931,"threshold_uncertainty_score":0.2542467},"labels":[],"label_agreement":null},{"id":"W3125565988","doi":"","title":"Characteristic Properties of the Treated By-Product of Oil Shale Ash","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Applied Science and Technology - Canadian Journal of Applied Science and Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Oil shale; Oil sands; Unconventional oil; Reuse; Environmental science; Waste management; Shale oil; Petroleum engineering; Oil production; Hydraulic fracturing; Drilling; Geology; Engineering; Asphalt; Materials science","score_opus":0.005070895891632692,"score_gpt":0.15357914749373153,"score_spread":0.14850825160209882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125565988","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9937795,0.0027120605,0.000043649325,0.0014666446,0.00036420324,0.000077626224,0.00001511155,0.00001918408,0.0015220188],"genre_scores_gemma":[0.99936813,0.00019542474,0.00032119243,0.000044714285,0.000031737927,0.0000028447362,2.2685182e-7,0.000017192024,0.000018549681],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9978374,0.0000052180294,0.0007049025,0.00028033662,0.00043529063,0.0007368473],"domain_scores_gemma":[0.99729055,0.000017464527,0.00037953942,0.00039595415,0.0012758054,0.00064065855],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0012204755,0.00022069164,0.0005495182,0.0030873546,0.00048299914,0.000089249,0.0013421286,0.00022622244,0.00000929349],"category_scores_gemma":[0.00039610377,0.00017426888,0.000040970855,0.0053423718,0.006650877,0.00022866482,0.000059307058,0.0007386503,7.706898e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":true,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000056104786,0.000009622786,0.0020599759,0.00007315979,0.00004541968,0.00007106844,0.00041740088,0.00030224962,0.95284253,0.007981463,0.00021803404,0.03597344],"study_design_scores_gemma":[0.0005217708,0.00012598852,0.0007692615,0.0002971147,0.00007480593,0.0015122342,0.00220312,0.0007553357,0.98572534,0.0026920661,0.0049969475,0.00032603677],"about_ca_topic_score_codex":0.0006127023,"about_ca_topic_score_gemma":0.0063656545,"teacher_disagreement_score":0.035647403,"about_ca_system_score_codex":0.00027250836,"about_ca_system_score_gemma":0.0071753846,"threshold_uncertainty_score":0.998453},"labels":[],"label_agreement":null},{"id":"W3125864249","doi":"10.2118/0121-0058-jpt","title":"Novel Geophone Array Measures Exact Location of Fluid Movement Behind Casing","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Geophone; Wireline; Wellhead; Geology; Petroleum engineering; Marine engineering; Engineering; Seismology; Telecommunications","score_opus":0.007525440330317845,"score_gpt":0.19599232423858498,"score_spread":0.18846688390826713,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3125864249","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4100449,0.004847023,0.5836255,0.00022839468,0.00074462296,0.000020890657,0.0000021962264,0.000100685844,0.00038581633],"genre_scores_gemma":[0.9905849,0.00029031746,0.008916985,0.000011824254,0.0001241721,0.0000012685196,9.646589e-7,0.000027694665,0.000041838073],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99899036,0.000007504312,0.0004903991,0.0000895585,0.00022097064,0.00020123275],"domain_scores_gemma":[0.9992854,0.000026799877,0.0001418862,0.00020020822,0.0002999534,0.000045764136],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023304136,0.00012767338,0.0003126697,0.00042521756,0.00002437447,0.000012316859,0.00015984144,0.00015111682,0.000011539828],"category_scores_gemma":[0.000129077,0.00012927203,0.00007362575,0.00033779256,0.00003136917,0.00008342305,0.000018541119,0.00034245392,0.0000031136228],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003678392,0.00003077558,0.00017564,0.000056645793,0.00008311758,0.000019355695,0.000049029615,0.36932063,0.62563187,0.0000842336,0.000040220453,0.004504795],"study_design_scores_gemma":[0.00058336894,0.0001029573,0.0006651367,0.00027930233,0.00005119319,0.0003846182,0.00026797288,0.022888672,0.97155666,0.0002690156,0.0027956318,0.00015548198],"about_ca_topic_score_codex":0.0000060473317,"about_ca_topic_score_gemma":0.0000101570895,"teacher_disagreement_score":0.58054006,"about_ca_system_score_codex":0.00011476154,"about_ca_system_score_gemma":0.000061090635,"threshold_uncertainty_score":0.52715605},"labels":[],"label_agreement":null},{"id":"W3127425500","doi":"10.2118/205020-pa","title":"Prediction of Reservoir-Kick Effect and Its Management in the Managed-Pressure-Drilling Operation","year":2021,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Annulus (botany); Well control; Kalman filter; Marine engineering; Petroleum engineering; Drilling fluid; Warning system; Engineering; Computer science; Mechanical engineering; Aerospace engineering","score_opus":0.016562365700571284,"score_gpt":0.21326630163972754,"score_spread":0.19670393593915625,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3127425500","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9040693,0.003958121,0.085375085,0.00013207117,0.00084444985,0.0005520562,0.000020966478,0.0002840998,0.004763861],"genre_scores_gemma":[0.9977885,0.0010088573,0.0008707998,0.000013836906,0.00013006544,0.00002250287,0.000082317,0.000028832426,0.000054289045],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989098,0.00009260769,0.00031143037,0.00022594121,0.0002506224,0.00020960606],"domain_scores_gemma":[0.99954265,0.000117452546,0.000031622567,0.00023823252,0.00004039622,0.000029626279],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057698606,0.00016213718,0.0002085575,0.00013606802,0.00008371118,0.000062277235,0.00011615557,0.00006950737,0.000012282839],"category_scores_gemma":[0.000031819625,0.00014867683,0.000047704132,0.00029488438,0.0000136651215,0.00014075956,0.000035566984,0.00020150661,0.000007974279],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007848146,0.000012472258,0.00061553234,0.00054148154,0.00005587313,0.0000126982795,0.00036052743,0.98358697,0.01171153,0.0015843911,0.00006746893,0.0014432153],"study_design_scores_gemma":[0.00043570306,0.000035513425,0.0073226728,0.00025948088,0.00006323454,0.000012572033,0.00010977463,0.9738039,0.0127482535,0.00014015875,0.004928045,0.00014068845],"about_ca_topic_score_codex":0.000011031981,"about_ca_topic_score_gemma":0.000014404135,"teacher_disagreement_score":0.09371921,"about_ca_system_score_codex":0.0000328131,"about_ca_system_score_gemma":0.0000031627178,"threshold_uncertainty_score":0.6062865},"labels":[],"label_agreement":null},{"id":"W3128327446","doi":"10.1155/2021/8897283","title":"Experimental Study on Axial Impact Mitigating Stick‐Slip Vibration with a PDC Bit","year":2021,"lang":"en","type":"article","venue":"Shock and Vibration","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China National Petroleum Corporation; National Natural Science Foundation of China","keywords":"Vibration; Rate of penetration; Slip (aerodynamics); Amplitude; Torque; Structural engineering; Damper; Engineering; Drilling; Mechanics; Acoustics; Mechanical engineering; Physics","score_opus":0.00932844630485859,"score_gpt":0.23488571831816732,"score_spread":0.22555727201330872,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3128327446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95882463,0.00012507323,0.039761595,0.000014308249,0.00016142278,0.00014314808,0.0000037998755,0.00019309517,0.0007729108],"genre_scores_gemma":[0.99906975,0.000004227587,0.0006174085,0.000016783044,0.00018484273,0.000018170513,0.00003692759,0.000029212002,0.000022660388],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993966,0.000019015695,0.00013562516,0.00016739502,0.00013655293,0.00014475934],"domain_scores_gemma":[0.99976385,0.00002832805,0.000016717777,0.00010932924,0.000020148495,0.00006164837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000051833566,0.00014469812,0.00011863755,0.000051606356,0.000094266565,0.000112542315,0.00002527707,0.000041414856,0.000024125125],"category_scores_gemma":[0.000010988921,0.00012773875,0.000024020426,0.00013101983,0.000007875399,0.00021311139,0.000010333348,0.0001002866,0.000006137239],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044991535,0.00020517412,0.0035106451,0.000046882353,0.00010421691,0.00002899698,0.00399561,0.67280763,0.3172164,0.00019868136,0.00008984751,0.0017509088],"study_design_scores_gemma":[0.0011912694,0.0010746144,0.016235286,0.00011245022,0.000032654752,0.000023526163,0.0027670958,0.5847294,0.39337605,0.000026802976,0.00004156338,0.00038930372],"about_ca_topic_score_codex":0.000010081679,"about_ca_topic_score_gemma":0.000011010536,"teacher_disagreement_score":0.088078275,"about_ca_system_score_codex":0.00004363641,"about_ca_system_score_gemma":0.000018284745,"threshold_uncertainty_score":0.52090347},"labels":[],"label_agreement":null},{"id":"W3129662754","doi":"","title":"Eurocode 7 and Rock Engineering: A New Start","year":2020,"lang":"en","type":"article","venue":"ISRM International Symposium - EUROCK 2020","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Eurocode; Geology; Engineering; Forensic engineering; Geotechnical engineering; Structural engineering","score_opus":0.00815833838617439,"score_gpt":0.18049560602598225,"score_spread":0.17233726763980786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3129662754","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07289016,0.0030917027,0.85454684,0.02055844,0.006559113,0.0006605256,0.0001513801,0.005828069,0.035713773],"genre_scores_gemma":[0.99567777,0.00048678587,0.0011183886,0.00058010756,0.0012984412,0.000007656025,0.000029176503,0.00010269287,0.0006989852],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989753,0.000005540671,0.0002520455,0.00028136684,0.00024107091,0.0002446841],"domain_scores_gemma":[0.99946135,0.000039986022,0.000022783588,0.00011335312,0.000032152748,0.00033039175],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000030152394,0.00023990459,0.00017590624,0.00004423986,0.00002906666,0.000097132324,0.00026710433,0.00006116287,0.00009795997],"category_scores_gemma":[0.000047045876,0.00027363654,0.00006260632,0.00015795698,0.000003232139,0.00017876935,0.00009352248,0.00024960272,0.00021849261],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012504575,0.0000075858948,0.0003063222,0.0000690818,0.000096896394,0.00003789592,0.00043931694,0.93810314,0.04001618,0.00034914963,0.020028643,0.00053329166],"study_design_scores_gemma":[0.00027782502,0.00003099102,0.00021987152,0.000024360717,0.000011882535,0.000022566472,0.000007652326,0.65181494,0.003030561,0.000011630796,0.34432456,0.00022319853],"about_ca_topic_score_codex":0.0000062846657,"about_ca_topic_score_gemma":0.0000011361683,"teacher_disagreement_score":0.9227876,"about_ca_system_score_codex":0.000037174537,"about_ca_system_score_gemma":0.00001190274,"threshold_uncertainty_score":0.99997157},"labels":[],"label_agreement":null},{"id":"W3130970552","doi":"10.2118/151810-pa","title":"Burst and Collapse Responses of Production Casing in Thermal Applications","year":2013,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Casing; Cylinder stress; Thermal; Axial symmetry; Materials science; Yield (engineering); Compressive strength; Stress (linguistics); Structural engineering; Mechanics; Geotechnical engineering; Engineering; Composite material; Petroleum engineering; Finite element method","score_opus":0.011282738389173473,"score_gpt":0.20578061004110185,"score_spread":0.19449787165192836,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3130970552","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9718937,0.00035905783,0.026558852,0.00006842971,0.00016590145,0.0002941631,0.0000030491465,0.00015225123,0.0005045457],"genre_scores_gemma":[0.99731743,0.000086937296,0.002366418,0.0000031738848,0.00011500094,0.00004401239,0.0000105563795,0.000021999096,0.0000344922],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994253,0.000015869027,0.00020434725,0.00013147212,0.00008164858,0.00014136816],"domain_scores_gemma":[0.99970835,0.00005660185,0.000027511247,0.00013462148,0.00004205112,0.00003088926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013615451,0.00009437297,0.00013171835,0.00015019298,0.000040929885,0.000022305298,0.00004362793,0.00004254221,0.000011013934],"category_scores_gemma":[0.000028144625,0.00010361256,0.000018539604,0.00020883107,0.000030340283,0.00010120286,0.000009693142,0.00009030969,0.000013053843],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000069692633,0.000015448839,0.004384784,0.00013644056,0.000010462121,5.0978014e-7,0.0003365004,0.74322087,0.24406137,0.00026883496,0.00003526306,0.007522528],"study_design_scores_gemma":[0.00041832926,0.000044087523,0.123404235,0.00033261845,0.000021607479,0.00002399956,0.00025833957,0.8171701,0.053614657,0.0008766157,0.0033922454,0.0004431662],"about_ca_topic_score_codex":0.00008921109,"about_ca_topic_score_gemma":0.000013128197,"teacher_disagreement_score":0.19044672,"about_ca_system_score_codex":0.000040194136,"about_ca_system_score_gemma":0.000005314437,"threshold_uncertainty_score":0.42251977},"labels":[],"label_agreement":null},{"id":"W3132937307","doi":"10.2118/151453-ms","title":"Colorado Drill Cuttings Injection Pilot Results","year":2012,"lang":"en","type":"article","venue":"IADC/SPE Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Drill cuttings; Drilling; Cutting; Drill; Casing; Drilling fluid; Geology; Environmental science; Petroleum engineering; Engineering; Mechanical engineering","score_opus":0.021174793132044786,"score_gpt":0.21481162321590683,"score_spread":0.19363683008386204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3132937307","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.877744,0.0009568161,0.10268385,0.00018624683,0.0018203587,0.00027094997,0.000028641927,0.0014573485,0.01485174],"genre_scores_gemma":[0.9974134,0.0006183135,0.0009874867,0.000051103027,0.00064985186,0.000015991029,0.00008044593,0.00004642272,0.00013699419],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99872744,0.000021969265,0.00033932147,0.00023637414,0.00017367139,0.00050120684],"domain_scores_gemma":[0.9994377,0.00006590974,0.000053952674,0.00018389295,0.00007255854,0.00018598762],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034088493,0.00025184377,0.00022474967,0.00015699514,0.00014920221,0.000107726104,0.00007076194,0.00013060987,0.000022542185],"category_scores_gemma":[0.00004555589,0.00026758536,0.000045263467,0.00019963109,0.00004386123,0.00051512156,0.000021693493,0.00025942433,0.00009667127],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004900768,0.0004581294,0.0075226226,0.0015254284,0.00037461496,0.000029596787,0.01891426,0.59399945,0.21921265,0.02240755,0.015545876,0.119519785],"study_design_scores_gemma":[0.0027824612,0.00072742574,0.005499069,0.0011956972,0.00015566676,0.00019589074,0.00109333,0.85657865,0.07337332,0.0027316238,0.053515043,0.0021518425],"about_ca_topic_score_codex":0.00005246076,"about_ca_topic_score_gemma":0.000011866539,"teacher_disagreement_score":0.2625792,"about_ca_system_score_codex":0.000065631146,"about_ca_system_score_gemma":0.000011295096,"threshold_uncertainty_score":0.99997765},"labels":[],"label_agreement":null},{"id":"W3133650005","doi":"10.1177/1461348421989156","title":"Kinematics and dynamics analysis of new rotary-percussive PDM drilling tool","year":2021,"lang":"en","type":"article","venue":"Journal of low frequency noise, vibration and active control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Rate of penetration; Drilling; Kinematics; Drill string; Vibration; Mechanical engineering; Drill pipe; Displacement (psychology); Engineering; Mechanism (biology); Drill; Measurement while drilling; Deep hole drilling; Computer science; Acoustics","score_opus":0.004131417139923094,"score_gpt":0.1921847711531904,"score_spread":0.1880533540132673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3133650005","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4353676,0.0011590322,0.562765,0.00016676547,0.00018343364,0.00006298834,0.000026478156,0.000017413224,0.00025128337],"genre_scores_gemma":[0.9942009,0.00062386016,0.0049622543,0.000044495056,0.00012146813,0.0000010340018,0.000010613386,0.000016397642,0.000019002859],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990755,0.00002643171,0.0005055985,0.00009785773,0.00017024517,0.00012440071],"domain_scores_gemma":[0.9992318,0.00013738449,0.00018667079,0.00009617897,0.00024157451,0.00010637738],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000124529,0.00014484316,0.0004820822,0.0002682222,0.000036891543,0.000053379303,0.000053005635,0.00007678372,0.000030659397],"category_scores_gemma":[0.00012786103,0.00013103394,0.00013392027,0.00036553334,0.000020850637,0.00036578157,0.000006522809,0.00019374119,3.2848786e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025001726,0.000029162535,0.0020130558,0.00014926339,0.0017522263,0.0000315987,0.00074067235,0.8876113,0.09327296,0.0009533352,0.000029398318,0.0133920135],"study_design_scores_gemma":[0.0009352151,0.000049485367,0.00732947,0.0001446571,0.00074924197,0.00002651163,0.0002651658,0.9814614,0.008181786,0.0006763509,0.000019849891,0.0001608566],"about_ca_topic_score_codex":0.0000064722835,"about_ca_topic_score_gemma":0.000018564162,"teacher_disagreement_score":0.55883324,"about_ca_system_score_codex":0.000056715868,"about_ca_system_score_gemma":0.000060829076,"threshold_uncertainty_score":0.5343409},"labels":[],"label_agreement":null},{"id":"W3133926299","doi":"10.2118/204040-ms","title":"Identifying Formation Creep – Ultrasonic Bond Logging Field Examples Validated by Full-Scale Reference Barrier Cell Experiments","year":2021,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Annulus (botany); Sonic logging; Creep; Ultrasonic sensor; Drilling; Azimuth; Petroleum engineering; Well logging; Flexural strength; Scale (ratio); Materials science; Computer science; Geology; Acoustics; Mechanical engineering; Engineering; Composite material; Physics","score_opus":0.022229591023443657,"score_gpt":0.24317999124581954,"score_spread":0.2209504002223759,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3133926299","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52480596,0.00086373725,0.4613291,0.00009879469,0.0008628951,0.000101092926,0.00006590165,0.0003024333,0.011570089],"genre_scores_gemma":[0.9940724,0.0017174769,0.002881929,0.000073500014,0.00014473044,0.000018550445,0.0007280242,0.00003098137,0.00033244543],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99871683,0.000021346725,0.0003615206,0.00031397055,0.0002885676,0.0002977841],"domain_scores_gemma":[0.9994365,0.00007723195,0.00006454591,0.00016186638,0.00015612248,0.00010370614],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013287422,0.00022761393,0.00018903095,0.0001223174,0.00013360774,0.00031869244,0.00013748623,0.00013961631,0.00036892272],"category_scores_gemma":[0.00003102545,0.0002632128,0.000057201913,0.00010227987,0.000023452718,0.0006426021,0.00004536701,0.00025766095,0.000042779327],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013461624,0.000024742934,0.00017131037,0.00014489338,0.00004181403,0.000011078864,0.00091778167,0.011616562,0.9815902,0.00068587624,0.0011468024,0.0036354784],"study_design_scores_gemma":[0.00042837806,0.000027937434,0.00009015751,0.00036459757,0.00002102118,0.000032864024,0.00080115895,0.18142827,0.81083566,0.00078996696,0.0048091467,0.00037086682],"about_ca_topic_score_codex":0.00003710333,"about_ca_topic_score_gemma":0.00002579247,"teacher_disagreement_score":0.4692664,"about_ca_system_score_codex":0.00008438748,"about_ca_system_score_gemma":0.00002121972,"threshold_uncertainty_score":0.999982},"labels":[],"label_agreement":null},{"id":"W3134332586","doi":"10.2118/204125-ms","title":"A Probabilistic Belief System to Track the Cleanliness of a Hole in Real-Time","year":2021,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Probabilistic logic; Drilling; Bayesian network; Overhead (engineering); Computer science; Real-time computing; Track (disk drive); Process (computing); Key (lock); Simulation; Engineering; Artificial intelligence; Computer security; Mechanical engineering","score_opus":0.012110501721846712,"score_gpt":0.22206430095454383,"score_spread":0.2099537992326971,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134332586","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97333723,0.00008171519,0.016682405,0.00029933444,0.0004890099,0.00016729523,0.000034933026,0.00015079297,0.0087572895],"genre_scores_gemma":[0.9988195,0.00016898593,0.00064795185,0.00001562125,0.00014411636,0.000018435576,0.000047324935,0.000017313394,0.00012077393],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918354,0.000019310324,0.00029294108,0.00017911632,0.00017467517,0.00015042348],"domain_scores_gemma":[0.9995571,0.000070747104,0.000030741798,0.00012985822,0.00016682532,0.00004472796],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018447645,0.00011871837,0.00016832873,0.000101925194,0.000029595672,0.00005564654,0.00010495313,0.000056655823,0.000027131697],"category_scores_gemma":[0.000053548385,0.000106816275,0.000038169695,0.00017499315,0.000024134995,0.00009108641,0.000028440403,0.000116831514,0.000022746715],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019506517,0.00003321692,0.00017897716,0.00031716697,0.000039190294,0.000023090193,0.0011591612,0.93229187,0.04209629,0.018784367,0.00007971318,0.0049774437],"study_design_scores_gemma":[0.00028133643,0.000023576471,0.0016586003,0.0010722141,0.000012965797,0.000021964059,0.00043798998,0.9843995,0.010751276,0.0007198643,0.0004407314,0.00018000709],"about_ca_topic_score_codex":0.000054635595,"about_ca_topic_score_gemma":0.000052887066,"teacher_disagreement_score":0.052107595,"about_ca_system_score_codex":0.00006859227,"about_ca_system_score_gemma":0.000026917167,"threshold_uncertainty_score":0.43558413},"labels":[],"label_agreement":null},{"id":"W3134730093","doi":"10.2118/204063-ms","title":"Time-Series Data Augmentation Techniques for Improving Automated Drilling Dysfunction Classifiers","year":2021,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Computer science; Classifier (UML); Artificial intelligence; Data mining; Machine learning; Pattern recognition (psychology)","score_opus":0.021250631140525,"score_gpt":0.24917015270440665,"score_spread":0.22791952156388165,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134730093","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.037086003,0.00023447473,0.9545111,0.0004236867,0.0018711034,0.00029460498,0.00022058608,0.0021652812,0.0031931673],"genre_scores_gemma":[0.9677121,0.00069377385,0.026579587,0.000059261365,0.00064928865,0.000048425856,0.0036873645,0.000060286893,0.00050989754],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988127,0.00001603404,0.0003354542,0.0003919528,0.00020588175,0.00023800721],"domain_scores_gemma":[0.9993055,0.00006448535,0.00006780095,0.00023638274,0.00026029002,0.00006556704],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023687913,0.00020666503,0.00018235552,0.00014830385,0.00014463041,0.0002503561,0.00015615734,0.00013274713,0.000063482585],"category_scores_gemma":[0.00009310051,0.0002367471,0.000047349105,0.000116651136,0.00004486376,0.0008633495,0.000064790824,0.00015154688,0.000016002215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012541824,0.00006457732,0.00018824905,0.00078578864,0.0003576316,0.000026248592,0.00087243575,0.16455391,0.6753604,0.0074375486,0.0041794777,0.14604832],"study_design_scores_gemma":[0.00029182123,0.000030173216,0.000054326818,0.00020965266,0.0000365034,0.000023116532,0.00022845781,0.91839564,0.07427266,0.000871859,0.005322963,0.00026284586],"about_ca_topic_score_codex":0.000014101701,"about_ca_topic_score_gemma":0.00001769865,"teacher_disagreement_score":0.9306261,"about_ca_system_score_codex":0.00010625553,"about_ca_system_score_gemma":0.000044732962,"threshold_uncertainty_score":0.9654267},"labels":[],"label_agreement":null},{"id":"W3134987057","doi":"10.1002/cjce.24092","title":"The impact of weighting materials on carbonate pore system and rock characteristics","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Geology; Ilmenite; Drilling fluid; Carbonate; Mineralogy; Permeability (electromagnetism); Hematite; Porosity; Dissolution; Tarim basin; Pore water pressure; Volume (thermodynamics); Drilling; Geotechnical engineering; Materials science; Geochemistry; Chemistry; Metallurgy","score_opus":0.004138715916754866,"score_gpt":0.16759870785246686,"score_spread":0.163459991935712,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3134987057","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9976387,0.0010827482,0.00037428847,0.00004772276,0.0005576175,0.00003625683,0.000021320133,0.000029107785,0.000212259],"genre_scores_gemma":[0.99959487,0.000026554759,0.00005989046,0.0000030481253,0.00026646996,0.0000010593899,0.0000025626905,0.000037867583,0.000007663039],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913394,0.000011798665,0.00038463788,0.00006123031,0.000121466226,0.00028694214],"domain_scores_gemma":[0.9992836,0.0001503887,0.00007821536,0.00015946712,0.00009003968,0.00023826117],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027299885,0.0001553387,0.00027199928,0.000065972694,0.000059787424,0.000083537365,0.00017359188,0.000069791815,0.0000045328193],"category_scores_gemma":[0.00014594427,0.000099675475,0.00009029582,0.00012063654,0.00001643463,0.00003877405,0.000011388555,0.00029838705,8.0546585e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000791809,0.0000027997926,0.00007336279,0.00021871948,0.00023057131,0.00014192949,0.0002444178,0.69921637,0.29833862,0.0009110881,0.00008747049,0.0005267187],"study_design_scores_gemma":[0.00031543963,0.000049886123,0.00072180433,0.0010360716,0.000066318775,0.0010109759,0.00005092647,0.509967,0.48598936,0.00003268711,0.00045281742,0.00030666735],"about_ca_topic_score_codex":0.00013983903,"about_ca_topic_score_gemma":0.000008419074,"teacher_disagreement_score":0.18924934,"about_ca_system_score_codex":0.00021387252,"about_ca_system_score_gemma":0.00012215276,"threshold_uncertainty_score":0.4064648},"labels":[],"label_agreement":null},{"id":"W3135057331","doi":"10.2118/204018-ms","title":"Successful Installations and Predictable Performance of Solid Expandable Drilling Liner in Greater Ekofisk Field, Offshore North Sea","year":2021,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Offshore drilling; Drilling; Submarine pipeline; Petroleum engineering; Underbalanced drilling; Lost circulation; Drilling fluid; North sea; Engineering; Marine engineering; Section (typography); Geology; Geotechnical engineering; Mechanical engineering; Computer science","score_opus":0.009692321025885457,"score_gpt":0.21054891220731,"score_spread":0.20085659118142454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135057331","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97834545,0.00020657803,0.017757468,0.00010739548,0.00034776144,0.000071740615,0.000047082685,0.0000702035,0.0030463093],"genre_scores_gemma":[0.9963681,0.0023357596,0.00078896,0.000026638452,0.00014718226,0.000009668671,0.00015366042,0.000019217683,0.00015080048],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990473,0.000010984771,0.00033386349,0.00022521312,0.00017869197,0.0002039968],"domain_scores_gemma":[0.99956363,0.00004940079,0.000042672975,0.0001086655,0.00017659247,0.000059032263],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009654594,0.00015824272,0.00020520146,0.00017291885,0.00005577649,0.00006459248,0.0000710915,0.00009435325,0.00007683204],"category_scores_gemma":[0.000029508123,0.00016829719,0.000032698077,0.00015052657,0.000032119176,0.0003667515,0.000042065098,0.00019308574,0.0000032272815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031797917,0.000027877355,0.3654577,0.00032578834,0.0000734396,0.000016383352,0.0010858079,0.6206518,0.005480501,0.0005374349,0.00007030972,0.006241177],"study_design_scores_gemma":[0.0004081858,0.000036973437,0.01698693,0.00052024005,0.000014277037,0.00001675133,0.00014693486,0.9484148,0.032531172,0.0001937304,0.00052446144,0.00020551795],"about_ca_topic_score_codex":0.000052672738,"about_ca_topic_score_gemma":0.00020008723,"teacher_disagreement_score":0.34847078,"about_ca_system_score_codex":0.00003384673,"about_ca_system_score_gemma":0.00003135477,"threshold_uncertainty_score":0.68629605},"labels":[],"label_agreement":null},{"id":"W3135162642","doi":"10.1021/acs.energyfuels.0c03898","title":"Theoretical and Experimental Approach for Understanding the Interactions Among SiO<sub>2</sub>Nanoparticles, CaCO<sub>3</sub>, and Xanthan Gum Components of Water-Based Mud","year":2021,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Xanthan gum; Nanoparticle; Chemical engineering; Chemistry; Materials science; Nanotechnology; Rheology; Composite material; Engineering","score_opus":0.01483427538541218,"score_gpt":0.20494641943480207,"score_spread":0.1901121440493899,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135162642","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8712045,0.00043261453,0.12768671,0.00003281249,0.00021680979,0.00008547473,0.000011916831,0.00009343609,0.00023573037],"genre_scores_gemma":[0.99925053,0.00005255157,0.00044761793,0.000022327404,0.0000689043,0.000049125978,0.0000529922,0.00005300449,0.0000029493826],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990211,0.000039749593,0.00024605743,0.00023959314,0.000133095,0.00032038701],"domain_scores_gemma":[0.99948806,0.00016036746,0.000025735993,0.00019185434,0.000023137449,0.000110828485],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013272456,0.000202757,0.0002284972,0.00006509697,0.00014546193,0.0000675377,0.00007765524,0.00007014237,0.0000055993078],"category_scores_gemma":[0.000013003711,0.0001600887,0.00007462282,0.000092186536,0.00018260886,0.00010348506,0.0000574804,0.00012315113,4.7942956e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017092458,0.00005278375,0.000049816546,0.000072294555,0.000069627065,0.000004219818,0.00039098453,0.0650101,0.9259205,0.008073388,0.00001845723,0.0003207583],"study_design_scores_gemma":[0.0004130424,0.000028064702,0.00006486592,0.000058267247,0.000031536583,0.000010142012,0.00052451587,0.21946824,0.77869725,0.00051168987,0.000036212583,0.00015617628],"about_ca_topic_score_codex":0.000007367449,"about_ca_topic_score_gemma":0.000008346287,"teacher_disagreement_score":0.15445814,"about_ca_system_score_codex":0.0000680492,"about_ca_system_score_gemma":0.000008125999,"threshold_uncertainty_score":0.6528228},"labels":[],"label_agreement":null},{"id":"W3135252274","doi":"10.2118/204024-ms","title":"Experimental Investigation of Induced Low Frequency Axial Vibration on Drilling Response of a PDC Bit","year":2021,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Rate of penetration; Drilling; Vibration; Amplitude; Penetration depth; Materials science; Drill; Drill bit; Torque; Acoustics; Mechanics; Physics; Optics","score_opus":0.019346745791607056,"score_gpt":0.2324499614864724,"score_spread":0.21310321569486534,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135252274","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9675746,0.00009848373,0.030129729,0.000096427495,0.00070833805,0.00009008746,0.000026413729,0.00008632254,0.0011895882],"genre_scores_gemma":[0.997737,0.000110180095,0.0017500453,0.000029228258,0.00017277482,0.000010284291,0.00014020524,0.00002471056,0.000025572379],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988308,0.000047464375,0.00043478675,0.0002305541,0.00030763322,0.00014873776],"domain_scores_gemma":[0.9993526,0.000105336134,0.00010334089,0.00013787943,0.00023752432,0.00006336217],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021834721,0.00017316123,0.00020848292,0.00022990367,0.00004579843,0.00004843268,0.00008497398,0.00012284068,0.000072543815],"category_scores_gemma":[0.00009523357,0.00019718154,0.000066590655,0.00016469686,0.000048771264,0.00027498076,0.000022055818,0.00016040554,0.000006123046],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000076463606,0.00002342628,0.00021620245,0.000063959174,0.00003973766,0.000006122979,0.00090386905,0.040498096,0.9513357,0.0062498925,0.000009330972,0.0005771623],"study_design_scores_gemma":[0.00037911127,0.000094512776,0.0015710897,0.00056948717,0.000009282762,0.000009176429,0.00022554096,0.15771198,0.83783716,0.0014110564,0.000015986167,0.00016562786],"about_ca_topic_score_codex":0.0000260056,"about_ca_topic_score_gemma":0.000004890074,"teacher_disagreement_score":0.11721388,"about_ca_system_score_codex":0.00007691225,"about_ca_system_score_gemma":0.000067277586,"threshold_uncertainty_score":0.80408293},"labels":[],"label_agreement":null},{"id":"W3135544341","doi":"10.3390/en14051263","title":"SlurryNet: Predicting Critical Velocities and Frictional Pressure Drops in Oilfield Suspension Flows","year":2021,"lang":"en","type":"article","venue":"Energies","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Pressure drop; Support vector machine; Approximation error; Artificial neural network; Flow (mathematics); Slurry; Range (aeronautics); Suspension (topology); Multiphase flow; Computer science; Mechanics; Simulation; Artificial intelligence; Mathematics; Engineering; Algorithm; Physics","score_opus":0.005101427186180392,"score_gpt":0.19083316806100878,"score_spread":0.18573174087482838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3135544341","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98353165,0.007387429,0.0023907234,0.00012481143,0.0009026042,0.00002302018,0.000006428938,0.0003508122,0.005282523],"genre_scores_gemma":[0.9976208,0.00035214162,0.0015361945,0.000015084776,0.00018402479,0.0000070583983,0.0000064449523,0.000020388587,0.00025785112],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994439,0.00001174699,0.00013140649,0.00013058998,0.00010368837,0.00017870025],"domain_scores_gemma":[0.9996801,0.00016323182,0.000004544969,0.00008703097,0.000025251067,0.000039827726],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000060200848,0.000100598176,0.00012015481,0.000054623782,0.000047691738,0.000044491742,0.00003519393,0.0000775509,0.00004583833],"category_scores_gemma":[0.00011149683,0.00010983138,0.000021156875,0.000094598705,0.000015326325,0.00011345128,0.00003361237,0.00016681389,0.0000023055463],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018688963,0.0000058923356,0.0009951412,0.00011633858,0.00001736235,0.00003542087,0.0004885303,0.98725104,0.0060733203,0.004016454,0.00026820233,0.0007304062],"study_design_scores_gemma":[0.00021176676,0.000012233197,0.0045049833,0.00018531547,0.000017119453,0.00003868942,0.00061489595,0.9598315,0.024640674,0.000664227,0.009045836,0.00023281219],"about_ca_topic_score_codex":0.000021669985,"about_ca_topic_score_gemma":0.00004010561,"teacher_disagreement_score":0.027419614,"about_ca_system_score_codex":0.0000114669265,"about_ca_system_score_gemma":0.000010871771,"threshold_uncertainty_score":0.44787934},"labels":[],"label_agreement":null},{"id":"W3137913677","doi":"10.2118/204436-ms","title":"Case Study of Underbalance Coiled Tubing Drilling to Increase Well Productivity and Ultimate Recovery in Tight Gas Reservoir Onshore Field, Abu Dhabi","year":2021,"lang":"en","type":"article","venue":"SPE/ICoTA Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Abu dhabi; Drilling; Petroleum engineering; Completion (oil and gas wells); Underbalanced drilling; Wireline; Geology; Tight gas; Drill; Directional drilling; Natural gas field; Drilling fluid; Engineering; Natural gas; Mechanical engineering; Hydraulic fracturing; Archaeology; Telecommunications","score_opus":0.01813882240830856,"score_gpt":0.24491983492919817,"score_spread":0.2267810125208896,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3137913677","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98808485,0.00026948974,0.010093311,0.00008200762,0.0002449013,0.00029766967,0.000008804799,0.000084740845,0.0008342399],"genre_scores_gemma":[0.9991522,0.00023230848,0.00034989274,0.000010388747,0.000057687816,0.000025309098,0.00002093721,0.000022780223,0.00012854084],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987285,0.000090545356,0.00043782147,0.0003845456,0.00012911375,0.00022943465],"domain_scores_gemma":[0.999408,0.000089732916,0.00005994319,0.00024154433,0.00010297113,0.000097775046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00035899872,0.00019845067,0.00030898312,0.00018520004,0.00006266792,0.00009535803,0.0000569962,0.00008843288,0.00007977247],"category_scores_gemma":[0.00008485941,0.00022356724,0.000056318357,0.00024905195,0.000020402726,0.00029622222,0.000070953975,0.00023227744,0.0000072123253],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008829114,0.0031780086,0.071378715,0.009261588,0.000607089,0.005557216,0.02072471,0.6326736,0.17064115,0.0008969767,0.0016972151,0.0825008],"study_design_scores_gemma":[0.006655417,0.0020391697,0.015089449,0.0088896435,0.00024260097,0.0018327897,0.019199451,0.72397137,0.21692407,0.0025006945,0.000678759,0.0019765822],"about_ca_topic_score_codex":0.0009899924,"about_ca_topic_score_gemma":0.002627409,"teacher_disagreement_score":0.09129777,"about_ca_system_score_codex":0.000050313523,"about_ca_system_score_gemma":0.000014245989,"threshold_uncertainty_score":0.91168076},"labels":[],"label_agreement":null},{"id":"W3138184759","doi":"10.1017/jfm.2021.158","title":"Primary cementing of horizontal wells. Displacement flows in eccentric horizontal annuli. Part 2. Computations","year":2021,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mechanics; Computation; Displacement (psychology); Geology; Horizontal and vertical; Computer science; Physics; Geodesy","score_opus":0.006456452767440425,"score_gpt":0.18897431504306364,"score_spread":0.18251786227562322,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3138184759","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.641554,0.0049895276,0.34917557,0.000051293755,0.0032958188,0.00012735196,0.000022585358,0.000054652708,0.000729214],"genre_scores_gemma":[0.99205077,0.0011091784,0.0065144254,0.000014254983,0.00024007405,0.0000017704464,0.000016697983,0.000036244594,0.00001657158],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99849546,0.000027647264,0.0007610987,0.000108850654,0.00033786634,0.00026909533],"domain_scores_gemma":[0.999456,0.000055884197,0.00012676287,0.0001261803,0.00013322731,0.000101965656],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036998215,0.00015968955,0.00035828617,0.00021567594,0.000030667386,0.000027572058,0.00013218154,0.00007037857,0.00003358526],"category_scores_gemma":[0.000038080012,0.0001704968,0.0001475668,0.00038144138,0.0000041524186,0.00017682603,0.00004358134,0.00028771258,0.0000041554645],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020001567,0.00015246705,0.00013968808,0.00028183826,0.00014606192,0.00018893958,0.00031473735,0.9006949,0.09167541,0.00072376884,0.0008020507,0.004860154],"study_design_scores_gemma":[0.0012759736,0.00019536939,0.00013113322,0.0004931446,0.00008023726,0.00015192693,0.0003066257,0.9371596,0.054625217,0.00014413995,0.0051843985,0.00025223257],"about_ca_topic_score_codex":0.0000031525278,"about_ca_topic_score_gemma":0.0000061247047,"teacher_disagreement_score":0.3504968,"about_ca_system_score_codex":0.0002157954,"about_ca_system_score_gemma":0.00008149642,"threshold_uncertainty_score":0.69526577},"labels":[],"label_agreement":null},{"id":"W3138332321","doi":"10.2118/204412-ms","title":"High Resolution Acoustic Imaging of Plug Related Casing Damage in Hydraulically Fractured Horizontal Wells","year":2021,"lang":"en","type":"article","venue":"SPE/ICoTA Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ARC Resources (Canada)","funders":"","keywords":"Casing; Spark plug; Perforation; Geology; High resolution; Fracture (geology); Hydraulic fracturing; Acoustics; Geotechnical engineering; Petroleum engineering; Engineering; Mechanical engineering; Remote sensing","score_opus":0.006623184580301693,"score_gpt":0.20891551889207755,"score_spread":0.20229233431177585,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3138332321","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84716445,0.0009004816,0.14757401,0.00014442056,0.00065031025,0.00013601453,0.000017256709,0.00019065598,0.003222425],"genre_scores_gemma":[0.9986224,0.00031491704,0.00068347517,0.000012834888,0.000057108955,0.000005906849,0.0001675591,0.0000294124,0.00010638858],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99872845,0.000056512592,0.00054023374,0.000271561,0.0001512036,0.0002520092],"domain_scores_gemma":[0.99954504,0.000040462073,0.000081720034,0.00017527938,0.00008977182,0.0000677468],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021731733,0.00019156863,0.00026677898,0.00019038533,0.000042374355,0.00007450949,0.00006635117,0.00012797308,0.00028492688],"category_scores_gemma":[0.000043575357,0.0002244251,0.000104685125,0.00023486115,0.000045570778,0.00030745717,0.000038252798,0.00031023382,0.000022167382],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007918711,0.0002575541,0.00252424,0.0012484904,0.00011335156,0.00024322048,0.0009723362,0.61908966,0.3437147,0.0032333182,0.00080264255,0.027721275],"study_design_scores_gemma":[0.0012380169,0.00006709098,0.010537919,0.0018999181,0.000052506508,0.00005043557,0.00037519468,0.8971411,0.08585404,0.0021028141,0.00031829302,0.00036268437],"about_ca_topic_score_codex":0.00019609084,"about_ca_topic_score_gemma":0.00018110353,"teacher_disagreement_score":0.2780514,"about_ca_system_score_codex":0.000088292676,"about_ca_system_score_gemma":0.000017588229,"threshold_uncertainty_score":0.91517895},"labels":[],"label_agreement":null},{"id":"W3139994282","doi":"10.1061/(asce)ps.1949-1204.0000552","title":"Assessing Friction Coefficient in HDD Using Analytical Models","year":2021,"lang":"en","type":"article","venue":"Journal of Pipeline Systems Engineering and Practice","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"GlaxoSmithKline (Canada); University of Alberta; University of Northern British Columbia","funders":"","keywords":"Thrust; Mechanics; Viscosity; Friction coefficient; Directional drilling; Borehole; Torque; Drilling; Pressure coefficient; Friction torque; Drill; Drill pipe; Range (aeronautics); Mechanical engineering; Materials science; Geology; Engineering; Thermodynamics; Geotechnical engineering; Physics","score_opus":0.03817363551397592,"score_gpt":0.28827670063415817,"score_spread":0.25010306512018227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3139994282","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.099671565,0.009932493,0.8874981,0.000054303975,0.0018476001,0.00004892003,0.0000014936966,0.00007912948,0.00086642604],"genre_scores_gemma":[0.99067175,0.00055196125,0.008232571,0.000008534135,0.00046565704,8.738498e-7,0.0000012003061,0.000043600026,0.000023834878],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99856365,0.00007373215,0.0007031802,0.00012855568,0.00027895762,0.00025194997],"domain_scores_gemma":[0.99888766,0.00048417738,0.00012561915,0.00012607184,0.00024145727,0.00013501752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012974016,0.00018151589,0.00037680112,0.0003042189,0.000031815533,0.00021969523,0.0000656447,0.00010927553,0.0000018556372],"category_scores_gemma":[0.0006426595,0.0001851094,0.0000660172,0.00043497302,0.0000072368525,0.0009959775,0.000018491084,0.0005113749,9.565443e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000067027086,0.000027041415,0.000013851817,0.00021624751,0.00004760965,0.00022667018,0.0001708835,0.9935604,0.0048855715,0.00024118791,0.00005679028,0.00054709776],"study_design_scores_gemma":[0.0003495361,0.000015301259,0.000027684193,0.00056196825,0.000078314595,0.0028998137,0.00066588464,0.9905406,0.00027228988,0.0000052867,0.0043993145,0.00018397064],"about_ca_topic_score_codex":0.00001771898,"about_ca_topic_score_gemma":5.2992755e-7,"teacher_disagreement_score":0.8910002,"about_ca_system_score_codex":0.0001508551,"about_ca_system_score_gemma":0.000055483477,"threshold_uncertainty_score":0.7548542},"labels":[],"label_agreement":null},{"id":"W3141165553","doi":"10.2118/200886-ms","title":"A Practical Study of the Influence of Drill Solids on the Corrosion of Downhole Tubulars When Using Brine Based Drilling Fluids","year":2021,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Drill pipe; Drilling; Drilling fluid; Drill; Petroleum engineering; Brine; Metallurgy; Materials science; Environmental science; Geology; Chemistry","score_opus":0.03259576203222148,"score_gpt":0.2580788911476698,"score_spread":0.22548312911544832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3141165553","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99293554,0.00007578827,0.0062895184,0.00018982159,0.00016308569,0.00018308876,0.0000037110844,0.000039367005,0.00012006727],"genre_scores_gemma":[0.9979195,0.000012266036,0.0018906438,0.00005124945,0.000064491185,0.0000039145098,0.0000015653454,0.00003882035,0.000017569402],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984565,0.0001025087,0.00050887646,0.00019814933,0.0005166569,0.00021733475],"domain_scores_gemma":[0.9986875,0.0004904837,0.00015792184,0.0004487413,0.00017316149,0.00004219827],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042509442,0.00018193142,0.00030613816,0.0000676611,0.00007082557,0.00001716294,0.00021643276,0.000066965906,0.000006852782],"category_scores_gemma":[0.00026583413,0.00013065597,0.00010123337,0.0002852481,0.00007326498,0.000072340656,0.000095088595,0.00026452047,0.0000011780588],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001327798,0.000072653944,0.00918981,0.000114444745,0.000026499853,0.0000059779113,0.0004804302,0.77739877,0.21258695,0.000057128236,0.000009207251,0.000044839486],"study_design_scores_gemma":[0.00086092926,0.00018914303,0.012557781,0.003204995,0.00013003963,0.000041893774,0.0009857833,0.68642235,0.29496604,0.00007276794,0.00024584937,0.00032244925],"about_ca_topic_score_codex":0.000078675606,"about_ca_topic_score_gemma":0.00002506912,"teacher_disagreement_score":0.09097645,"about_ca_system_score_codex":0.000039888502,"about_ca_system_score_gemma":0.000057970294,"threshold_uncertainty_score":0.5327996},"labels":[],"label_agreement":null},{"id":"W3147138889","doi":"10.2118/201709-pa","title":"Experimental Study of Cuttings Transport with Non-Newtonian Fluid in an Inclined Well Using Visualization and Electrical Resistance Tomography Techniques","year":2021,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Annulus (botany); Rheology; Rotation (mathematics); Rotational speed; Geology; Cutting; Drilling fluid; Mechanics; Geotechnical engineering; Materials science; Drilling; Engineering; Mechanical engineering; Geometry; Physics; Composite material; Mathematics","score_opus":0.009971331163718202,"score_gpt":0.24726126748897778,"score_spread":0.23728993632525958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3147138889","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87270075,0.00022228644,0.12655193,0.0000022330812,0.000039863804,0.00019752122,0.0000015532445,0.00017616505,0.00010768755],"genre_scores_gemma":[0.9887313,0.00002732543,0.011093072,0.000005875821,0.00004926711,0.000009917653,0.000033809298,0.000045586465,0.000003802506],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989379,0.000029116201,0.00038298237,0.0002621828,0.00019114031,0.00019668751],"domain_scores_gemma":[0.9996554,0.0000208592,0.000047623762,0.00015760811,0.00006589445,0.000052612064],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015703401,0.00017353996,0.00027486472,0.00023768589,0.000058116508,0.000023797205,0.000059834863,0.000064589985,0.000004337235],"category_scores_gemma":[0.0000043933946,0.00019190932,0.000027597243,0.0006139561,0.000022521028,0.00014414715,0.000008296087,0.00012409834,1.9582745e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008961809,0.0004977295,0.09883819,0.00019505792,0.00003584846,0.00003834916,0.0036308484,0.1912833,0.70507425,0.0001214501,0.0000029710232,0.00019237289],"study_design_scores_gemma":[0.00069548155,0.0003325693,0.0131426435,0.0002767118,0.00002942886,0.000008266886,0.0006896947,0.68337935,0.30102345,0.000017206798,0.000099633355,0.00030559537],"about_ca_topic_score_codex":0.00006358579,"about_ca_topic_score_gemma":0.00012763687,"teacher_disagreement_score":0.49209604,"about_ca_system_score_codex":0.000060244358,"about_ca_system_score_gemma":0.000011468721,"threshold_uncertainty_score":0.78258353},"labels":[],"label_agreement":null},{"id":"W3149354589","doi":"10.82308/21899","title":"Constraining the fault-valve model at Val-d’Or, Quebec","year":2020,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"McGill University","keywords":"Computer science; Geology","score_opus":0.026137735549445623,"score_gpt":0.20693861561112906,"score_spread":0.18080088006168343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3149354589","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.90218306,0.0005520866,0.0007730298,0.00023973676,0.001020286,0.00059460854,0.000615495,0.0035953913,0.09042632],"genre_scores_gemma":[0.99623054,0.00013595364,0.0014723905,0.0007075397,0.00009599498,0.00004533498,0.00002407148,0.00020750554,0.001080665],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99753356,0.000068867936,0.00056583574,0.00055581215,0.0004674305,0.0008084705],"domain_scores_gemma":[0.998598,0.00026775495,0.000076790064,0.00052445714,0.00007697064,0.00045606392],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00039376222,0.0005547404,0.0004543468,0.00008496739,0.00067946175,0.00009436471,0.00062229804,0.00026230628,0.00012150426],"category_scores_gemma":[0.000335801,0.00044966233,0.00032013198,0.00046430048,0.000096265205,0.00044955115,0.00021489302,0.0010404938,0.00041933483],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031606593,0.000015343545,0.000013400279,0.00013501184,0.00019233453,0.000041102485,0.00006778067,0.9222509,0.028818417,0.0125214,0.000051434374,0.035861246],"study_design_scores_gemma":[0.000904257,0.000058701142,0.000042446816,0.00014258869,0.00011678781,0.00005928099,0.0001753268,0.873449,0.03859943,0.00077194656,0.08467689,0.0010033109],"about_ca_topic_score_codex":0.000113299495,"about_ca_topic_score_gemma":0.00034270083,"teacher_disagreement_score":0.094047494,"about_ca_system_score_codex":0.00042085067,"about_ca_system_score_gemma":0.000026139285,"threshold_uncertainty_score":0.9997955},"labels":[],"label_agreement":null},{"id":"W3149775693","doi":"10.1115/1.4049290","title":"Efficient Removal of Magnetic Contamination From Drilling Fluids: The Effect on Directional Drilling","year":2020,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Aker BP","keywords":"Drilling; Drilling fluid; Ditch; Measurement while drilling; Magnet; Geology; Petroleum engineering; Marine engineering; Mechanical engineering; Engineering","score_opus":0.003444592336269565,"score_gpt":0.16763910267100632,"score_spread":0.16419451033473675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3149775693","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9487899,0.004645632,0.04470847,0.00036017512,0.0004625159,0.00003770356,0.00000280812,0.00016338356,0.00082940375],"genre_scores_gemma":[0.9985134,0.000115663126,0.0009021079,0.00003129301,0.00038253798,0.000002491733,0.0000013526915,0.000032545722,0.00001862483],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989353,0.000037558744,0.00045672586,0.00012334352,0.00026698643,0.00018012244],"domain_scores_gemma":[0.9992589,0.0003215896,0.00015115373,0.00014302903,0.000068572976,0.000056794812],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020162029,0.00016489424,0.00033524074,0.00028482682,0.000055736335,0.000015659274,0.00028177083,0.00016394313,0.000016722806],"category_scores_gemma":[0.00017598126,0.00012102804,0.0001292911,0.00040697612,0.00007019273,0.000019980038,0.000028738783,0.00038002752,0.0000024843384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042520274,0.00000862593,0.00017165687,0.000017912558,0.00007875764,0.000036210444,0.00016634785,0.9161484,0.05709877,0.0002418181,0.000037192054,0.025951779],"study_design_scores_gemma":[0.00072403345,0.0010942315,0.0002588863,0.0002599506,0.000083709245,0.00015572246,0.00013444741,0.7775711,0.17429723,0.00010983437,0.045115612,0.00019528226],"about_ca_topic_score_codex":0.0000064673773,"about_ca_topic_score_gemma":0.0000013569875,"teacher_disagreement_score":0.13857734,"about_ca_system_score_codex":0.000048879534,"about_ca_system_score_gemma":0.000007115274,"threshold_uncertainty_score":0.49353802},"labels":[],"label_agreement":null},{"id":"W3150256819","doi":"10.1080/15567036.2021.1909674","title":"Working mechanism and rock-breaking performance study of new core drill bit with negative pressure absorption effect","year":2021,"lang":"en","type":"article","venue":"Energy Sources Part A Recovery Utilization and Environmental Effects","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"National Science and Technology Major Project; National Natural Science Foundation of China","keywords":"Drilling; Rate of penetration; Drill bit; Drill; Bit (key); Drill pipe; Petroleum engineering; Energy consumption; Power (physics); Power consumption; Nozzle; Materials science; Mechanical engineering; Geology; Engineering; Computer science; Electrical engineering; Physics","score_opus":0.008197005515275359,"score_gpt":0.17134542909588205,"score_spread":0.1631484235806067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3150256819","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98497903,0.0015641825,0.0129011795,0.0000010088806,0.00018970108,0.00014017854,0.0000017150901,0.00008377988,0.00013921685],"genre_scores_gemma":[0.99838793,0.0010806435,0.000076446966,0.000010665529,0.000057161436,0.000017512115,0.000029800147,0.00003911103,0.00030072225],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992665,0.00003821112,0.00014841392,0.00023506097,0.00015285097,0.00015895866],"domain_scores_gemma":[0.9996579,0.00009376723,0.000050320203,0.00011610688,0.0000032751216,0.000078593075],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006222546,0.00020684434,0.0002339807,0.000062484716,0.00008597362,0.000032595035,0.0000345289,0.000071807524,0.000012875199],"category_scores_gemma":[0.0000071519326,0.00019182294,0.000022990964,0.00011851713,0.000013674847,0.00013760739,0.000039125698,0.00008365958,7.87873e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005146774,0.000046875564,0.017415844,0.0002049662,0.0001710131,0.000007382423,0.0013331034,0.9550839,0.0038855595,0.000034671022,0.000011914038,0.021753268],"study_design_scores_gemma":[0.0018293825,0.00092189334,0.010649309,0.00056483556,0.00019017658,0.00003486857,0.00045016516,0.9101423,0.07251906,0.000035898724,0.0022574794,0.00040460884],"about_ca_topic_score_codex":0.000017237375,"about_ca_topic_score_gemma":0.00002249553,"teacher_disagreement_score":0.0686335,"about_ca_system_score_codex":0.000022989747,"about_ca_system_score_gemma":0.0000037973928,"threshold_uncertainty_score":0.7822313},"labels":[],"label_agreement":null},{"id":"W3151488591","doi":"","title":"Transport properties of offshore discharged synthetic based drilling cuttings","year":2003,"lang":"en","type":"article","venue":"Oceans 2003. Celebrating the Past ... Teaming Toward the Future (IEEE Cat. No.03CH37492)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Settling; Cutting; Drilling fluid; Flocculation; Drill cuttings; Shear (geology); Salinity; Steady state (chemistry); Shear stress; Geotechnical engineering; Geology; Petroleum engineering; Drilling; Chemistry; Materials science; Environmental engineering; Environmental science; Botany; Oceanography; Composite material; Petrology","score_opus":0.007601547199489509,"score_gpt":0.17231230373125936,"score_spread":0.16471075653176984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3151488591","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9066164,0.0024976935,0.07416107,0.0013035346,0.007016934,0.0015797374,0.00007322307,0.0018351479,0.0049162866],"genre_scores_gemma":[0.98952395,0.0001484717,0.007890003,0.00016776274,0.0013601979,0.00007736444,0.000022769469,0.00030201938,0.00050746545],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9962116,0.00024742007,0.0010510873,0.0006244793,0.0007139201,0.0011514879],"domain_scores_gemma":[0.9977702,0.00020429198,0.0002684283,0.0011870019,0.00037031414,0.00019975229],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015356506,0.00087963097,0.0007904416,0.0001942588,0.0006107393,0.00012885842,0.0010528208,0.0002982691,0.000053231408],"category_scores_gemma":[0.00027745633,0.0005727927,0.0003563695,0.0011376984,0.00027494776,0.00022463051,0.000031400745,0.0010135908,0.00005123433],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048773683,0.00015204164,0.0025856432,0.0017170949,0.00043360915,0.000019419256,0.01590775,0.86115295,0.11171362,0.0009906365,0.00364751,0.0016309485],"study_design_scores_gemma":[0.0010010699,0.0001174572,0.0002778017,0.0015427852,0.00044527074,0.00007590309,0.00520258,0.8183377,0.14357604,0.000072229035,0.02763945,0.0017117057],"about_ca_topic_score_codex":0.000026132575,"about_ca_topic_score_gemma":0.000017684333,"teacher_disagreement_score":0.082907565,"about_ca_system_score_codex":0.00014617156,"about_ca_system_score_gemma":0.00015587518,"threshold_uncertainty_score":0.99967235},"labels":[],"label_agreement":null},{"id":"W3152943067","doi":"10.5829/ije.2021.34.04a.28","title":"Non-linear Axial Vibrations of Composite Drill Strings Considering Interaction of Roller Cone Bit and Polycrystalline Diamond Compact Bit with Rock","year":2021,"lang":"en","type":"article","venue":"International Journal of Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drill string; Drill; Drilling; Vibration; Bit (key); Drill bit; Finite element method; Composite number; Structural engineering; String (physics); Diamond; Engineering; Mechanical engineering; Computer science; Materials science; Mathematics; Acoustics; Physics; Composite material","score_opus":0.007700648305114038,"score_gpt":0.2168819881366274,"score_spread":0.20918133983151335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3152943067","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76264006,0.00043736573,0.23594362,0.000060684353,0.00068699324,0.000044680037,0.00002117909,0.00003528792,0.0001301176],"genre_scores_gemma":[0.993004,0.00019208342,0.006471607,0.000006463834,0.0002543642,8.040901e-7,0.000011558687,0.000041061914,0.000018004437],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99875486,0.0000070676065,0.00065155444,0.00010601492,0.0003287899,0.00015169347],"domain_scores_gemma":[0.9990394,0.00014476161,0.00019958794,0.00009961209,0.00041731505,0.00009929292],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001125739,0.00018822616,0.0003904067,0.00037029234,0.000017347882,0.000038485512,0.00013524978,0.000059953778,0.000024261015],"category_scores_gemma":[0.000051266263,0.00018632712,0.00009983894,0.0001782611,0.000019436759,0.0003412606,0.00003245963,0.00028185506,7.0137673e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003784396,0.00002580011,0.0010530829,0.0000781006,0.00038824874,0.000043502463,0.0002027244,0.7511006,0.24687824,0.000047653983,0.000017265502,0.00012696935],"study_design_scores_gemma":[0.0011441095,0.00008389988,0.002080037,0.00082357123,0.000056600955,0.0004495892,0.00009486302,0.7137635,0.28067,0.000007942029,0.00063708704,0.00018883878],"about_ca_topic_score_codex":0.0000144228125,"about_ca_topic_score_gemma":0.0000044206213,"teacher_disagreement_score":0.23036398,"about_ca_system_score_codex":0.00006858472,"about_ca_system_score_gemma":0.00003925032,"threshold_uncertainty_score":0.7598199},"labels":[],"label_agreement":null},{"id":"W3153046841","doi":"10.2118/166142-pa","title":"Environmental Risk Arising From Well-Construction Failure—Differences Between Barrier and Well Failure, and Estimates of Failure Frequency Across Common Well Types, Locations, and Well Age","year":2013,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":130,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Leak; Containment (computer programming); Lead (geology); Environmental science; Petroleum engineering; Geology; Geotechnical engineering; Environmental engineering; Computer science","score_opus":0.005207086949783289,"score_gpt":0.1935743413923956,"score_spread":0.18836725444261232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3153046841","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.979836,0.0010911785,0.017584113,0.00040546333,0.00028110793,0.00039707735,0.000079206926,0.00016270243,0.00016315983],"genre_scores_gemma":[0.9381398,0.0007155553,0.060600754,0.000005234306,0.00024345465,0.000028033819,0.00014942988,0.00003831164,0.00007942043],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9987809,0.00003530763,0.00039220208,0.0004128809,0.00013937596,0.00023935479],"domain_scores_gemma":[0.9994595,0.00004715952,0.00006515273,0.00027566738,0.000030417481,0.00012209453],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012578313,0.00027532436,0.00029628872,0.00010874478,0.00038054943,0.00023588332,0.00008057664,0.00014962834,0.00021085194],"category_scores_gemma":[0.000020751813,0.00027862962,0.000030435242,0.00012862319,0.00024482625,0.00064784,0.00004602598,0.00031100932,0.000057203535],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050407457,0.000058981437,0.60987645,0.00022574527,0.00034319036,0.0000019427912,0.0040769987,0.32011038,0.053108588,0.00025157703,0.0010252954,0.010915829],"study_design_scores_gemma":[0.0021949168,0.00028351016,0.4878554,0.0006096785,0.0010031641,0.00017429965,0.015144018,0.31834242,0.14864706,0.007923464,0.014808098,0.0030139806],"about_ca_topic_score_codex":0.0007919184,"about_ca_topic_score_gemma":0.00050083036,"teacher_disagreement_score":0.12202103,"about_ca_system_score_codex":0.00003942541,"about_ca_system_score_gemma":0.000009357357,"threshold_uncertainty_score":0.99996656},"labels":[],"label_agreement":null},{"id":"W3154804500","doi":"10.2118/87622-ms","title":"Workovers in Sour Environments: How Do We Avoid Coiled Tubing Failures?","year":2004,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Sour gas; Stress corrosion cracking; Petroleum engineering; Corrosion; Completion (oil and gas wells); Forensic engineering; Engineering; Materials science; Waste management; Metallurgy; Natural gas","score_opus":0.004055808640442494,"score_gpt":0.15341764612641653,"score_spread":0.14936183748597404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3154804500","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31269622,0.0046929773,0.6589513,0.0033183307,0.0015161377,0.0004570982,0.000007245567,0.0018686749,0.016492043],"genre_scores_gemma":[0.9960695,0.00059648865,0.0026899697,0.000022398013,0.000070096205,0.000010840025,0.0000020760929,0.00004774495,0.000490889],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923146,0.0000054924626,0.00013280306,0.00016199108,0.0001353939,0.00033286298],"domain_scores_gemma":[0.99970764,0.00002282785,0.000010700497,0.00017866923,0.000001945077,0.00007821158],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000081795726,0.00017302233,0.0001513946,0.00011551639,0.000024297045,0.000057947458,0.000111933354,0.00008635146,0.000051635143],"category_scores_gemma":[0.000010801485,0.00017888985,0.00004857027,0.00015330654,0.000012886248,0.00016076492,0.000020561782,0.00022445539,0.00010772403],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015285281,0.000010349641,0.00013751528,0.00002896788,0.000017833445,0.000015784828,0.0002545782,0.9926852,0.0046279742,0.0005718057,0.00012568582,0.0015228022],"study_design_scores_gemma":[0.011684204,0.00014679937,0.0031094097,0.0028066495,0.00008512571,0.000060694605,0.003791421,0.4841231,0.10740973,0.004487216,0.37803593,0.0042596995],"about_ca_topic_score_codex":0.000021365515,"about_ca_topic_score_gemma":0.000023535467,"teacher_disagreement_score":0.6833733,"about_ca_system_score_codex":0.00017051646,"about_ca_system_score_gemma":0.0000050582794,"threshold_uncertainty_score":0.72949165},"labels":[],"label_agreement":null},{"id":"W3155195889","doi":"10.2118/164114-pa","title":"Use of Tracers To Evaluate and Optimize Scale-Squeeze-Treatment Design in the Norne Field","year":2014,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Institute of Engineering Research, Seoul National University; CMG Reservoir Simulation Foundation; Heriot-Watt University","keywords":"Petroleum engineering; Subsea; Injection well; Scale (ratio); Water cut; Logging; Production rate; Volumetric flow rate; Flow (mathematics); Production (economics); Wellbore; Well logging; Environmental science; Engineering; Process engineering; Marine engineering; Mathematics; Mechanics","score_opus":0.03523300088648683,"score_gpt":0.24360840653626695,"score_spread":0.20837540564978013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3155195889","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23023888,0.00008484796,0.765493,0.002756406,0.00043630754,0.00057206344,0.0000022682007,0.00008924765,0.00032698957],"genre_scores_gemma":[0.89001626,0.000097862685,0.109449096,0.000033479155,0.00011546553,0.00006402507,0.0000029950018,0.000012143258,0.00020868442],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995587,0.000038854694,0.00012927587,0.00011864181,0.00006547869,0.000089043024],"domain_scores_gemma":[0.99972206,0.000045775796,0.0000055320634,0.00017362145,0.000027652355,0.00002536976],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022270843,0.00007789416,0.000084452324,0.00006508557,0.000044981054,0.000038596332,0.000036902653,0.000024698958,0.000011709524],"category_scores_gemma":[0.000068862064,0.00006013218,0.00001552509,0.00014159593,0.000009276404,0.000111002686,0.0000043298965,0.00005497684,0.0000068021377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035669557,0.000014451878,0.0000632696,0.0000067637684,0.0000073079295,9.410806e-8,0.0012727387,0.9885708,0.004194563,0.00004116874,0.00025811823,0.0055671637],"study_design_scores_gemma":[0.00014670061,0.000105837455,0.00037589454,0.000021301636,0.000020005393,0.0000037763377,0.00008746837,0.96672267,0.029990403,0.0000128690945,0.0024175663,0.00009548446],"about_ca_topic_score_codex":0.000059363352,"about_ca_topic_score_gemma":0.000098734,"teacher_disagreement_score":0.65977734,"about_ca_system_score_codex":0.000026961354,"about_ca_system_score_gemma":0.0000071031736,"threshold_uncertainty_score":0.24521191},"labels":[],"label_agreement":null},{"id":"W3155996114","doi":"10.2118/102815-pa","title":"Applied Ultrasonic Technology in Wellbore-Leak Detection and Case Histories in Alaska North Slope Wells","year":2009,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Ultrasonic sensor; Sonic logging; Leak; Acoustics; Logging; Ultrasonic testing; Energy (signal processing); Logging while drilling; Engineering; Well logging; Petroleum engineering; Drilling; Mechanical engineering","score_opus":0.00413903206328572,"score_gpt":0.17960124690186033,"score_spread":0.1754622148385746,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3155996114","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97366893,0.0005856911,0.021358104,0.0013109742,0.0007915055,0.00041563105,0.0000026835069,0.0005400509,0.0013264057],"genre_scores_gemma":[0.9961281,0.00024875996,0.0032765442,0.000010216111,0.00011935683,0.000038872375,0.0000067588176,0.000018115175,0.00015326471],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992911,0.0000076148212,0.00022244966,0.00023984353,0.000053920776,0.00018506157],"domain_scores_gemma":[0.9997545,0.0000054173615,0.000010506768,0.00017435355,0.000023936633,0.00003129129],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008999867,0.00013199115,0.00013150512,0.0004050622,0.000085943124,0.000030377316,0.00003416612,0.00008494584,0.000008868302],"category_scores_gemma":[0.0000279728,0.0001514918,0.00001191246,0.0006873981,0.000026909298,0.00016736916,0.0000058619103,0.00026200313,0.000012077414],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000027858198,0.000020556106,0.000519984,0.000015237781,0.0000036752879,0.000017076796,0.000638517,0.9773103,0.012180518,0.00024651547,0.000029860166,0.009014984],"study_design_scores_gemma":[0.0026499352,0.00037657982,0.027511926,0.00019473991,0.000089586414,0.0038115778,0.0040891482,0.7182401,0.19234163,0.001192283,0.046887882,0.0026146427],"about_ca_topic_score_codex":0.000031381936,"about_ca_topic_score_gemma":0.0053122863,"teacher_disagreement_score":0.25907022,"about_ca_system_score_codex":0.0001559644,"about_ca_system_score_gemma":0.000012658908,"threshold_uncertainty_score":0.6177656},"labels":[],"label_agreement":null},{"id":"W3156084408","doi":"10.2118/172792-ms","title":"Overcoming Environmental and Technical Challenges for Well Integrity—A Global Perspective","year":2015,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Australian Government; Centre for Environment, Fisheries and Aquaculture Science","keywords":"Legislation; Scrutiny; North sea; Quality (philosophy); Environmental planning; Submarine pipeline; Risk analysis (engineering); Set (abstract data type); Frontier; Environmental resource management; Enforcement; Computer science; Business; Environmental science; Political science; Geology; Law; Oceanography","score_opus":0.02303183412059548,"score_gpt":0.23698619674253452,"score_spread":0.21395436262193904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3156084408","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20136528,0.028359741,0.40043482,0.0010442695,0.0013317236,0.00082651176,0.00007350175,0.0028024218,0.36376175],"genre_scores_gemma":[0.99280685,0.00033172528,0.0066669076,0.000010512627,0.00009114653,0.000012059014,0.0000018937556,0.00001716596,0.000061733655],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995579,0.000003233204,0.00007851225,0.00013379389,0.000067277215,0.0001592425],"domain_scores_gemma":[0.99977505,0.000028155839,0.0000050585054,0.000083407605,0.000006522373,0.000101784244],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000095796735,0.000108485816,0.00010781736,0.000019653697,0.000016695438,0.0000147537,0.000052809188,0.00007446923,0.0000070922224],"category_scores_gemma":[0.00001537551,0.00010384474,0.000029590876,0.000018461315,0.000021947395,0.00006766982,0.000025679305,0.00010003615,0.000016255679],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00026153403,0.0005346551,0.0077287513,0.00088086654,0.00085518963,0.00006530375,0.0067561097,0.2830898,0.024676722,0.55759245,0.022819597,0.09473903],"study_design_scores_gemma":[0.004079483,0.00054764305,0.007094606,0.0001357605,0.00011638432,0.0003667921,0.014477837,0.8397705,0.0061105248,0.02579027,0.09964803,0.001862181],"about_ca_topic_score_codex":0.000010188449,"about_ca_topic_score_gemma":0.000011758507,"teacher_disagreement_score":0.79144156,"about_ca_system_score_codex":0.0002405291,"about_ca_system_score_gemma":0.0000041946896,"threshold_uncertainty_score":0.42346656},"labels":[],"label_agreement":null},{"id":"W3156850875","doi":"10.2118/151863-pa","title":"“Squimulation”—Simultaneous Well-Stimulation and Scale-Squeeze Treatments in Deepwater West Africa","year":2013,"lang":"en","type":"article","venue":"SPE Production & Operations","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nalco (Canada)","funders":"","keywords":"Completion (oil and gas wells); Petroleum engineering; Seawater; Scale (ratio); Well stimulation; Wellbore; Drilling; Stimulation; Drilling fluid; Engineering; Geology; Environmental science; Petroleum; Mechanical engineering; Geography; Oceanography; Medicine","score_opus":0.0067805677698348655,"score_gpt":0.19328764911820842,"score_spread":0.18650708134837354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3156850875","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9413921,0.00028671758,0.052236665,0.0006689114,0.0008826774,0.0008642824,0.0000046121895,0.0005215502,0.00314246],"genre_scores_gemma":[0.98288304,0.00006699727,0.014949098,0.0000072329262,0.00020107724,0.00008533401,0.000041022206,0.000032108313,0.0017340739],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992261,0.000015675063,0.00023440064,0.00023184989,0.00009507631,0.0001968941],"domain_scores_gemma":[0.999674,0.000018458937,0.0000100852985,0.00017255101,0.00006336946,0.0000615344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006084227,0.00015128733,0.000116635056,0.00016059639,0.000108789,0.00010179063,0.000039052986,0.00006459754,0.00021276041],"category_scores_gemma":[0.0000246049,0.00014972128,0.000019682124,0.00021490078,0.000020087355,0.0004303079,0.000011050778,0.00010679364,0.00030891303],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013060347,0.000026753652,0.0019889933,0.000013929837,0.000011544704,6.885802e-7,0.0008119437,0.98892665,0.005477053,0.000019402065,0.00011932036,0.0026023935],"study_design_scores_gemma":[0.00026083182,0.000019023902,0.005811889,0.00002108883,0.000014957307,0.000008567539,0.000058293022,0.9903973,0.0018859658,0.00006882658,0.0012731014,0.00018016418],"about_ca_topic_score_codex":0.00007347475,"about_ca_topic_score_gemma":0.0001063274,"teacher_disagreement_score":0.041490935,"about_ca_system_score_codex":0.00009655209,"about_ca_system_score_gemma":0.0000071528375,"threshold_uncertainty_score":0.6105457},"labels":[],"label_agreement":null},{"id":"W3158341667","doi":"10.1520/gtj20200202","title":"Using Public Well Data Banks to Improve Field Investigations for Excavations","year":2021,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"HEC Montréal; Polytechnique Montréal","funders":"","keywords":"Excavation; Geotechnical engineering; Geology; Field (mathematics); Mining engineering; Archaeology; Engineering; Civil engineering; Geography; Mathematics","score_opus":0.16200134178014697,"score_gpt":0.3072059752528938,"score_spread":0.1452046334727468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3158341667","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011269201,0.00016548182,0.98543537,0.0011265413,0.0006915761,0.00011767358,0.00003136622,0.0004455468,0.000717255],"genre_scores_gemma":[0.4481635,0.000015299078,0.5503214,0.00034722209,0.00095736905,0.000014352082,0.000036457157,0.00006598176,0.00007841354],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883646,0.000014339546,0.00038157759,0.00022366282,0.00015284521,0.00039108982],"domain_scores_gemma":[0.99842346,0.00056084484,0.00004290497,0.00048448544,0.00020933631,0.00027899523],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004739097,0.00013959034,0.00016426247,0.00011851793,0.00026424482,0.00024125856,0.0003789894,0.000117124706,0.000027926126],"category_scores_gemma":[0.005470336,0.000152845,0.00005401612,0.0005396003,0.000018631166,0.0002589597,0.00015231932,0.00054454705,0.000009956895],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.512792e-7,0.000016173812,0.00009117654,0.00004690779,0.000032740652,0.000013335573,0.000015271713,0.9368843,0.038970035,0.0004029692,0.005294399,0.018231947],"study_design_scores_gemma":[0.00015754694,0.000030057621,0.000054447057,0.00013920869,0.000029475774,0.00022082373,0.000011539535,0.9629189,0.00404442,0.0012930519,0.030890923,0.00020960318],"about_ca_topic_score_codex":0.000004658607,"about_ca_topic_score_gemma":0.0000033118426,"teacher_disagreement_score":0.4368943,"about_ca_system_score_codex":0.00006761382,"about_ca_system_score_gemma":0.0001333532,"threshold_uncertainty_score":0.6548898},"labels":[],"label_agreement":null},{"id":"W3159670428","doi":"10.1016/j.ymssp.2021.107836","title":"Sensing and computational frameworks for improving drill-string dynamics estimation","year":2021,"lang":"en","type":"article","venue":"Mechanical Systems and Signal Processing","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drill string; Drilling; Drill bit; Drill; Computer science; Vibration; Drilling engineering; String (physics); Seismic wave; Geology; Engineering; Mechanical engineering; Acoustics; Mathematics; Physics; Geophysics","score_opus":0.0066843178010678045,"score_gpt":0.20609581880271724,"score_spread":0.19941150100164945,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3159670428","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.031966627,0.0019279118,0.96553224,0.000026818598,0.00019153925,0.00011023697,0.0000058739133,0.00019911377,0.000039632097],"genre_scores_gemma":[0.95822257,0.000009030548,0.041548826,0.000012999964,0.0001311437,0.0000055234145,0.00002170587,0.00003450672,0.000013711125],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991745,0.000012341563,0.00026134177,0.00021573927,0.000120311284,0.00021576218],"domain_scores_gemma":[0.9996052,0.0001356579,0.000038088598,0.000050226347,0.00008176957,0.0000890955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002146526,0.00014455157,0.0002123283,0.000042668544,0.00017910817,0.00029402142,0.00002738374,0.00018316858,7.702938e-7],"category_scores_gemma":[0.00003934594,0.0001516573,0.000027590922,0.000100395235,0.000011879698,0.00014050773,0.000024297195,0.00023080088,3.2172815e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002397566,0.000002920242,0.000008123566,0.0010101603,0.0000126857185,0.000004613105,0.000060479804,0.779442,0.0023509874,0.0023040227,0.0000026539471,0.21479891],"study_design_scores_gemma":[0.00020213614,0.000013748081,0.000010757484,0.000427202,0.000022933898,0.000078146164,0.00014009801,0.9961733,0.0005943981,0.0021117872,0.00003895933,0.0001864845],"about_ca_topic_score_codex":0.000009181071,"about_ca_topic_score_gemma":0.0000030526826,"teacher_disagreement_score":0.92625594,"about_ca_system_score_codex":0.000053070846,"about_ca_system_score_gemma":0.000019975147,"threshold_uncertainty_score":0.61844045},"labels":[],"label_agreement":null},{"id":"W3161140818","doi":"10.2118/204208-ms","title":"Proppant Placement in the Barnett Shale When Perforations are Selected in Like-Rock","year":2021,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Oncolytics Biotech (Canada)","funders":"","keywords":"Perforation; Drilling; Borehole; Geology; Oil shale; Petroleum engineering; Drilling fluid; Geotechnical engineering; Materials science; Engineering; Mechanical engineering; Composite material","score_opus":0.010576555142592477,"score_gpt":0.19687497353192746,"score_spread":0.18629841838933497,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3161140818","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97771174,0.00087329245,0.016731512,0.002338636,0.0001183151,0.00022969456,0.0000032548048,0.0004047719,0.00158879],"genre_scores_gemma":[0.99886227,0.0003764388,0.00048501673,0.00007924817,0.000032957516,0.00006948012,0.00003281982,0.000015524818,0.000046266858],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991505,0.000020717811,0.00021019657,0.00022655557,0.000096847965,0.00029516732],"domain_scores_gemma":[0.99966866,0.000027779482,0.000026411413,0.000211242,0.000040314662,0.000025595024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011792408,0.00015182921,0.00016721968,0.00025216828,0.00006149465,0.000054046162,0.00010970203,0.00018529294,0.000045932826],"category_scores_gemma":[0.00004303749,0.00013820828,0.000016599377,0.0004079974,0.000024954437,0.00012268944,0.00003451795,0.00048921036,0.000014701044],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027224212,0.00028703743,0.02137877,0.0005996433,0.00008459934,0.0005542907,0.0073228097,0.9045036,0.03645335,0.0031397755,0.002235879,0.023413058],"study_design_scores_gemma":[0.0013768412,0.000108398825,0.024432229,0.0010479514,0.00003279018,0.00021147485,0.0040204553,0.8766481,0.07406349,0.009295331,0.007990741,0.0007721831],"about_ca_topic_score_codex":0.000020582653,"about_ca_topic_score_gemma":0.00040766245,"teacher_disagreement_score":0.037610136,"about_ca_system_score_codex":0.000063308515,"about_ca_system_score_gemma":0.000031623596,"threshold_uncertainty_score":0.563597},"labels":[],"label_agreement":null},{"id":"W3162433073","doi":"10.1016/j.petrol.2021.108920","title":"Fluid experiments on the dump bailing method in the plug and abandonment of oil and gas wells","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Excellence Research Chairs, Government of Canada; Canada Foundation for Innovation; Petroleum Technology Alliance Canada","keywords":"Spark plug; Petroleum engineering; Fluid dynamics; Geology; Volumetric flow rate; Mixing (physics); Flow (mathematics); Drilling fluid; Plug flow; Wellbore; Viscosity; Mechanics; Geotechnical engineering; Materials science; Engineering; Mechanical engineering; Drilling","score_opus":0.009613347229271837,"score_gpt":0.22248552548387668,"score_spread":0.21287217825460483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3162433073","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9911329,0.0033752618,0.004604806,0.00028293428,0.00022743955,0.000014255299,6.827765e-7,0.0000095054975,0.00035221508],"genre_scores_gemma":[0.99598956,0.0019739443,0.0019186785,0.000033897828,0.00005976837,0.000001863743,6.562641e-8,0.000010352319,0.0000118578555],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906105,0.000016583197,0.00026228983,0.00010780324,0.00034650482,0.00020578767],"domain_scores_gemma":[0.9995325,0.00020747082,0.000038713937,0.00011565902,0.000036804253,0.00006885439],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014913791,0.00011763283,0.00018785273,0.0001621771,0.000058889033,0.00008105926,0.00014691261,0.00002700123,0.0000024906776],"category_scores_gemma":[0.000109718014,0.000075275915,0.000028711926,0.00025215358,0.00005267142,0.00016586855,0.000035135654,0.00022845514,1.980754e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005569246,0.000014119318,0.00026435498,0.000090301946,0.000022637258,0.00002910999,0.0019822046,0.6889,0.30195192,0.00040139587,0.000019527166,0.006318872],"study_design_scores_gemma":[0.0005910302,0.000090826295,0.003889114,0.00048086033,0.000024357245,0.00032915996,0.0012691509,0.87738293,0.11356328,0.000037347876,0.0021426936,0.00019924421],"about_ca_topic_score_codex":0.0000037556408,"about_ca_topic_score_gemma":5.6110684e-7,"teacher_disagreement_score":0.18848294,"about_ca_system_score_codex":0.00003568191,"about_ca_system_score_gemma":0.000021522132,"threshold_uncertainty_score":0.30696627},"labels":[],"label_agreement":null},{"id":"W3163518991","doi":"10.48336/sk66-5t58","title":"Study of Belleville springs and bond graph analysis of passive vibration assisted rotary drilling tool.","year":2021,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Engineering; Vibration; Drill; Drill bit; Structural engineering; Mechanical engineering; Acoustics; Physics","score_opus":0.01511787602707016,"score_gpt":0.22792449976178808,"score_spread":0.21280662373471793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3163518991","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98381096,0.00015481973,0.0004169566,0.0000027470396,0.0037988925,0.0005834243,0.000048812417,0.00013265942,0.01105072],"genre_scores_gemma":[0.99441403,0.00044044343,0.00021749861,3.1365994e-7,0.0006353529,6.8716116e-7,0.00033240832,0.000055112727,0.0039041475],"study_design_codex":"simulation_or_modeling","study_design_gemma":"qualitative","domain_scores_codex":[0.997066,0.0003729738,0.0004981458,0.0006964478,0.00091668987,0.0004497162],"domain_scores_gemma":[0.99762654,0.00037104217,0.00026617138,0.0005929616,0.0009362721,0.00020699162],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046062891,0.00040157288,0.001113174,0.0036196562,0.0005082603,0.00007434822,0.0005727323,0.00052388565,0.000018926134],"category_scores_gemma":[0.00010452742,0.0005373406,0.00040015974,0.0044800015,0.00013239954,0.00041720376,0.00020379038,0.00088363007,8.9855575e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.007980888,0.0025275399,0.0073578693,0.00537432,0.04131594,0.008423061,0.031198762,0.6217968,0.26236746,0.004243637,0.0018309803,0.005582737],"study_design_scores_gemma":[0.031355184,0.005489621,0.07310396,0.004238369,0.04336392,0.000045661473,0.4043435,0.09686812,0.30660352,0.0001457954,0.026200708,0.00824165],"about_ca_topic_score_codex":0.0017748607,"about_ca_topic_score_gemma":0.0014178368,"teacher_disagreement_score":0.5249287,"about_ca_system_score_codex":0.0004178757,"about_ca_system_score_gemma":0.00027297565,"threshold_uncertainty_score":0.9997078},"labels":[],"label_agreement":null},{"id":"W3165284378","doi":"10.2118/202073-ms","title":"Accurate Drilling Data Interpretations Brought Significant Values to a Major Drilling Project","year":2021,"lang":"en","type":"article","venue":"SPE/IADC Middle East Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Drilling; Normalization (sociology); Categorization; Coding (social sciences); Data mining; Data collection; Data science; Engineering; Artificial intelligence; Statistics","score_opus":0.05560488414319653,"score_gpt":0.25722484997305073,"score_spread":0.2016199658298542,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3165284378","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23160377,0.0017651458,0.7605963,0.00083445833,0.00094377156,0.00049080525,0.00016723687,0.0021693236,0.0014292069],"genre_scores_gemma":[0.9699271,0.0010146472,0.027931914,0.000074789066,0.00027136953,0.00007257087,0.00041826587,0.00010140382,0.0001879469],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99723864,0.000046689212,0.0006715572,0.0010031518,0.0002666513,0.00077329966],"domain_scores_gemma":[0.9982719,0.00009463018,0.00009725318,0.0010801997,0.0002821261,0.0001738964],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003408458,0.0005059241,0.0005620107,0.0006784067,0.00031723324,0.00030392184,0.0005517031,0.0003996784,0.000041537776],"category_scores_gemma":[0.0002702426,0.0005572176,0.00008302659,0.0011681772,0.00014413083,0.0005498576,0.00034875423,0.00064125675,0.00009349701],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011243788,0.0002813615,0.0016406855,0.0018951964,0.0010429247,0.0005129252,0.011310687,0.52714163,0.31682912,0.026578134,0.001781865,0.11087303],"study_design_scores_gemma":[0.0005701788,0.0000920365,0.00004160718,0.0019029952,0.00014699974,0.00014037866,0.003909612,0.93657166,0.044078153,0.005970042,0.005517901,0.0010584209],"about_ca_topic_score_codex":0.00003002206,"about_ca_topic_score_gemma":0.000105211424,"teacher_disagreement_score":0.73832333,"about_ca_system_score_codex":0.000090341615,"about_ca_system_score_gemma":0.00012565938,"threshold_uncertainty_score":0.9996879},"labels":[],"label_agreement":null},{"id":"W3166121280","doi":"10.1016/j.petrol.2021.108947","title":"Improved abnormal formation pressure detection from drilling performance data in a partially observable setting","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Drilling; Petroleum engineering; Rate of penetration; Measurement while drilling; Drilling fluid; Drilling engineering; Penetration rate; Differential pressure; Wellbore; Differential (mechanical device); Geology; Computer science; Data mining; Engineering; Mechanical engineering; Mechanics","score_opus":0.00974270795758241,"score_gpt":0.191019827676632,"score_spread":0.18127711971904958,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3166121280","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8907399,0.0014781784,0.10694403,0.000020372961,0.00068352924,0.00002427614,0.0000044890567,0.00005694825,0.000048242302],"genre_scores_gemma":[0.9941438,0.00044114524,0.0051524243,0.000006877836,0.00022862371,0.0000013762575,0.0000032916682,0.000017071447,0.000005408148],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876493,0.0000068354393,0.00041428895,0.00016083491,0.00032073233,0.0003323903],"domain_scores_gemma":[0.99943143,0.00004691799,0.00007061191,0.00022248758,0.000119893615,0.000108669614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009979563,0.00013320675,0.00019779566,0.00022931461,0.00007710784,0.00016115223,0.0002872282,0.000053975094,0.0000026731125],"category_scores_gemma":[0.00017843406,0.00013562971,0.000024438115,0.000433712,0.000018942927,0.0023611889,0.00008360684,0.00034209955,6.900239e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003217618,0.00000358772,0.0005498151,0.000083844425,0.000010129565,0.000008962103,0.0001556345,0.7536711,0.2402864,0.0000014492977,0.0000028406278,0.005222999],"study_design_scores_gemma":[0.000267521,0.000021370946,0.0059599015,0.00021431161,0.000018742201,0.0000774093,0.00009545134,0.9286857,0.063485965,0.0000022712804,0.0010336695,0.00013766138],"about_ca_topic_score_codex":0.0000113981505,"about_ca_topic_score_gemma":0.000024156185,"teacher_disagreement_score":0.17680043,"about_ca_system_score_codex":0.00008239624,"about_ca_system_score_gemma":0.0000692546,"threshold_uncertainty_score":0.5530819},"labels":[],"label_agreement":null},{"id":"W3166768393","doi":"10.82308/15187","title":"Modelling of transport phenomena in a delta-shaped, four-strand tundish","year":2003,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tundish; Mechanics; Computer science; Engineering; Physics; Mechanical engineering","score_opus":0.023636512992768834,"score_gpt":0.18880869008978296,"score_spread":0.16517217709701412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3166768393","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9463503,0.00048083672,0.0019643262,0.0000019391036,0.00042078653,0.00029238654,0.00022236143,0.00043648577,0.049830604],"genre_scores_gemma":[0.995893,0.00029101732,0.003435519,0.000017823655,0.000025358631,0.00003553677,0.000019147858,0.00016056561,0.00012204058],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975479,0.000059625752,0.00081255246,0.0004554625,0.0003731241,0.000751302],"domain_scores_gemma":[0.99907917,0.000106134234,0.00007254539,0.00042459308,0.0000666229,0.0002509271],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00069410226,0.00045988665,0.0005851538,0.00034558555,0.00014041593,0.000018591967,0.00029504948,0.0002459999,0.000081407015],"category_scores_gemma":[0.000053401163,0.00053554587,0.00020687589,0.0006258484,0.000038861916,0.00046171134,0.000015979129,0.00071907166,0.000029381266],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016737358,0.000059432048,0.00014322232,0.00025985853,0.00007360905,0.000044290933,0.000014738685,0.97164637,0.008823588,0.012641557,2.3404976e-7,0.0062763807],"study_design_scores_gemma":[0.004353522,0.00015617289,0.0003118361,0.00083052495,0.0001850825,0.000094991265,0.0001524157,0.86381,0.079439506,0.015134632,0.033124164,0.0024071508],"about_ca_topic_score_codex":0.000113376555,"about_ca_topic_score_gemma":0.000109888286,"teacher_disagreement_score":0.10783635,"about_ca_system_score_codex":0.00023548203,"about_ca_system_score_gemma":0.000014328248,"threshold_uncertainty_score":0.9997096},"labels":[],"label_agreement":null},{"id":"W3166947129","doi":"10.1016/j.engfailanal.2021.105536","title":"Fatigue failure mechanism of 3D tubing strings used in high-pressure, high-temperature and high-yield curved gas wells","year":2021,"lang":"en","type":"article","venue":"Engineering Failure Analysis","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Sichuan Province Youth Science and Technology Innovation Team; China Scholarship Council; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"String (physics); Structural engineering; Yield (engineering); Vibration; Position (finance); Engineering; Stress (linguistics); Mechanics; Breakage; Coiled tubing; Flow (mathematics); Cross section (physics); Materials science; Mathematics; Mechanical engineering; Physics; Acoustics; Composite material","score_opus":0.005184325162903015,"score_gpt":0.1739282775786537,"score_spread":0.1687439524157507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3166947129","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8998249,0.0015994126,0.09683817,0.00023415232,0.00054815516,0.00018591959,0.00008866571,0.0006519048,0.00002872739],"genre_scores_gemma":[0.9828803,0.00028028595,0.016264241,0.0000129561495,0.00015890031,0.000025557341,0.00014188257,0.00013000368,0.00010587268],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974897,0.000040938903,0.0007390593,0.0006291171,0.0004327185,0.0006684766],"domain_scores_gemma":[0.9986482,0.00024574183,0.00008765285,0.00069022895,0.00011746802,0.00021069344],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000324048,0.0006060379,0.0012014366,0.0010357999,0.00005928228,0.00014309447,0.0003000341,0.00044261408,0.00014144855],"category_scores_gemma":[0.00013433673,0.0006848296,0.00025146603,0.0026694194,0.000023976569,0.00032360345,0.000107243526,0.0007981741,0.0000055288883],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029775495,0.000022673057,0.0009024484,0.00041191332,0.0014712063,0.00006793578,0.00022747027,0.8954909,0.09890259,0.0022481654,0.00012076794,0.00013094227],"study_design_scores_gemma":[0.0013075403,0.000045854293,0.0036491437,0.0007486135,0.0019242204,0.000014959652,0.00024185253,0.6773678,0.31193885,0.00017367829,0.0011019587,0.0014855381],"about_ca_topic_score_codex":0.00045226613,"about_ca_topic_score_gemma":0.00036675032,"teacher_disagreement_score":0.21812312,"about_ca_system_score_codex":0.00007557995,"about_ca_system_score_gemma":0.000028505845,"threshold_uncertainty_score":0.9995603},"labels":[],"label_agreement":null},{"id":"W3167677310","doi":"10.2118/205512-pa","title":"Characterization of the Microstructure of the Cement-Rock Interface Using Environmental Scanning Electron Microscopy and Micro-Computed Tomography Scan","year":2021,"lang":"en","type":"article","venue":"SPE Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Cement; Siltstone; Environmental scanning electron microscope; Porosity; Materials science; Scanning electron microscope; Geotechnical engineering; Geology; Mineralogy; Composite material; Structural basin; Facies","score_opus":0.003175469932811945,"score_gpt":0.18733906837417788,"score_spread":0.18416359844136593,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3167677310","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.987901,0.0010840759,0.010361247,0.000023962166,0.00054426066,0.00004979955,0.000014936189,0.000009379503,0.000011391369],"genre_scores_gemma":[0.9986144,0.000113680515,0.0011478554,0.000010907893,0.00007304624,1.6602675e-7,0.0000024660912,0.000020331048,0.000017173767],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99941754,0.000023225188,0.00022133595,0.000077895325,0.000105586776,0.00015444313],"domain_scores_gemma":[0.9997283,0.000005863371,0.000100799705,0.00011953094,0.000015956144,0.000029502236],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005793508,0.00010921863,0.0001268419,0.00004628874,0.000091585185,0.00003587778,0.00012176758,0.00004444055,0.000012453902],"category_scores_gemma":[0.000002984691,0.00007952859,0.00008033619,0.00016394508,0.000029348583,0.000060977924,0.00005459772,0.0002485349,1.4789565e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031345007,0.000005332381,0.005723726,0.000035098652,0.00004641997,5.0279647e-7,0.00026809025,0.059223738,0.9344926,0.0000012636888,0.0000071570985,0.00019295812],"study_design_scores_gemma":[0.00017381118,0.0000087115695,0.028494945,0.00021832676,0.000028147982,0.00016980921,0.0000522479,0.02508855,0.9455032,0.000009634843,0.00017708071,0.00007553599],"about_ca_topic_score_codex":0.0000017162237,"about_ca_topic_score_gemma":8.202725e-7,"teacher_disagreement_score":0.03413519,"about_ca_system_score_codex":0.00005221047,"about_ca_system_score_gemma":0.000018583542,"threshold_uncertainty_score":0.32430816},"labels":[],"label_agreement":null},{"id":"W3168633663","doi":"10.1016/j.cirp.2021.04.027","title":"High-coherence jets for focused fluid delivery in grinding","year":2021,"lang":"en","type":"article","venue":"CIRP Annals","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Pratt and Whitney Canada","keywords":"Nozzle; Grinding; Coherence (philosophical gambling strategy); Laminar flow; Mechanical engineering; Rod; Mechanics; Jet (fluid); Materials science; Optics; Engineering; Physics","score_opus":0.030964725231164225,"score_gpt":0.234437938459602,"score_spread":0.20347321322843778,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3168633663","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9605693,0.0025545217,0.034406144,0.00008470929,0.0008540984,0.00013495264,0.000019066163,0.00031760588,0.0010595975],"genre_scores_gemma":[0.99736243,0.00020282478,0.001983529,0.000050672148,0.00014617613,0.000035695575,0.000016380605,0.00003723777,0.00016506253],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992444,0.000008187956,0.00018765063,0.00016655226,0.000078935445,0.00031425362],"domain_scores_gemma":[0.9996253,0.000082384,0.000012167134,0.00017170566,0.000045675846,0.00006274908],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013462246,0.00012309702,0.00018221754,0.000085835556,0.000030003235,0.00003977649,0.000096459196,0.00007306873,0.000030317953],"category_scores_gemma":[0.00005873428,0.0001456949,0.000062175,0.00019200348,0.0000069267167,0.00009936711,0.000017352018,0.00010324645,0.000027572834],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007927904,0.000025924755,0.00093372894,0.00028503986,0.00005616866,0.000076717355,0.0002947182,0.8816557,0.08347092,0.00072293816,0.0036190113,0.028851239],"study_design_scores_gemma":[0.0014957956,0.000052917865,0.008021935,0.0006480191,0.000023827579,0.000017305614,0.000119177756,0.3061893,0.6550223,0.0016634145,0.02581392,0.00093204406],"about_ca_topic_score_codex":0.000009321611,"about_ca_topic_score_gemma":0.000017676166,"teacher_disagreement_score":0.5754664,"about_ca_system_score_codex":0.000026692602,"about_ca_system_score_gemma":0.000016268341,"threshold_uncertainty_score":0.5941266},"labels":[],"label_agreement":null},{"id":"W3170290111","doi":"10.1155/2021/5581549","title":"Wellbore Fracture Mode and Fracture Pressure Drilled in Depleted Reservoir","year":2021,"lang":"en","type":"article","venue":"Geofluids","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"China University of Geosciences; China University of Geosciences, Beijing; Key Technology Research and Development Program of Shandong; National Natural Science Foundation of China; Ministry of Natural Resources","keywords":"Fracture (geology); Geology; Fault (geology); Drilling; Petroleum engineering; Geotechnical engineering; Stress (linguistics); Materials science; Seismology","score_opus":0.0042233499677413935,"score_gpt":0.19888149362840435,"score_spread":0.19465814366066295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3170290111","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8727711,0.05741827,0.05518267,0.0016943909,0.0009972653,0.0003983969,0.00006547834,0.001586063,0.009886415],"genre_scores_gemma":[0.997763,0.00063766685,0.00067242055,0.00021745423,0.00016269622,0.0000123819755,0.000051507253,0.000061840634,0.0004210577],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99896574,0.000022219172,0.00020719906,0.0002659079,0.00015628971,0.00038264928],"domain_scores_gemma":[0.9994465,0.000057655827,0.000011187048,0.00033743485,0.000038557424,0.00010867908],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009009977,0.00022362078,0.00026456424,0.00009144837,0.000038907212,0.00005527166,0.000113579335,0.00025521868,0.00009666236],"category_scores_gemma":[0.000053149204,0.0002246541,0.000048221198,0.00025895363,0.000016096566,0.0001206087,0.00004662334,0.00046556906,0.000012213284],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000065895238,0.000012553296,0.0015993246,0.0001832546,0.000056748817,0.0000868885,0.0006321854,0.9845649,0.0047753616,0.00006259769,0.0075105703,0.00050904835],"study_design_scores_gemma":[0.0006824973,0.000012789727,0.0077034663,0.00014658073,0.000032482974,0.000027588281,0.000087192806,0.5690437,0.014893979,0.00045947274,0.4064946,0.0004156917],"about_ca_topic_score_codex":0.000047810285,"about_ca_topic_score_gemma":0.000047782683,"teacher_disagreement_score":0.4155212,"about_ca_system_score_codex":0.000024334422,"about_ca_system_score_gemma":0.000019572512,"threshold_uncertainty_score":0.9161128},"labels":[],"label_agreement":null},{"id":"W3173391788","doi":"10.1002/cjce.24248","title":"Impervious synthetic layered silicates coating to restrict the swelling of clay‐rich shales","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Swelling; Drilling fluid; Oil shale; Thermogravimetric analysis; Coating; Dispersion (optics); Clay minerals; Chemical engineering; Materials science; Mineralogy; Geology; Drilling; Composite material","score_opus":0.008552966203386215,"score_gpt":0.17998742643073493,"score_spread":0.1714344602273487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3173391788","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9870288,0.0040819286,0.0074581844,0.0005237984,0.00046740143,0.000080752434,0.000008978035,0.000057535613,0.00029261538],"genre_scores_gemma":[0.9985269,0.000028186138,0.001069242,0.000046121102,0.00025892074,0.0000034682182,0.00000118664,0.00005668595,0.000009294623],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987265,0.00001652475,0.000510397,0.00010684029,0.0002150574,0.00042468787],"domain_scores_gemma":[0.9987509,0.00037708192,0.00006635799,0.00029596587,0.00015305525,0.00035659721],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037803,0.00019442699,0.0003052835,0.0001420639,0.000071711045,0.00007092657,0.0004809025,0.00008972084,0.00001747834],"category_scores_gemma":[0.00052831764,0.0001429455,0.00013693876,0.0005280431,0.000036558144,0.000056962377,0.000024859493,0.0005540963,0.0000048149304],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001454389,0.0000019974002,0.000043614426,0.000055977973,0.00005529026,0.000029342431,0.00042136965,0.74678355,0.2518607,0.00011479523,0.00011645524,0.0005154308],"study_design_scores_gemma":[0.00014449179,0.000016585716,0.000060561713,0.00040119543,0.000055122506,0.00032233252,0.00008815334,0.23705818,0.7602163,0.000072450115,0.0013313288,0.00023329689],"about_ca_topic_score_codex":0.00021264453,"about_ca_topic_score_gemma":0.00007408179,"teacher_disagreement_score":0.5097254,"about_ca_system_score_codex":0.00015079256,"about_ca_system_score_gemma":0.00016616407,"threshold_uncertainty_score":0.5829148},"labels":[],"label_agreement":null},{"id":"W3174432282","doi":"10.1115/1.4050905","title":"Determination of Effective Drag Forces and Torques for Jam Release During Drilling and Workover Operations in Directional Wells","year":2021,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Drag; Torque; Mechanics; Deflection (physics); Stiffness; Contact force; Directional drilling; Drill string; Structural engineering; Engineering; Drilling; Physics; Classical mechanics; Mechanical engineering","score_opus":0.0019101921426206115,"score_gpt":0.18458685819797618,"score_spread":0.18267666605535557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3174432282","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9641781,0.004129303,0.031369023,0.00006516243,0.00010780933,0.000033663106,0.0000015242088,0.000049233633,0.00006621228],"genre_scores_gemma":[0.9928926,0.00088050927,0.006088354,0.0000036552708,0.00007371635,0.000008668415,6.9316985e-7,0.000019435678,0.000032362987],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999469,0.000012184085,0.0002657049,0.00008563508,0.00005986774,0.00010762834],"domain_scores_gemma":[0.9996561,0.00012497784,0.000053025316,0.000054282715,0.00008384679,0.000027756407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000095822776,0.00008407334,0.00020992862,0.00037657123,0.000033723194,0.0000169192,0.000043670287,0.00011562998,0.0000011059005],"category_scores_gemma":[0.000118830496,0.00008386089,0.000034667228,0.00018951629,0.000038139908,0.0001022268,0.000020240102,0.00012497134,1.9536373e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005265344,0.000036531077,0.0053193527,0.00024284484,0.00010693833,0.000039632858,0.0005322193,0.8169071,0.11474289,0.0011480658,0.000009872872,0.060861915],"study_design_scores_gemma":[0.0016574264,0.0002569729,0.0063254363,0.00089631375,0.000068194364,0.00053050014,0.0005003396,0.35271886,0.62628174,0.0018122875,0.008630949,0.00032097113],"about_ca_topic_score_codex":0.000006547532,"about_ca_topic_score_gemma":0.00004948692,"teacher_disagreement_score":0.51153886,"about_ca_system_score_codex":0.000034208308,"about_ca_system_score_gemma":0.0000071100876,"threshold_uncertainty_score":0.3419748},"labels":[],"label_agreement":null},{"id":"W3175509498","doi":"10.1016/j.petrol.2021.109132","title":"Experimental measurement and modeling of water-based drilling mud density using adaptive boosting decision tree, support vector machine, and K-nearest neighbors: A case study from the South Pars gas field","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University; Polytechnique Montréal","funders":"Academy of Neonatal Nursing","keywords":"Drilling fluid; Support vector machine; Decision tree; Rate of penetration; Drilling; Petroleum engineering; Geology; Mathematics; Algorithm; Statistics; Soil science; Artificial intelligence; Computer science; Engineering; Mechanical engineering","score_opus":0.032246538677173565,"score_gpt":0.23156568184332374,"score_spread":0.19931914316615018,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3175509498","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8281662,0.0012443993,0.17026748,0.00001029336,0.00023515882,0.000048175807,0.0000024222036,0.000020398194,0.0000054839184],"genre_scores_gemma":[0.99348474,0.000026728276,0.0063637146,0.00000878998,0.00009253952,0.0000011507833,2.619547e-7,0.000021888663,2.1835545e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99848783,0.000017543243,0.00043258764,0.00021165627,0.0005597566,0.0002906387],"domain_scores_gemma":[0.99929047,0.00014454183,0.000065663226,0.00014215687,0.00019249352,0.00016467411],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001071171,0.00020143174,0.00031414197,0.00016724684,0.00019276899,0.00014137564,0.00011213279,0.00004289298,0.0000020626449],"category_scores_gemma":[0.00017854197,0.00014838658,0.000049459577,0.00018197925,0.00004289653,0.00029493406,0.00008135049,0.0002756707,7.4915164e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016935086,0.000019478335,0.0019851485,0.00002147912,0.00003622143,0.00031871535,0.0022217426,0.86081123,0.13386907,0.0000014229998,4.6098026e-7,0.0006981199],"study_design_scores_gemma":[0.0005510692,0.00015427299,0.00038974517,0.0002686648,0.000060969374,0.0005288238,0.0042504403,0.9472998,0.046332207,0.0000029361233,0.0000021233732,0.00015898162],"about_ca_topic_score_codex":0.00015601031,"about_ca_topic_score_gemma":0.000029008032,"teacher_disagreement_score":0.16531852,"about_ca_system_score_codex":0.0000988626,"about_ca_system_score_gemma":0.000066792774,"threshold_uncertainty_score":0.6051029},"labels":[],"label_agreement":null},{"id":"W3176437450","doi":"10.2118/200946-ms","title":"An Enhanced Microfine Cement Design for Special Squeeze Applications","year":2021,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Cement; Thixotropy; Materials science; Slurry; Compressive strength; Composite material","score_opus":0.012581679276697086,"score_gpt":0.22251886860452622,"score_spread":0.20993718932782912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3176437450","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012378008,0.00010295944,0.9919221,0.000021229294,0.00027520777,0.00021030373,0.0000067330875,0.0003223802,0.0059013027],"genre_scores_gemma":[0.7308816,0.000098881384,0.26420316,0.00005938744,0.0025541324,0.00043073753,0.00009614172,0.000068397785,0.0016075701],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9995494,0.0000038582657,0.00011473584,0.00012638803,0.00004518884,0.00016042886],"domain_scores_gemma":[0.9997026,0.000028730807,0.000005737433,0.00017166094,0.000036445083,0.000054850076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000051554234,0.00008514767,0.00008903323,0.00002564949,0.000035434892,0.000027047454,0.000064383916,0.0000357244,0.00016069792],"category_scores_gemma":[0.0000038376866,0.00009309841,0.000033530923,0.00008987299,0.0000042244346,0.0000425372,0.000005341197,0.000040388146,0.00003491614],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020529178,0.000020513266,8.374327e-7,0.00002863279,0.00001723022,5.0726334e-7,0.00005044576,0.6435766,0.33886436,0.0014626754,0.0020741113,0.01390203],"study_design_scores_gemma":[0.00021036275,0.000016703458,0.000008446827,0.0000057567763,0.000009536633,0.0000011551434,0.000027980543,0.18793562,0.7316593,0.00023966844,0.079742946,0.00014252076],"about_ca_topic_score_codex":8.8211544e-7,"about_ca_topic_score_gemma":0.000003485888,"teacher_disagreement_score":0.72964376,"about_ca_system_score_codex":0.000030316596,"about_ca_system_score_gemma":0.000012370123,"threshold_uncertainty_score":0.3796443},"labels":[],"label_agreement":null},{"id":"W3177169580","doi":"10.1007/s13202-021-01190-6","title":"Evaluating geomechanical effects related to the production of a Brazilian reservoir","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Universidade Federal de Pernambuco; Petrobras; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Energi Simulation","keywords":"Geomechanics; Offshore geotechnical engineering; Permeability (electromagnetism); Compressibility; Reservoir simulation; Reservoir engineering; Petroleum engineering; Coupling (piping); Oil field; Finite element method; Geology; Porosity; Geotechnical engineering; Stress (linguistics); Petroleum reservoir; Flow (mathematics); Pore water pressure; Mechanics; Engineering; Petroleum; Structural engineering; Mechanical engineering","score_opus":0.016312128304763293,"score_gpt":0.26707420628664647,"score_spread":0.25076207798188316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3177169580","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94097614,0.0020819432,0.029780965,0.023382703,0.0034418108,0.00013512991,4.2835075e-7,0.00015991244,0.000040972387],"genre_scores_gemma":[0.9960778,0.00060992787,0.0028508364,0.000011024848,0.00022126462,0.000010712453,0.0000010811025,0.00001711796,0.0002002629],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999076,0.00005610105,0.00042259388,0.00013973654,0.00018741509,0.000118164346],"domain_scores_gemma":[0.9992938,0.000033058237,0.00012464607,0.00021178488,0.00029947396,0.000037220616],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00075478276,0.000093132454,0.00019339498,0.0003200819,0.00006804534,0.000016162809,0.00008476555,0.00010128052,0.0000047475164],"category_scores_gemma":[0.001402344,0.00007521729,0.000041197494,0.0006644029,0.000027048858,0.00022298734,0.000025003586,0.00034421906,0.0000041525846],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019898855,0.000022837046,0.000038396975,0.00010899836,0.000048369082,0.000004129334,0.00036644473,0.6662822,0.28411126,0.00045610627,0.000575053,0.0479663],"study_design_scores_gemma":[0.00038890372,0.0005759615,0.0001490788,0.00037048126,0.00007636776,0.0006706258,0.0010277412,0.06185769,0.9209643,0.006300555,0.007434152,0.00018417026],"about_ca_topic_score_codex":3.9044008e-7,"about_ca_topic_score_gemma":0.0000038977855,"teacher_disagreement_score":0.636853,"about_ca_system_score_codex":0.000038557595,"about_ca_system_score_gemma":0.000027616821,"threshold_uncertainty_score":0.30672723},"labels":[],"label_agreement":null},{"id":"W3179154885","doi":"10.1002/cjce.24251","title":"A modified acid system to enhance carbonate matrix acid stimulation: An experimental study","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Hydrochloric acid; Wormhole; Carbonate; Corrosion; Dissolution; Materials science; Permeability (electromagnetism); Chemistry; Chemical engineering; Composite material; Inorganic chemistry; Organic chemistry; Engineering; Metallurgy; Physics","score_opus":0.008535295926222541,"score_gpt":0.22697567340569355,"score_spread":0.218440377479471,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3179154885","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9903102,0.0015832233,0.006783402,0.00004665809,0.00080430135,0.00012219763,0.000005437075,0.000120019526,0.00022456603],"genre_scores_gemma":[0.9983707,7.218319e-7,0.001140649,0.00001178971,0.00038711107,0.000009235001,0.0000022521774,0.00006352607,0.0000140271995],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998808,0.000017288308,0.00040444094,0.00014156381,0.00024229416,0.00038640687],"domain_scores_gemma":[0.99888283,0.000029685563,0.000035366465,0.00028149958,0.00010444193,0.00066616933],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023794937,0.00021773123,0.0002973712,0.00014912583,0.000060921193,0.000115231036,0.0003178215,0.00007592686,0.000013475497],"category_scores_gemma":[0.000053927728,0.0002020747,0.00008559971,0.00031952967,0.000011930721,0.00013848033,0.000018152257,0.0003873043,0.0000065537884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036073918,0.000009436299,0.000009588171,0.000027684553,0.000044217326,0.00013210475,0.00077150686,0.7193428,0.27947924,0.00008986886,0.00001710622,0.00007284194],"study_design_scores_gemma":[0.00019949747,0.000049242906,0.000019484396,0.000107077634,0.00002604873,0.00017366151,0.00019804414,0.43292668,0.56597614,0.000002603166,0.000114991446,0.00020655247],"about_ca_topic_score_codex":0.0001352845,"about_ca_topic_score_gemma":0.000064601685,"teacher_disagreement_score":0.28649688,"about_ca_system_score_codex":0.00047949966,"about_ca_system_score_gemma":0.00013321143,"threshold_uncertainty_score":0.8240367},"labels":[],"label_agreement":null},{"id":"W3180765922","doi":"10.1016/j.petlm.2021.07.002","title":"Synthesis of amyl ester grafted on carbon-nanopolymer composite as an inhibitor for cleaner shale drilling","year":2021,"lang":"en","type":"article","venue":"Petroleum","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":30,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Lethbridge","funders":"","keywords":"Oil shale; Acrylic acid; Drilling fluid; Chemical engineering; Swelling; Polymer; Thermal stability; Adsorption; Chemistry; Composite number; Materials science; Polymer chemistry; Organic chemistry; Composite material; Drilling; Waste management; Copolymer","score_opus":0.006984590664283983,"score_gpt":0.205589906990012,"score_spread":0.19860531632572803,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3180765922","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9895159,0.00035209232,0.0044312705,0.000043282962,0.0006794275,0.000070525864,0.000028380515,0.00029904858,0.004580056],"genre_scores_gemma":[0.9978553,0.000027158922,0.0013691824,0.000037128044,0.00025154132,0.000035018536,0.000023059629,0.000094916366,0.0003066737],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989758,0.000016866394,0.00027674038,0.00024325514,0.0001729688,0.00031434715],"domain_scores_gemma":[0.99934655,0.00015294366,0.00003136584,0.0003130227,0.00004855585,0.000107534666],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009374749,0.00020826836,0.00031514434,0.00011631067,0.000039521656,0.000033448738,0.000109169705,0.00010034491,0.00001949698],"category_scores_gemma":[0.000034684694,0.00022027182,0.000121682875,0.00012139225,0.000018932495,0.00006965618,0.000017915287,0.0001288365,0.000012019875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005267898,0.00009955893,0.0005761729,0.00035222035,0.00016141978,0.000024634297,0.00023968966,0.63831264,0.35414314,0.00021678489,0.000080339305,0.0057406905],"study_design_scores_gemma":[0.00023559977,0.000054884607,0.00013185655,0.00015648562,0.00004162089,0.0000064162837,0.00004022621,0.3950273,0.60288835,0.00002787035,0.0011743461,0.00021505776],"about_ca_topic_score_codex":0.000019592611,"about_ca_topic_score_gemma":0.000008639308,"teacher_disagreement_score":0.24874517,"about_ca_system_score_codex":0.00004210554,"about_ca_system_score_gemma":0.000014547813,"threshold_uncertainty_score":0.8982424},"labels":[],"label_agreement":null},{"id":"W3182828607","doi":"10.18668/pn2021.233","title":"Wyznaczenie liczby Damköhlera i jej znaczenie w projektowaniu zabiegów matrycowego kwasowania","year":2021,"lang":"en","type":"book","venue":"Instytut Nafty i Gazu - Państwowy Instytut Badawczy eBooks","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wormhole; Dolomite; Permeability (electromagnetism); Carbonate; Mineralogy; Porosity; Geology; Materials science; Chemistry; Geotechnical engineering; Physics; Metallurgy","score_opus":0.006579291131387485,"score_gpt":0.16486307902747024,"score_spread":0.15828378789608277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3182828607","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0018147317,0.008681056,0.0028089366,0.00011932944,0.009751133,0.002438858,0.0008683356,0.0060800095,0.9674376],"genre_scores_gemma":[0.09426404,0.0036027627,0.007130902,0.0011038822,0.00927481,0.0010324023,0.0032254213,0.003909073,0.87645674],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9877184,0.00023791727,0.0031327133,0.0029253727,0.0025506692,0.0034349055],"domain_scores_gemma":[0.992564,0.00049720786,0.0007410179,0.003984391,0.0007005647,0.0015128116],"candidate_categories":["metaepi_narrow","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0011197204,0.004104417,0.0040086852,0.0015089052,0.00074879394,0.0011444238,0.0025755814,0.0037625758,0.0007034083],"category_scores_gemma":[0.00020786654,0.0046232953,0.0019040994,0.00066357455,0.0005846491,0.00065120985,0.0009213389,0.005948094,0.0016712679],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003536092,0.0007990716,0.00007200891,0.012687701,0.008087619,0.009114193,0.0067087733,0.056977652,0.01347978,0.04443638,0.59893167,0.24835154],"study_design_scores_gemma":[0.0023459578,0.00027980728,0.000025214025,0.0032165397,0.0006862405,0.0006516527,0.00020466428,0.007179707,0.0029021683,0.00070263015,0.97677845,0.0050269635],"about_ca_topic_score_codex":0.000091058755,"about_ca_topic_score_gemma":0.00018053263,"teacher_disagreement_score":0.37784678,"about_ca_system_score_codex":0.0029937273,"about_ca_system_score_gemma":0.0025695912,"threshold_uncertainty_score":0.9998925},"labels":[],"label_agreement":null},{"id":"W3184208239","doi":"10.23919/acc50511.2021.9483318","title":"Observer-Based Control of Drilling Mode in Rotary Drilling Systems","year":2021,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Queen Elizabeth Scholars","keywords":"Drilling; Torque; Rate of penetration; Control theory (sociology); Observer (physics); Measurement while drilling; Computer science; Directional drilling; Power (physics); Mode (computer interface); Engineering; Control (management); Mechanical engineering; Artificial intelligence","score_opus":0.007512298506908525,"score_gpt":0.18285862569930528,"score_spread":0.17534632719239676,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3184208239","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28716934,0.0030445005,0.7051665,0.000020645697,0.00081374554,0.00013905314,0.000013513404,0.0004107056,0.0032219884],"genre_scores_gemma":[0.99768627,0.00006561345,0.0019983095,0.000018396386,0.00008276148,0.0000146890125,0.000013727333,0.000050132312,0.00007011055],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988776,0.000024387486,0.00043824228,0.00018247322,0.00016938613,0.00030791818],"domain_scores_gemma":[0.99944216,0.00013871687,0.00002609991,0.00026168604,0.000059786045,0.000071524126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016916695,0.00017724965,0.00037142186,0.0001251503,0.00001848463,0.000026364673,0.00010448371,0.000102893915,0.000020829126],"category_scores_gemma":[0.00003116728,0.00019020528,0.000091872476,0.00029870792,0.000010582756,0.00008676902,0.000007596041,0.0001765668,0.000007811212],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003267958,0.0000151155,0.0021837824,0.00031952743,0.000031550906,0.00002644693,0.000045783687,0.9779247,0.018781736,0.00040569602,0.000018611621,0.00024379788],"study_design_scores_gemma":[0.0006487285,0.000008042102,0.0002242829,0.0003082223,0.000012460269,0.000003164942,0.00006495487,0.9636204,0.03448931,0.000022103952,0.00039535298,0.0002029705],"about_ca_topic_score_codex":0.00014137036,"about_ca_topic_score_gemma":0.000039987037,"teacher_disagreement_score":0.7105169,"about_ca_system_score_codex":0.00006492025,"about_ca_system_score_gemma":0.00003274025,"threshold_uncertainty_score":0.7756346},"labels":[],"label_agreement":null},{"id":"W3186103049","doi":"10.3968/12104","title":"Brief Analysis on Application of Compound Salt Drilling Fluids","year":2020,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Wellbore; Drilling; Petroleum engineering; Salt (chemistry); Geology; Engineering; Mechanical engineering; Chemistry","score_opus":0.011946313535763378,"score_gpt":0.22309476882766174,"score_spread":0.21114845529189835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3186103049","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01274403,0.00094491977,0.9851372,0.00006114475,0.00006496229,0.000053697895,0.000001503828,0.00010986711,0.0008826479],"genre_scores_gemma":[0.991181,0.0010699262,0.007587248,0.0000525573,0.000025858355,0.000026978445,0.000039383453,0.000011742363,0.000005306046],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99932957,0.0000068982863,0.00028307684,0.00015194638,0.00012547031,0.00010303896],"domain_scores_gemma":[0.9997985,0.00002882038,0.00003087573,0.000072058436,0.000017151933,0.000052635507],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007307922,0.00010360888,0.00018522977,0.00015038525,0.000026117501,0.000013507972,0.000049277594,0.000028576367,0.00000386546],"category_scores_gemma":[0.000008509087,0.00011009323,0.000019626708,0.0003482348,0.000011609879,0.00022130102,0.0000098072815,0.000069050424,0.0000052655146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007712723,0.000007700594,0.0010733476,0.000055413275,0.000029970473,5.413057e-7,0.00071587606,0.96929276,0.0006220368,0.00044556044,0.0000041527446,0.02774495],"study_design_scores_gemma":[0.00021987414,0.000019663106,0.00041291243,0.000019959814,0.00001052517,1.7000004e-7,0.00012649562,0.9578334,0.009088907,0.000052365063,0.032084282,0.00013144455],"about_ca_topic_score_codex":0.0000012767191,"about_ca_topic_score_gemma":0.000013222314,"teacher_disagreement_score":0.97843695,"about_ca_system_score_codex":0.00003429493,"about_ca_system_score_gemma":0.0000076665765,"threshold_uncertainty_score":0.44894716},"labels":[],"label_agreement":null},{"id":"W3188356967","doi":"10.3997/2214-4609.202156016","title":"Automated Full-Bore Core Description Application for Production Purposes. From an Idea to IT-Product","year":2021,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Computer science; Pipeline (software); Core (optical fiber); Convolutional neural network; Process (computing); Field (mathematics); Production (economics); Core model; Artificial intelligence; Operating system; Telecommunications","score_opus":0.022503597603917506,"score_gpt":0.25086288283851427,"score_spread":0.22835928523459675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3188356967","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38707167,0.00016885539,0.6068351,0.0004911848,0.0012010576,0.00053180824,0.000025209432,0.0033890805,0.00028599586],"genre_scores_gemma":[0.9633261,0.000024961355,0.034644824,0.00007470652,0.00065678614,0.0002142713,0.0006492047,0.00006440606,0.00034476613],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909765,0.00000645985,0.00020910722,0.0003702919,0.000107988795,0.00020853583],"domain_scores_gemma":[0.99934673,0.000012408061,0.000016206799,0.00039324793,0.00013643113,0.00009495689],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010384485,0.00015118653,0.00014281797,0.00006811127,0.00005717129,0.000051358664,0.000083184095,0.00006434461,0.000021185991],"category_scores_gemma":[0.00006596336,0.00016596253,0.000037931797,0.00028379526,0.000007097825,0.0002167637,0.000012462644,0.00007339628,0.00005010793],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000068906347,0.000017686545,0.000046454934,0.00005114089,0.000020737592,6.052461e-7,0.00018165293,0.53659207,0.4453808,0.0001823421,0.0055559585,0.011963661],"study_design_scores_gemma":[0.00012510829,0.00002371823,0.0009563076,0.0000301561,0.000022965785,0.0000058648957,0.00013074122,0.8092699,0.17444217,0.0002278295,0.014536014,0.00022921678],"about_ca_topic_score_codex":0.00004960587,"about_ca_topic_score_gemma":0.00013454903,"teacher_disagreement_score":0.5762544,"about_ca_system_score_codex":0.00008398509,"about_ca_system_score_gemma":0.000016340959,"threshold_uncertainty_score":0.6767755},"labels":[],"label_agreement":null},{"id":"W318862622","doi":"","title":"Experimental Study of Stress Dependent P-and S-wave Velocities in Both Dry and Saturated Sand","year":2014,"lang":"en","type":"dissertation","venue":"BIBSYS Brage (BIBSYS (Norway))","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Stress (linguistics); Geotechnical engineering; Geology; Philosophy","score_opus":0.00967299853741929,"score_gpt":0.21556691063624683,"score_spread":0.20589391209882754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W318862622","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98708034,0.0073047094,0.00017101398,0.0000012947696,0.00092085655,0.00065444707,0.00007883183,0.0001570153,0.0036314714],"genre_scores_gemma":[0.9977643,0.0004908927,0.0001016296,0.0000044432286,0.00013633007,0.00008843649,0.00024507582,0.00015825953,0.0010106321],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9978548,0.00006956137,0.00071535324,0.00053035386,0.00038980454,0.00044010353],"domain_scores_gemma":[0.99919343,0.00012061548,0.00014686666,0.00035055098,0.000046169538,0.00014238976],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022399728,0.00062977074,0.00086607854,0.00077659154,0.000079305086,0.00012251276,0.00017234473,0.00039605744,0.000047129382],"category_scores_gemma":[0.000025947456,0.00067054457,0.00006554592,0.0003282186,0.00003835615,0.00015786833,0.000054122665,0.0005332484,0.0000062622107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0015028446,0.0044498136,0.028590627,0.032136247,0.004340242,0.0013240683,0.2266784,0.36561438,0.27463424,0.0007421127,0.0017025648,0.058284435],"study_design_scores_gemma":[0.020444056,0.003066575,0.3183503,0.009341868,0.0009251067,0.00008962369,0.12033697,0.22606583,0.29199374,0.00016979895,0.0007495016,0.008466647],"about_ca_topic_score_codex":0.0004472956,"about_ca_topic_score_gemma":0.00095441664,"teacher_disagreement_score":0.28975964,"about_ca_system_score_codex":0.0000914693,"about_ca_system_score_gemma":0.000023377137,"threshold_uncertainty_score":0.9995746},"labels":[],"label_agreement":null},{"id":"W3189375140","doi":"10.2118/0621-0041-jpt","title":"Technology Focus: Coiled Tubing (June 2021)","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Focus (optics); Engineering; Petroleum engineering; Computer science","score_opus":0.0032124425577238526,"score_gpt":0.1844620261875784,"score_spread":0.18124958362985455,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3189375140","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7147581,0.034946788,0.22761476,0.009243289,0.005609453,0.000080190504,0.000008131055,0.0016187903,0.0061205025],"genre_scores_gemma":[0.9905422,0.0011900017,0.00757218,0.000013533098,0.0002634345,0.0000043251366,9.80032e-7,0.000058204016,0.00035515835],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9986288,0.000012082042,0.00058460614,0.00015835492,0.00018541816,0.00043076093],"domain_scores_gemma":[0.99919945,0.000044919565,0.00012852675,0.00034924384,0.000200059,0.00007778787],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019875467,0.0002115965,0.0005134276,0.0012452212,0.00004947641,0.000027181344,0.00037210676,0.00043276895,0.00009864724],"category_scores_gemma":[0.00019452132,0.00021501041,0.00014185811,0.0010870511,0.00007654127,0.000118434466,0.00007856479,0.0010060804,0.00004925939],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024488094,0.00015602025,0.0029880907,0.00018110087,0.00084562274,0.0034201546,0.00010820594,0.34648508,0.45434085,0.0098187,0.0062499815,0.1753817],"study_design_scores_gemma":[0.0023469173,0.00031936532,0.000092578885,0.00058263604,0.00017336477,0.0066983,0.0010228244,0.068523526,0.67009264,0.011823561,0.2375373,0.0007869616],"about_ca_topic_score_codex":5.43354e-7,"about_ca_topic_score_gemma":0.0000058798355,"teacher_disagreement_score":0.27796155,"about_ca_system_score_codex":0.00012642231,"about_ca_system_score_gemma":0.00006137384,"threshold_uncertainty_score":0.876787},"labels":[],"label_agreement":null},{"id":"W3189800022","doi":"10.15530/urtec-2021-5247","title":"Well Performance Management: Case study for Montney","year":2021,"lang":"en","type":"article","venue":"Proceedings of the 9th Unconventional Resources Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Computer science","score_opus":0.009679100710836556,"score_gpt":0.2008491628474966,"score_spread":0.19117006213666005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3189800022","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9893045,0.00023316259,0.00093635835,0.0001014676,0.0003342047,0.00032816353,0.0000052184537,0.00029821089,0.008458756],"genre_scores_gemma":[0.9957371,0.000048746166,0.0015309084,0.0000060507473,0.00002652656,0.000106111394,0.0000010863533,0.000023109336,0.0025203666],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991305,0.0000018972587,0.0002576293,0.00021995833,0.00016428674,0.00022574184],"domain_scores_gemma":[0.9994811,0.000022509937,0.0000670205,0.00014798173,0.00025128596,0.000030149366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015630397,0.0001521963,0.00018366823,0.00015336722,0.00012127189,0.000031886695,0.0003690206,0.000094104726,0.000021739756],"category_scores_gemma":[0.000034074328,0.00013448184,0.00008151286,0.0004269956,0.00008342204,0.000082362494,0.00015133279,0.00018877079,0.0000052112096],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028272643,0.0026190828,0.2887103,0.019932795,0.005900944,0.0012257991,0.0074446276,0.1663671,0.043534376,0.30825683,0.009060345,0.14666504],"study_design_scores_gemma":[0.0057394053,0.0006430795,0.0037217308,0.0019875162,0.00078651984,0.005514266,0.033232674,0.6149946,0.19488604,0.020073373,0.11661984,0.001800949],"about_ca_topic_score_codex":0.0000024269648,"about_ca_topic_score_gemma":0.0000038288354,"teacher_disagreement_score":0.4486275,"about_ca_system_score_codex":0.0000300648,"about_ca_system_score_gemma":0.000011291201,"threshold_uncertainty_score":0.54840106},"labels":[],"label_agreement":null},{"id":"W3191890202","doi":"10.1002/cjce.24282","title":"Nanosilica functionalized to switch from dormant to active for gas migration mitigation in <scp>Portland</scp> cement","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Cement; Casing; Materials science; Portland cement; Oil well; Composite material; Rheology; Porosity; Slurry; Chemical engineering; Petroleum engineering; Geology","score_opus":0.006684161124926474,"score_gpt":0.1814933276984509,"score_spread":0.1748091665735244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3191890202","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9608469,0.00030385106,0.037274208,0.0006533191,0.00062926434,0.00015496547,0.000029271536,0.00003074644,0.000077494806],"genre_scores_gemma":[0.99685895,0.0000067871606,0.0025597122,0.00010487791,0.00034959012,0.000027717044,0.000030140103,0.00003531869,0.000026906439],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990817,0.000006084166,0.00033821233,0.000109994995,0.0001579012,0.00030614296],"domain_scores_gemma":[0.99915993,0.00018908174,0.000031738276,0.00011806157,0.000118572825,0.00038262567],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015410814,0.0001467263,0.00020744895,0.00017596937,0.00003201317,0.000053650772,0.00013516446,0.00007449796,0.000014097687],"category_scores_gemma":[0.00035059988,0.00013795221,0.00008224413,0.00028729174,0.0000054387024,0.00008321206,0.000008419859,0.00022823842,0.0000050914587],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050029203,0.0000034769703,0.000045853478,0.000021153151,0.000047070193,0.000012252,0.0008100907,0.74283135,0.2543193,0.000051283107,0.00093664404,0.00091654377],"study_design_scores_gemma":[0.0006441513,0.00003373603,0.0007666733,0.00032479822,0.000041580555,0.000034973113,0.00011423053,0.20765091,0.7589632,0.00018890332,0.03107435,0.00016248369],"about_ca_topic_score_codex":0.00036999967,"about_ca_topic_score_gemma":0.0014805837,"teacher_disagreement_score":0.5351804,"about_ca_system_score_codex":0.0004193958,"about_ca_system_score_gemma":0.00014439556,"threshold_uncertainty_score":0.5625528},"labels":[],"label_agreement":null},{"id":"W3192349214","doi":"10.21203/rs.3.rs-773441/v1","title":"The Optimal Formula for Organic Oil Immobilization in Algerian Petroleum Drill Cuttings Using Solidification/Stabilisation Treatment","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Drill cuttings; Petroleum; Oil field; Total petroleum hydrocarbon; Petroleum engineering; Drilling; Hydrocarbon; Total organic carbon; Silicate; Sodium silicate; Drilling fluid; Environmental science; Materials science; Waste management; Geology; Chemistry; Metallurgy; Organic chemistry; Engineering; Soil science; Soil contamination","score_opus":0.04936133525085905,"score_gpt":0.3334510396563965,"score_spread":0.28408970440553744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3192349214","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87580985,0.003045154,0.11874061,0.00019457235,0.00064716715,0.0009909786,0.00004089304,0.0003147022,0.0002160639],"genre_scores_gemma":[0.9936024,0.0024104954,0.0022151573,0.0000017062678,0.00033361884,0.00067734066,0.0004542459,0.0001410031,0.00016406375],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99770427,0.00013044088,0.0005007992,0.0004821259,0.0004520462,0.00073031837],"domain_scores_gemma":[0.9983086,0.0004821778,0.000061307845,0.000662422,0.00037902768,0.00010645486],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012064545,0.00030940087,0.0003205955,0.0003219657,0.00032916808,0.00043929886,0.0002864812,0.00029241317,0.000016415388],"category_scores_gemma":[0.00032456056,0.00027580574,0.00016132352,0.00042247097,0.000046531033,0.00013804066,0.00013528265,0.000555422,0.0000047127623],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001394408,0.000039890016,0.00013452672,0.00082791527,0.00005245405,0.0000025344195,0.0018000702,0.9803366,0.010105162,0.00009129606,0.000019238852,0.0065763905],"study_design_scores_gemma":[0.00039145746,0.000053105417,0.00019193582,0.0005100134,0.000017478778,0.0000028003512,0.0016897691,0.9830305,0.011509668,0.000091909526,0.0022460818,0.00026528744],"about_ca_topic_score_codex":0.00014911192,"about_ca_topic_score_gemma":0.00023670543,"teacher_disagreement_score":0.11779252,"about_ca_system_score_codex":0.0018208557,"about_ca_system_score_gemma":0.00029725378,"threshold_uncertainty_score":0.9999694},"labels":[],"label_agreement":null},{"id":"W3194288624","doi":"10.3997/2214-4609.202120255","title":"Reprocessing of legacy seismic data for gold exploration: case study from Witwatersrand goldfields, South Africa","year":2021,"lang":"en","type":"article","venue":"NSG2021 27th European Meeting of Environmental and Engineering Geophysics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Stillwater (Canada)","funders":"","keywords":"Geology; Mining engineering; Reef; Documentation; Archaeology; Computer science; Operating system; Geography","score_opus":0.023580548252215994,"score_gpt":0.18998627102265792,"score_spread":0.1664057227704419,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3194288624","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97973526,0.0017495665,0.017595509,0.000004349016,0.00024347281,0.00014864592,0.00017284774,0.00011384039,0.00023651044],"genre_scores_gemma":[0.99509263,0.00010136198,0.0043558106,0.0000036747522,0.00019008943,0.000005795493,0.00011439261,0.0000893834,0.00004683274],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987849,0.000026486945,0.00041588146,0.00038957514,0.00015328507,0.00022985229],"domain_scores_gemma":[0.9991788,0.00009571269,0.00007510449,0.0005593221,0.000013498962,0.00007755952],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002165539,0.0002467965,0.00032525888,0.00004592596,0.000049965376,0.00005088281,0.00017753063,0.000039406677,0.0000036130218],"category_scores_gemma":[0.000031722044,0.00027385494,0.00005550796,0.00010281809,0.000028828295,0.00032462904,0.00019667887,0.00015306953,0.0000023926186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017631195,0.00019763938,0.0005645213,0.0007486361,0.00032179616,0.00048468102,0.011047266,0.8002958,0.17691626,0.000009151363,0.00006276732,0.009333835],"study_design_scores_gemma":[0.0025305757,0.00024478557,0.0021869373,0.00075208215,0.00047662706,0.00013358562,0.018694252,0.9457263,0.026019959,0.000045446708,0.002014554,0.0011748901],"about_ca_topic_score_codex":0.000019817475,"about_ca_topic_score_gemma":0.0000010077069,"teacher_disagreement_score":0.1508963,"about_ca_system_score_codex":0.000016254964,"about_ca_system_score_gemma":0.0000066825164,"threshold_uncertainty_score":0.9999714},"labels":[],"label_agreement":null},{"id":"W3194934196","doi":"","title":"Estimating Drill String Friction Parameters: Comparing Performance of Model-Based Estimators to a Data-Driven Neural Network","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Estimator; Artificial neural network; Drill string; String (physics); Drill; Computer science; Mathematics; Statistics; Engineering; Artificial intelligence; Mechanical engineering","score_opus":0.02737755514588513,"score_gpt":0.23012578337273795,"score_spread":0.20274822822685282,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3194934196","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.45814928,0.00023253652,0.5400665,0.00005947436,0.00035309556,0.0001645621,0.000018305233,0.00035267626,0.0006035927],"genre_scores_gemma":[0.625473,0.000033214004,0.37395188,0.000007696008,0.000024552079,0.000023847382,0.00040691652,0.00005728197,0.00002156479],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974916,0.00042520685,0.00066601473,0.00063376536,0.00034166427,0.00044175],"domain_scores_gemma":[0.9963925,0.0004932116,0.00023049822,0.0021730703,0.00052698905,0.00018371287],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0017488298,0.00038398462,0.0005514004,0.0001935258,0.00017630667,0.00028413956,0.0011569164,0.0001931704,0.0000069912553],"category_scores_gemma":[0.0003975171,0.00047585487,0.00012694413,0.00045284492,0.000049179504,0.00022296562,0.0010603303,0.00068384793,0.0000037268658],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000336484,0.000039252664,0.0017951928,0.00057610654,0.000056657027,0.0000013501776,0.0010637204,0.9881626,0.00039939198,0.00009538263,0.00008061857,0.0077263755],"study_design_scores_gemma":[0.00017888097,3.9401408e-7,0.0004467038,0.0042095925,0.000053845855,0.0000024652147,0.0000196174,0.9863713,0.008268869,0.000026923823,0.000032600128,0.0003888541],"about_ca_topic_score_codex":0.00017019328,"about_ca_topic_score_gemma":0.00015236104,"teacher_disagreement_score":0.16732374,"about_ca_system_score_codex":0.0001355762,"about_ca_system_score_gemma":0.00010521405,"threshold_uncertainty_score":0.99976933},"labels":[],"label_agreement":null},{"id":"W3197215811","doi":"10.53087/ug.2021.1-2(44-45).238886","title":"NEW WELL RESEARCH TECHNOLOGY IS THE KEY TO THE INTEGRATED DEVELOPMENT OF OIL AND GAS FIELDS","year":2021,"lang":"en","type":"article","venue":"Ukrainian Geologist","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Formation evaluation; Casing; Natural gas field; China; Petroleum engineering; Engineering; Geography; Environmental science; Archaeology; Natural gas; Waste management","score_opus":0.025051793552579003,"score_gpt":0.25495080612388893,"score_spread":0.22989901257130993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3197215811","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72961515,0.009806856,0.046906337,0.09704467,0.0014519715,0.00031418208,0.000016820228,0.000948312,0.113895684],"genre_scores_gemma":[0.9769414,0.0004152048,0.0122856675,0.00021543053,0.0000840189,0.000017256689,0.000004338627,0.000022719752,0.010013941],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992414,0.000025530368,0.00017629372,0.00015198183,0.00012285565,0.00028193247],"domain_scores_gemma":[0.99938613,0.00013874988,0.000010866525,0.00032915437,0.00007978683,0.00005530096],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041581792,0.000100999314,0.00012530189,0.00008334709,0.00011652565,0.000032211206,0.00026288314,0.00011933319,0.00010814417],"category_scores_gemma":[0.00017834542,0.0000638181,0.00002100215,0.0005643062,0.000101790334,0.000013222187,0.0001331258,0.00040024053,0.000060175567],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016471628,0.00002676138,0.00056875934,0.00020079094,0.00023016543,0.000052641408,0.058221187,0.0690628,0.0033270814,0.0013363833,0.0442192,0.82273775],"study_design_scores_gemma":[0.00010425952,0.000021506288,0.000214399,0.000062996565,0.000004528807,0.000015935444,0.0010885543,0.008141241,0.016425466,0.00014039228,0.9736743,0.00010641392],"about_ca_topic_score_codex":0.00010074602,"about_ca_topic_score_gemma":0.00046987168,"teacher_disagreement_score":0.9294551,"about_ca_system_score_codex":0.000023046501,"about_ca_system_score_gemma":0.00007816458,"threshold_uncertainty_score":0.26024267},"labels":[],"label_agreement":null},{"id":"W3197374637","doi":"","title":"Geomechanics Numerical Simulation of Stress Changes for Permanent Plug and Abandonment in Montney Shale Formation, British Columbia","year":2021,"lang":"en","type":"article","venue":"55th U.S. Rock Mechanics/Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geomechanics; Geology; Abandonment (legal); Oil shale; Geotechnical engineering; Seismology; Paleontology; Political science","score_opus":0.00794200472237109,"score_gpt":0.1958956881702519,"score_spread":0.18795368344788083,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3197374637","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043850273,0.0016298479,0.9516676,0.00007424305,0.0010703455,0.000906192,0.00043989322,0.0003114827,0.00005009226],"genre_scores_gemma":[0.9960961,0.002023743,0.0008771547,0.000052896346,0.00013538614,0.00021077515,0.000312889,0.00014025302,0.00015083898],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997533,0.000039650182,0.0007599562,0.00054414285,0.00041685524,0.00070639444],"domain_scores_gemma":[0.9988403,0.0001378768,0.00015609765,0.00041654293,0.00023485222,0.00021437841],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034301047,0.00035836687,0.00065972423,0.00017137997,0.00015210244,0.00020303648,0.00023567131,0.0003216251,0.0000497525],"category_scores_gemma":[0.00006441452,0.00057484244,0.00013745572,0.00044582205,0.0000030745273,0.00029715887,0.00016533212,0.00028978765,0.000004391864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015693233,0.00010877017,0.000023988048,0.0009625719,0.00006513107,0.000021037853,0.00052379444,0.9810504,0.014878238,0.00083432853,0.00015455077,0.0013615189],"study_design_scores_gemma":[0.0013450377,0.00015265084,0.000010692543,0.0004038895,0.00007132327,0.00005077688,0.00021255664,0.97680813,0.016498515,0.0024212177,0.0014630016,0.0005621808],"about_ca_topic_score_codex":0.00028698464,"about_ca_topic_score_gemma":0.0031418435,"teacher_disagreement_score":0.9522458,"about_ca_system_score_codex":0.00025017306,"about_ca_system_score_gemma":0.000044527886,"threshold_uncertainty_score":0.9996703},"labels":[],"label_agreement":null},{"id":"W3197961678","doi":"","title":"Accurate axial force prediction in orbital drilling","year":2018,"lang":"en","type":"article","venue":"Research Explorer (The University of Manchester)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Drilling; Orbital mechanics; Geology; Computer science; Engineering; Mechanical engineering; Aerospace engineering; Satellite","score_opus":0.046892428262338554,"score_gpt":0.2501687405168278,"score_spread":0.20327631225448925,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3197961678","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9685513,0.0000775241,0.029415509,0.000067925816,0.00021387154,0.00014803543,0.000004071719,0.00013576861,0.0013859946],"genre_scores_gemma":[0.9993191,0.00010366787,0.00029928682,0.0000017325663,0.00018122309,7.9316277e-7,0.000004189279,0.000018844026,0.00007116021],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990455,0.00005049707,0.00012134045,0.00015103839,0.0002802554,0.00035137928],"domain_scores_gemma":[0.9994779,0.00011830316,0.000014909088,0.00023692132,0.00008801371,0.00006395763],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005676845,0.00009170741,0.0001221775,0.00022200256,0.00013371631,0.00001811437,0.00030648467,0.00006976169,0.000059325983],"category_scores_gemma":[0.00003413005,0.000090735135,0.000045416225,0.0003699581,0.00019721317,0.0002567078,0.000093039,0.00032272382,0.00014744233],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039596038,0.00013963999,0.009023787,0.00077637885,0.00026440626,0.00016769492,0.17847942,0.76131845,0.02520225,0.0011963685,0.008958732,0.014076943],"study_design_scores_gemma":[0.0010315889,0.00020755013,0.015932057,0.00036949854,0.000014618459,0.000009772567,0.012885945,0.9458161,0.0086732255,0.0005451263,0.014226657,0.00028785446],"about_ca_topic_score_codex":0.000011245388,"about_ca_topic_score_gemma":0.000008220473,"teacher_disagreement_score":0.18449768,"about_ca_system_score_codex":0.000120127756,"about_ca_system_score_gemma":0.000017653429,"threshold_uncertainty_score":0.37000716},"labels":[],"label_agreement":null},{"id":"W3198446116","doi":"10.1002/cjce.24285","title":"<scp> Al <sub>2</sub> O <sub>3</sub> </scp> and <scp>CuO</scp> nanoparticles as promising additives to improve the properties of <scp>KCl</scp> ‐polymer mud: An experimental investigation","year":2021,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Zeta potential; Materials science; Nanoparticle; Chemical engineering; Polymer; Rheology; Scanning electron microscope; Filter cake; Nanotechnology; Composite material; Metallurgy; Drilling","score_opus":0.008832648146684828,"score_gpt":0.17996471471726375,"score_spread":0.17113206657057892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3198446116","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99310774,0.005398114,0.00035688622,0.00010813211,0.0005346057,0.00025978053,0.00002492991,0.00011483169,0.000094989715],"genre_scores_gemma":[0.9987823,0.000054722128,0.00032722778,0.00015421268,0.00046816858,0.000033329852,0.00000918097,0.00015311978,0.000017752898],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99745744,0.00006128103,0.0007634843,0.00034149265,0.00047040035,0.0009059133],"domain_scores_gemma":[0.99772644,0.00043468183,0.00016768299,0.00038281037,0.00020065502,0.0010877033],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00049547595,0.00050991366,0.00054379087,0.00026313952,0.00020438223,0.0002840745,0.00044929792,0.00020441438,0.0000016683036],"category_scores_gemma":[0.0012879161,0.00041880202,0.00017832729,0.00050961366,0.00022760048,0.0004945582,0.00007895975,0.00080356747,0.000007046447],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016403217,0.00001579576,0.000033953478,0.00011717995,0.00014185446,0.000039846662,0.0042812326,0.07592858,0.91826487,0.00009671509,0.00036487958,0.0007134475],"study_design_scores_gemma":[0.00039528983,0.00009143062,0.000117870986,0.0005202385,0.00007909019,0.00027640216,0.0011899754,0.03510424,0.9615026,0.00004549036,0.0005690572,0.00010832625],"about_ca_topic_score_codex":0.00011460299,"about_ca_topic_score_gemma":0.0000712818,"teacher_disagreement_score":0.043237712,"about_ca_system_score_codex":0.00027019714,"about_ca_system_score_gemma":0.00035593772,"threshold_uncertainty_score":0.9998264},"labels":[],"label_agreement":null},{"id":"W3199507464","doi":"10.2118/204040-pa","title":"Identifying Formation Creep: Ultrasonic Bond Logging Field Examples","year":2021,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Annulus (botany); Sonic logging; Ultrasonic sensor; Creep; Petroleum engineering; Drilling; Logging; Azimuth; Well logging; Formation evaluation; Geology; Materials science; Engineering; Acoustics; Mechanical engineering; Composite material; Physics","score_opus":0.02467547310871236,"score_gpt":0.22717674403789914,"score_spread":0.2025012709291868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3199507464","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16693997,0.0012359164,0.82539624,0.000081693935,0.001117215,0.000083576255,0.0000061165674,0.0008208359,0.0043184534],"genre_scores_gemma":[0.9885102,0.0005622152,0.010216601,0.00005941965,0.00035631828,0.000008400061,0.0001606249,0.00005155752,0.000074667216],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988217,0.000019197621,0.00034040032,0.00022535081,0.00022118173,0.0003721931],"domain_scores_gemma":[0.9993714,0.00018172196,0.000042915184,0.0002645281,0.0000639442,0.000075469434],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001894958,0.00019911339,0.00022319582,0.00012738424,0.00015734832,0.00015797894,0.0001131608,0.000097698714,0.00012950606],"category_scores_gemma":[0.00008546352,0.00024052535,0.00010482795,0.00023924155,0.000011669686,0.0003134014,0.000026807675,0.00025699314,0.00010627932],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000511206,0.000018795883,0.000574841,0.000542578,0.000060721566,0.000032037748,0.00078832457,0.798906,0.1819458,0.0024697057,0.0013972044,0.013258861],"study_design_scores_gemma":[0.0003532498,0.00002167787,0.0014101302,0.00044378583,0.000040387335,0.00008924762,0.00031343926,0.7644868,0.20539162,0.0014880745,0.025442235,0.00051937264],"about_ca_topic_score_codex":0.000024012608,"about_ca_topic_score_gemma":0.00003337639,"teacher_disagreement_score":0.8215702,"about_ca_system_score_codex":0.00010372745,"about_ca_system_score_gemma":0.000011456242,"threshold_uncertainty_score":0.98083395},"labels":[],"label_agreement":null},{"id":"W3199692900","doi":"10.3968/12170","title":"Diffcult Point & Solution of Zhengan Shale Gas High Effective Horizontal Well Drilling","year":2020,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Directional drilling; Torque; Oil shale; Engineering; Drilling fluid; Measurement while drilling; Mechanical engineering; Drilling engineering; Waste management","score_opus":0.00704501631671465,"score_gpt":0.19147042987681173,"score_spread":0.1844254135600971,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3199692900","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11089217,0.0021406612,0.8850227,0.00012287809,0.00032679623,0.00016814627,0.000002761328,0.00021696463,0.0011069267],"genre_scores_gemma":[0.99138206,0.001200813,0.0072350693,0.000017268276,0.0000610486,0.00004855742,0.00002720911,0.00002035053,0.000007631413],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992163,0.000014952516,0.0002887834,0.00017690432,0.00013374085,0.00016927367],"domain_scores_gemma":[0.9997759,0.00003555353,0.00003801073,0.000056838006,0.000021631302,0.0000721066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000095847055,0.00014960788,0.00019650564,0.000080688704,0.00004194274,0.000015193263,0.000050734478,0.00004336736,0.000010138756],"category_scores_gemma":[0.000017826089,0.0001546164,0.000019219928,0.00012314603,0.000017999571,0.00048556933,0.00002205911,0.00012539643,0.000019650752],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024708068,0.00001743055,0.00045969654,0.00018866253,0.000017580844,0.0000034126251,0.0030997584,0.94826984,0.0036245284,0.00025225995,0.000022044673,0.044020046],"study_design_scores_gemma":[0.0010917789,0.00013805131,0.0007299074,0.00018728685,0.000007899842,0.0000025192978,0.0009996338,0.8793753,0.09977285,0.00030891926,0.016973762,0.00041211265],"about_ca_topic_score_codex":0.000002939739,"about_ca_topic_score_gemma":0.000017111739,"teacher_disagreement_score":0.8804899,"about_ca_system_score_codex":0.000071272414,"about_ca_system_score_gemma":0.000010046304,"threshold_uncertainty_score":0.6305074},"labels":[],"label_agreement":null},{"id":"W3199794148","doi":"10.2118/206019-ms","title":"A Novel Method to Detect Cement through Direct Measurement – Case Histories","year":2021,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cement; Casing; Petroleum engineering; Logging; Quality (philosophy); Geology; Computer science; Environmental science; Materials science; Physics","score_opus":0.04309269528400938,"score_gpt":0.2670375404263308,"score_spread":0.22394484514232144,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3199794148","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0023917228,0.00051244645,0.9883107,0.00023879595,0.00018622991,0.00012692227,0.00003883969,0.00045716023,0.007737166],"genre_scores_gemma":[0.9282428,0.000106771375,0.071355425,0.00008532249,0.00008257277,0.000037066704,0.000008946979,0.000021513464,0.000059579164],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990724,0.0000179463,0.00020288504,0.00025828282,0.000212226,0.00023628831],"domain_scores_gemma":[0.99950504,0.000029689278,0.000013687047,0.00017442122,0.00017198086,0.000105152285],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025914118,0.00016501991,0.00020282014,0.000043274034,0.00007103927,0.00004933887,0.00004754352,0.00008997097,0.000034681707],"category_scores_gemma":[0.00006754938,0.0001689944,0.000047369584,0.00018118769,0.000017836242,0.0001372318,0.000046784273,0.00015548975,0.000009867492],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029496674,0.00007949782,0.000007118833,0.0003182007,0.000087521286,0.00064554287,0.0016836582,0.027637508,0.87339437,0.0075782062,0.005572702,0.08296617],"study_design_scores_gemma":[0.0013312127,0.0005675301,0.00018292356,0.000820734,0.0002025313,0.0033495543,0.0016997916,0.02072281,0.68649966,0.004862262,0.2779019,0.0018591123],"about_ca_topic_score_codex":0.0000625277,"about_ca_topic_score_gemma":0.00015263553,"teacher_disagreement_score":0.92585105,"about_ca_system_score_codex":0.00013379903,"about_ca_system_score_gemma":0.000027062637,"threshold_uncertainty_score":0.6891392},"labels":[],"label_agreement":null},{"id":"W3199831389","doi":"10.3968/12103","title":"Analysis of Drill Pipe Failure Mechanism in SHYB-583 Well in Saudi Arabia","year":2020,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drill string; Drill pipe; Vibration; Structural engineering; Drill; Engineering; Stress (linguistics); Geotechnical engineering; Mechanical engineering; Acoustics; Physics","score_opus":0.010137893540903796,"score_gpt":0.20735516867825457,"score_spread":0.19721727513735077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3199831389","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21931788,0.003416622,0.7744237,0.00041505267,0.00027928888,0.0002018924,0.000005236672,0.00019146259,0.0017488168],"genre_scores_gemma":[0.9928802,0.0018805666,0.0050962036,0.000050444647,0.000011466321,0.00003275716,0.000025642616,0.000013830066,0.000008842519],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904555,0.000014984452,0.0004274827,0.00019855336,0.00013590968,0.00017753596],"domain_scores_gemma":[0.9997924,0.00002857882,0.000036374553,0.0000749424,0.000012907429,0.00005477267],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013789165,0.00014148488,0.00030395258,0.00045664044,0.00001217889,0.000013085694,0.00006876294,0.00005140579,0.00001798883],"category_scores_gemma":[0.000015540456,0.00015397953,0.000023066777,0.00079045055,0.00000946965,0.00038272745,0.000020730591,0.00013001167,0.000006386559],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009905537,0.000012718378,0.0055305418,0.00007464506,0.000023966702,0.0000056315616,0.0023731762,0.9866863,0.0005167413,0.00020292669,0.000005322478,0.0045581507],"study_design_scores_gemma":[0.00058656733,0.000020448715,0.0024566557,0.000088019304,0.000012703037,2.978917e-7,0.001036697,0.975486,0.009076734,0.00023235311,0.010742625,0.00026091322],"about_ca_topic_score_codex":0.000003855972,"about_ca_topic_score_gemma":0.0005962008,"teacher_disagreement_score":0.7735624,"about_ca_system_score_codex":0.000070219416,"about_ca_system_score_gemma":0.000015161308,"threshold_uncertainty_score":0.6279103},"labels":[],"label_agreement":null},{"id":"W3199895250","doi":"10.32393/csme.2021.36","title":"Injecting A Viscoplastic Fluid In A Channel Filled With A Lower Density Newtonian Fluid: Effects Of Premixing","year":2021,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering. Volume 4","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Concordia University; Petroleum Technology Alliance Canada; Compute Canada","keywords":"Viscoplasticity; Non-Newtonian fluid; Bingham plastic; Newtonian fluid; Herschel–Bulkley fluid; Generalized Newtonian fluid; Materials science; Mechanics; Rheology; Composite material; Physics; Thermodynamics; Constitutive equation; Finite element method","score_opus":0.002799708446815165,"score_gpt":0.17344933470416246,"score_spread":0.1706496262573473,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3199895250","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93268794,0.0044475053,0.059593566,0.00009755868,0.0016161993,0.0007516366,0.000017027749,0.0005743641,0.00021420802],"genre_scores_gemma":[0.9952356,0.000038647308,0.0043385522,0.000018028633,0.00008484668,0.000112883776,0.000010373346,0.00013288687,0.000028146209],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99765044,0.000029685752,0.00049770676,0.00044790332,0.00026586567,0.0011083706],"domain_scores_gemma":[0.99884033,0.00014790229,0.000035657435,0.00037614146,0.000071056886,0.0005288986],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002764374,0.00040338343,0.000618913,0.0005689696,0.000035054058,0.000052335847,0.00023355795,0.00026219618,0.000022064627],"category_scores_gemma":[0.00035126312,0.0004611942,0.00008664375,0.0011219007,0.000026769145,0.00013952798,0.00005436637,0.0006099376,0.0000069774346],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025098068,0.000061198065,0.0037412387,0.0017367571,0.00009455313,0.0016550185,0.00039504387,0.98566836,0.003384733,0.00021552468,0.000031655123,0.0029907995],"study_design_scores_gemma":[0.0008789391,0.0001006486,0.0013764855,0.0018485683,0.000024396557,0.00007639101,0.000020958769,0.98389447,0.010952,0.000019040992,0.00029142655,0.00051666127],"about_ca_topic_score_codex":0.0041373093,"about_ca_topic_score_gemma":0.041647468,"teacher_disagreement_score":0.0625477,"about_ca_system_score_codex":0.00056854764,"about_ca_system_score_gemma":0.00025510121,"threshold_uncertainty_score":0.999784},"labels":[],"label_agreement":null},{"id":"W3199903924","doi":"10.2118/205984-ms","title":"A Real-Time Probabilistic Slide Drilling Dysfunction Advisory to Assist Remote Directional Drilling Operations","year":2021,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Drilling; Measurement while drilling; Directional drilling; Probabilistic logic; Bayesian network; Computer science; Crew; Missile; Simulation; Artificial intelligence; Engineering; Mechanical engineering","score_opus":0.012536585086994878,"score_gpt":0.2265248491500215,"score_spread":0.21398826406302662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3199903924","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.224963,0.00016899388,0.7523424,0.0006037098,0.00057494885,0.00037489703,0.00008935909,0.0019011857,0.018981487],"genre_scores_gemma":[0.9836819,0.00030560288,0.014906088,0.000051978346,0.00029352753,0.000024723346,0.0001447018,0.000040417635,0.0005510608],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987862,0.000028707896,0.00032485902,0.00037068277,0.00019746965,0.00029204035],"domain_scores_gemma":[0.9993142,0.00006767304,0.000017055594,0.0002024915,0.00022752846,0.00017105561],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018942534,0.00020762323,0.00023578596,0.00011525164,0.00018048621,0.00013159268,0.00006289923,0.00015843532,0.00010265641],"category_scores_gemma":[0.00016079325,0.00022641904,0.00006540575,0.00032795285,0.000036947218,0.00025681988,0.000035318644,0.0002605322,0.000083083956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024094257,0.000050987168,0.000039632316,0.00015328114,0.000038695962,0.000029076764,0.00029435672,0.56660795,0.40978312,0.004861076,0.0014050177,0.016712708],"study_design_scores_gemma":[0.0006126405,0.00023230468,0.0026831366,0.0010632514,0.00010776069,0.00018207672,0.000397742,0.94130254,0.03933622,0.0048990133,0.0080085965,0.0011747092],"about_ca_topic_score_codex":0.00004755316,"about_ca_topic_score_gemma":0.0000913924,"teacher_disagreement_score":0.7587189,"about_ca_system_score_codex":0.00010590251,"about_ca_system_score_gemma":0.000051509738,"threshold_uncertainty_score":0.92331004},"labels":[],"label_agreement":null},{"id":"W3200052330","doi":"","title":"Using Seismic Data to Identify Temporal Increases in Mining-Induced Stress","year":2020,"lang":"en","type":"article","venue":"ISRM International Symposium - EUROCK 2020","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University","funders":"","keywords":"Stress (linguistics); Geology; Data mining; Computer science","score_opus":0.0647177536375796,"score_gpt":0.3037602718855651,"score_spread":0.2390425182479855,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200052330","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9819711,0.00006443092,0.014368726,0.00089847314,0.000984978,0.00014116458,0.00019995472,0.00034734927,0.0010238122],"genre_scores_gemma":[0.9974491,0.000023442528,0.001081417,0.00042508222,0.0007155228,0.000006023241,0.00019496985,0.00007068423,0.000033757155],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986349,0.00002056994,0.0003683573,0.00040583368,0.00031032815,0.0002600225],"domain_scores_gemma":[0.9993847,0.00005240714,0.00003676624,0.00028467065,0.00003903038,0.0002024316],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007498335,0.00021915407,0.00020332797,0.00010043217,0.000045967485,0.000095836054,0.0008430457,0.0000631982,0.00003990231],"category_scores_gemma":[0.000102897386,0.00026215252,0.000042257412,0.00034779985,0.0000066250436,0.00033406835,0.00049710064,0.00020957224,0.00008402085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001717968,0.00002576795,0.007715592,0.000057841546,0.00005935059,0.000105960105,0.00044222313,0.90947235,0.07993015,0.000008924644,0.0018937613,0.0002709271],"study_design_scores_gemma":[0.00030270318,0.00002367418,0.0017456558,0.00013273259,0.000013798079,0.000014930335,0.00007298613,0.9828688,0.005814384,0.000003357493,0.008715778,0.00029121697],"about_ca_topic_score_codex":0.0002771241,"about_ca_topic_score_gemma":0.000045826022,"teacher_disagreement_score":0.07411577,"about_ca_system_score_codex":0.00009221087,"about_ca_system_score_gemma":0.000020700087,"threshold_uncertainty_score":0.9999831},"labels":[],"label_agreement":null},{"id":"W3200834021","doi":"10.1016/j.jprocont.2021.08.016","title":"Observer-based control of vertical penetration rate in rotary drilling systems","year":2021,"lang":"en","type":"article","venue":"Journal of Process Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Western University","keywords":"Control theory (sociology); Torque; Drilling; Angular velocity; Engineering; Rotational speed; Penetration (warfare); Simulation; Computer science; Control engineering; Control (management); Mechanical engineering; Physics; Artificial intelligence","score_opus":0.00734864508036046,"score_gpt":0.2029563505890001,"score_spread":0.19560770550863965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3200834021","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57151335,0.004779555,0.42270264,0.00008772515,0.0006587224,0.00011450323,0.000005158194,0.000034338,0.00010403209],"genre_scores_gemma":[0.99959713,0.000043149554,0.00011145158,0.000029442852,0.0001832372,0.0000057963534,0.0000014514508,0.000024207842,0.000004118549],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987159,0.00005905417,0.00070973247,0.00008503729,0.00023068307,0.00019963457],"domain_scores_gemma":[0.99921095,0.00020519356,0.00009744987,0.000095041505,0.00030816704,0.00008320494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004765977,0.00013012374,0.00045299632,0.0001349912,0.000015506934,0.000035698915,0.00010940265,0.00008558924,0.000008254437],"category_scores_gemma":[0.00019187931,0.00012303639,0.00010323843,0.00020646439,0.000011811597,0.00018960374,0.0000017821236,0.00027283301,0.0000013229834],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060759823,0.000033880577,0.003284662,0.00041586155,0.000071005066,0.00007593934,0.000052165655,0.9540093,0.041696385,0.000053614902,0.000008430683,0.00023798565],"study_design_scores_gemma":[0.0034877823,0.00006290571,0.0025172133,0.00050113566,0.000059490805,0.000020176147,0.000058417543,0.97030866,0.02275881,0.000036953756,0.00006752395,0.000120954486],"about_ca_topic_score_codex":0.0000034523546,"about_ca_topic_score_gemma":0.0000045448874,"teacher_disagreement_score":0.4280838,"about_ca_system_score_codex":0.000060680755,"about_ca_system_score_gemma":0.00012199078,"threshold_uncertainty_score":0.5017278},"labels":[],"label_agreement":null},{"id":"W3201219867","doi":"10.32393/csme.2021.111","title":"Experimental Study Of Viscoplastic Fluid Placement In A Confined Geometry With Application In The Plug And Abandonment Of Oil And Gas Wells","year":2021,"lang":"en","type":"article","venue":"Progress in Canadian Mechanical Engineering. Volume 4","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Spark plug; Viscoplasticity; Abandonment (legal); Mechanics; Petroleum engineering; Materials science; Geology; Geometry; Mechanical engineering; Engineering; Structural engineering; Physics; Mathematics; Finite element method","score_opus":0.004106805235874114,"score_gpt":0.19476647630726338,"score_spread":0.19065967107138926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201219867","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9962331,0.0022248195,0.0011714963,0.000041140862,0.000051825904,0.00021974015,0.0000073243186,0.000019646077,0.00003088252],"genre_scores_gemma":[0.99933565,0.00006781796,0.0003700105,0.0000063787256,0.00001039081,0.00017451988,0.0000050319795,0.000025817313,0.00000439074],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989705,0.00001873547,0.0003245655,0.00021113691,0.0001727914,0.0003022509],"domain_scores_gemma":[0.99960554,0.000061594066,0.000022728518,0.00017712546,0.000013160957,0.00011985091],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002534432,0.00016355059,0.00027906112,0.00026430472,0.000010312791,0.000017018065,0.000098731594,0.00006425327,0.000007645765],"category_scores_gemma":[0.00001955507,0.00015354148,0.000012925506,0.00039786135,0.0000222432,0.000038819126,0.000024853092,0.00018247013,2.7819547e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005783703,0.00053900643,0.035389014,0.0008037024,0.00008388383,0.00018021102,0.0035476405,0.9469447,0.004452942,0.0006821156,0.0000095503065,0.0073094103],"study_design_scores_gemma":[0.0021207654,0.00032514796,0.008294647,0.0003066259,0.000016332002,0.000023040619,0.0008872143,0.98085296,0.0066251825,0.000004863835,0.00027860812,0.00026462553],"about_ca_topic_score_codex":0.0046186037,"about_ca_topic_score_gemma":0.019312914,"teacher_disagreement_score":0.033908263,"about_ca_system_score_codex":0.00013583504,"about_ca_system_score_gemma":0.00003895096,"threshold_uncertainty_score":0.99858207},"labels":[],"label_agreement":null},{"id":"W3201291835","doi":"10.2118/205953-ms","title":"A Generalized Model for the Field Assessment of Drilling Fluid Viscoelasticity","year":2021,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Viscoelasticity; Rheometer; Drilling fluid; Rheology; Viscometer; Materials science; Xanthan gum; Elasticity (physics); Mechanics; Viscosity; Drilling; Composite material; Physics","score_opus":0.021660045455361054,"score_gpt":0.2786228516151142,"score_spread":0.25696280615975314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201291835","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03206269,0.00019889417,0.9664734,0.0002760955,0.0000767044,0.000101438956,0.000032944303,0.00010959901,0.00066823035],"genre_scores_gemma":[0.9883469,0.00052173075,0.010916045,0.00007058761,0.000055762357,0.000025424739,0.000016151536,0.000010881296,0.00003652312],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994706,0.000006544535,0.00017677383,0.000121069774,0.00008831003,0.00013670191],"domain_scores_gemma":[0.999552,0.00017511532,0.000016461372,0.00012150368,0.0000996428,0.000035248293],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011309308,0.00009038721,0.00014517922,0.000022829485,0.00005035992,0.000025237676,0.000055529876,0.000078747486,0.000014708311],"category_scores_gemma":[0.000059606027,0.00007306526,0.00005512149,0.000069373426,0.000023898132,0.000071845534,0.000026201522,0.00011836067,4.193169e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012629396,0.000026204796,0.00003196483,0.0001830507,0.000034750934,0.0000019985073,0.00012446559,0.82582915,0.124813646,0.04147219,0.0017236549,0.005746313],"study_design_scores_gemma":[0.0001772829,0.000037626934,0.00010330181,0.0000714414,0.000025438063,0.0000029080652,0.000041596937,0.9723659,0.024028877,0.0027010813,0.00034936584,0.00009514635],"about_ca_topic_score_codex":0.0000054408406,"about_ca_topic_score_gemma":0.000012984286,"teacher_disagreement_score":0.9562842,"about_ca_system_score_codex":0.000011991221,"about_ca_system_score_gemma":0.000025754198,"threshold_uncertainty_score":0.2979515},"labels":[],"label_agreement":null},{"id":"W3201423881","doi":"10.2118/206340-ms","title":"Natural Language Processing Applied to Reduction of False and Missed Alarms in Kick and Lost Circulation Detection","year":2021,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Computer science; Context (archaeology); Lost circulation; Robustness (evolution); Volume (thermodynamics); Real-time computing; Geology; Engineering; Drilling fluid; Drilling","score_opus":0.008904680196363136,"score_gpt":0.2216583526128089,"score_spread":0.21275367241644574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201423881","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98083895,0.0006781603,0.01789387,0.00006739456,0.000039198527,0.00010206639,0.000004068604,0.00008598906,0.00029031566],"genre_scores_gemma":[0.9992245,0.00010861024,0.0005901883,0.00001009326,0.000031791864,0.000005392205,0.000013371047,0.00000911871,0.0000069328034],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9995295,0.0000067921073,0.0001438383,0.00015470585,0.00006558034,0.0000996222],"domain_scores_gemma":[0.99983793,0.000010076538,0.0000159044,0.000053187854,0.000041057927,0.000041847066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007869251,0.00008252779,0.0001203119,0.000083490486,0.00002201641,0.0000284846,0.0000146998245,0.00007958787,0.000002452873],"category_scores_gemma":[0.000021620344,0.00008836855,0.000009454785,0.00016562818,0.000023163355,0.00012994221,0.000015595464,0.0001249839,7.697137e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012944485,0.000008336295,0.000053864613,0.00015861937,0.0000025146512,0.000002705244,0.00061390107,0.0023639326,0.9159628,0.0001324743,0.000005334928,0.08068258],"study_design_scores_gemma":[0.0011484186,0.00012789865,0.04911425,0.00093510584,0.000043376236,0.00018633736,0.004382309,0.18137212,0.760083,0.001763605,0.00016147934,0.00068205607],"about_ca_topic_score_codex":0.000013237286,"about_ca_topic_score_gemma":0.000032767613,"teacher_disagreement_score":0.17900819,"about_ca_system_score_codex":0.00001800593,"about_ca_system_score_gemma":0.0000070053875,"threshold_uncertainty_score":0.36035648},"labels":[],"label_agreement":null},{"id":"W3201427972","doi":"","title":"Plate Boundary Stress, Thermal and Rheological Control of Intraplate Deformation the 1.9 Ga Kapuskasing uplift, Superior Province, Canada","year":2005,"lang":"en","type":"article","venue":"AGU Fall Meeting Abstracts","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Intraplate earthquake; Deformation (meteorology); Boundary (topology); Geology; Stress (linguistics); Rheology; Materials science; Seismology; Composite material; Oceanography","score_opus":0.004220405728739865,"score_gpt":0.1683234021117852,"score_spread":0.16410299638304535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201427972","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9957254,0.0011685733,0.0005071414,0.00016187209,0.00020231311,0.000156539,0.000017686323,0.00015937012,0.0019011332],"genre_scores_gemma":[0.9991728,0.00007653284,0.00049724925,0.000054124906,0.0001409154,0.0000062334343,0.0000085353695,0.000027520433,0.000016102222],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988846,0.00002517609,0.0004156009,0.00013596531,0.00018905972,0.000349608],"domain_scores_gemma":[0.99944323,0.00021432787,0.00008027821,0.00014578206,0.000031773518,0.00008462096],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038433817,0.00019324898,0.0002138909,0.00003726998,0.00013429308,0.00006415036,0.00013509113,0.000089161855,0.0000018360972],"category_scores_gemma":[0.00008442002,0.00014700867,0.000033268472,0.000060708604,0.00006209665,0.00018182147,0.000020242409,0.0002893733,0.0000027572894],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015757876,0.000007897921,0.006665909,0.000102021615,0.000040889114,0.000010196681,0.00021334825,0.98055214,0.0037458409,0.000025297782,0.000051944044,0.008568778],"study_design_scores_gemma":[0.00088929426,0.00004599487,0.106625825,0.0004184238,0.00006235734,0.000071375754,0.00019825003,0.8716672,0.014676588,0.000015490563,0.0048352377,0.00049394544],"about_ca_topic_score_codex":0.046112552,"about_ca_topic_score_gemma":0.12203687,"teacher_disagreement_score":0.1088849,"about_ca_system_score_codex":0.00007043957,"about_ca_system_score_gemma":0.00008352112,"threshold_uncertainty_score":0.96023947},"labels":[],"label_agreement":null},{"id":"W3201466733","doi":"10.4095/328837","title":"New core and downhole geophysical data sets from the Bells Corners Borehole Calibration Facility Ottawa, Ontario","year":2021,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Borehole; Geology; Calibration; Core (optical fiber); Seismology; Geophysics; Geotechnical engineering; Engineering; Physics; Telecommunications","score_opus":0.05024304546761656,"score_gpt":0.24344404797323468,"score_spread":0.1932010025056181,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201466733","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19136105,0.027889876,0.5251604,0.0007608916,0.021494536,0.0027677556,0.020673364,0.0049062176,0.20498593],"genre_scores_gemma":[0.66606134,0.00615436,0.023983449,0.00050579605,0.008201113,0.00007794963,0.17205952,0.00075276446,0.12220369],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9982477,0.00001600705,0.00039138086,0.00058632996,0.00046862266,0.00028998402],"domain_scores_gemma":[0.99826616,0.00015691564,0.00005194863,0.0013041085,0.000049396072,0.0001714744],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002270273,0.00038902953,0.00046950858,0.000027941314,0.00007252262,0.00018215415,0.0004165426,0.00031721563,0.00038332888],"category_scores_gemma":[0.000057282203,0.00030793872,0.0000691788,0.00010729818,0.0000315118,0.00018714902,0.0002588751,0.00077159907,0.000025970452],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004180425,0.000022516962,0.0034589479,0.0001982959,0.00054165174,0.00005923397,0.0006915181,0.10817709,0.00027524645,0.000028765222,0.85928416,0.027258374],"study_design_scores_gemma":[0.00027930865,0.000016532002,0.010540874,0.00022491449,0.00022768743,0.00002064479,0.00006004948,0.23661429,0.00022715174,0.00010452016,0.75092286,0.0007611716],"about_ca_topic_score_codex":0.19825986,"about_ca_topic_score_gemma":0.103588164,"teacher_disagreement_score":0.5011769,"about_ca_system_score_codex":0.00021492317,"about_ca_system_score_gemma":0.00063387805,"threshold_uncertainty_score":0.9999373},"labels":[],"label_agreement":null},{"id":"W3201526866","doi":"10.2118/206138-ms","title":"Application of Gravity-Assisted Wellbore Segregation to Wireline Sampling Operations. A Low Permeability Case Study","year":2021,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Wireline; Wellbore; Petroleum engineering; Permeability (electromagnetism); Straddle; Artificial lift; Geology; Wellhead; Sampling (signal processing); Engineering; Geotechnical engineering; Chemistry; Electrical engineering; Membrane; Telecommunications","score_opus":0.019540678305565995,"score_gpt":0.2713823379656562,"score_spread":0.2518416596600902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201526866","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.69438636,0.00003200135,0.30491966,0.000081207356,0.000036477355,0.00025574362,0.000033426426,0.00017784239,0.000077299046],"genre_scores_gemma":[0.9958187,0.000026710744,0.0039318167,0.000018537203,0.000041898857,0.000053889944,0.000084411215,0.000015077738,0.000008981445],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991116,0.000027533291,0.0003242335,0.00026246143,0.00013445107,0.0001397337],"domain_scores_gemma":[0.99933726,0.00003690424,0.000018953873,0.00024071893,0.0002775378,0.00008863564],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020932348,0.00013331177,0.0002001859,0.000072084076,0.00007810462,0.000041264502,0.000048839822,0.00009337336,0.0000114288305],"category_scores_gemma":[0.00007122467,0.00014077769,0.000035837493,0.00031714854,0.000028298076,0.00014950412,0.000037515012,0.0001588327,0.0000051682205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005027613,0.00093444687,0.0032026032,0.000697712,0.00007118789,0.00022271849,0.0036692657,0.38218728,0.43825543,0.0045685773,0.00018022364,0.16596028],"study_design_scores_gemma":[0.001808419,0.0007879899,0.032345112,0.0005813802,0.00019692756,0.0012922976,0.0130694695,0.86705494,0.07807764,0.002848639,0.0006067297,0.0013304409],"about_ca_topic_score_codex":0.00015899925,"about_ca_topic_score_gemma":0.0005744506,"teacher_disagreement_score":0.4848677,"about_ca_system_score_codex":0.000039649523,"about_ca_system_score_gemma":0.000024328589,"threshold_uncertainty_score":0.57407475},"labels":[],"label_agreement":null},{"id":"W3201574138","doi":"10.48336/2jfg-4h91","title":"Investigation of drilling performance and penetration mechanism using passive vibration assisted rotary drilling technology","year":2022,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Jashore University of Science and Technology; Memorial University of Newfoundland; Mitacs","keywords":"Rate of penetration; Drilling; Measurement while drilling; Drill bit; Drilling fluid; Petroleum engineering; Drill; Engineering; Torque; Mechanical engineering; Compressive strength; Penetration rate; Geotechnical engineering; Materials science; Composite material","score_opus":0.01963645757430147,"score_gpt":0.2190378782372335,"score_spread":0.19940142066293204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201574138","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9853806,0.000100991914,0.0022385758,0.000009812617,0.0069278707,0.00060970534,0.000025875424,0.0003540346,0.00435257],"genre_scores_gemma":[0.9942517,0.00053182204,0.0011201084,7.710436e-7,0.0011274898,0.0000013152174,0.00037883996,0.00008254047,0.002505378],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973269,0.0003115339,0.0003881012,0.00062204245,0.0008428854,0.0005085488],"domain_scores_gemma":[0.9984799,0.0001683283,0.00025368523,0.00038442606,0.00052325404,0.00019043057],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004859898,0.0003898738,0.0005384752,0.0027488314,0.0012299204,0.0000838046,0.0005501714,0.00069746474,0.000024200286],"category_scores_gemma":[0.000061491824,0.0005584801,0.00013321683,0.0021145148,0.00017146477,0.00077414745,0.00017306469,0.0013148912,0.0000019993306],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013011241,0.000048677557,0.0004630078,0.0017866169,0.0005809354,0.00050953595,0.0027358315,0.21734507,0.7673828,0.005259392,0.00017480628,0.0024121962],"study_design_scores_gemma":[0.0037370804,0.0008629381,0.000863332,0.0012712531,0.00076116686,0.00007238353,0.017996427,0.4842724,0.48025548,0.00049988454,0.0075011044,0.0019065663],"about_ca_topic_score_codex":0.00036404678,"about_ca_topic_score_gemma":0.00009268946,"teacher_disagreement_score":0.28712732,"about_ca_system_score_codex":0.0012536226,"about_ca_system_score_gemma":0.00049292616,"threshold_uncertainty_score":0.99968666},"labels":[],"label_agreement":null},{"id":"W3201891922","doi":"","title":"A simulation study of water-coning using downhole water sink technology.","year":2008,"lang":"en","type":"dissertation","venue":"oURspace (University of Regina)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Faculty of Graduate Studies and Research, University of Alberta; Petroleum Technology Research Centre","keywords":"Sink (geography); Petroleum engineering; Environmental science; Engineering; Geography; Cartography","score_opus":0.008930900780773373,"score_gpt":0.19515615226236485,"score_spread":0.18622525148159147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3201891922","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9913912,0.00016120682,0.0067550805,0.00074371725,0.0002757208,0.00021324541,0.0000032970167,0.0002524966,0.00020404937],"genre_scores_gemma":[0.99240154,0.00006533337,0.00087801344,2.6656625e-7,0.000022739645,2.6272298e-7,0.00007030633,0.000050577542,0.006510951],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926794,0.000013140901,0.000033731412,0.0002173031,0.00019719743,0.0002707073],"domain_scores_gemma":[0.99945277,0.000017318813,0.00007405245,0.00028830138,0.00012704132,0.000040532035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000073576535,0.0002307858,0.0004330988,0.0006511456,0.00012083863,0.00000686999,0.00021501126,0.00032261942,0.0000040513005],"category_scores_gemma":[0.000006319776,0.00024262398,0.000079295954,0.00021441511,0.000035212266,0.00014554408,0.000031341155,0.00028400746,0.000008760138],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016346434,0.000025622323,0.00015748723,0.00023577944,0.00012979493,0.000033528686,0.0049174423,0.9727566,0.020985438,0.000005722296,0.00023501454,0.0005011809],"study_design_scores_gemma":[0.0014288494,0.0002650911,0.00015999991,0.00078616495,0.00043664483,0.000009022897,0.043921206,0.8566785,0.043779384,0.0000051616526,0.051715706,0.00081430847],"about_ca_topic_score_codex":0.000023318567,"about_ca_topic_score_gemma":0.000078076446,"teacher_disagreement_score":0.11607818,"about_ca_system_score_codex":0.00007156323,"about_ca_system_score_gemma":0.000014685112,"threshold_uncertainty_score":0.98939186},"labels":[],"label_agreement":null},{"id":"W3202807165","doi":"","title":"A study of numerical and experimental modeling of viscous fingering in a two-dimensional consolidated porous medium.","year":2000,"lang":"en","type":"dissertation","venue":"oURspace (University of Regina)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Canadian Bureau for International Education","keywords":"Porous medium; Viscous fingering; Mechanics; Materials science; Porosity; Viscous liquid; Composite material; Physics","score_opus":0.008124297671709768,"score_gpt":0.21695508026266663,"score_spread":0.20883078259095686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3202807165","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99819213,0.00073241914,0.00029930618,0.00020797663,0.00010853232,0.00017064283,0.000007556097,0.000054772554,0.0002266848],"genre_scores_gemma":[0.99875784,0.00006406968,0.0005697757,3.8744727e-7,0.000009669019,5.237515e-7,0.00003152177,0.000033031385,0.00053315406],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993198,0.000019467607,0.00005088211,0.00020859898,0.00022778184,0.00017346647],"domain_scores_gemma":[0.9996133,0.000029272976,0.00009692348,0.00015805392,0.00004370879,0.00005872939],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007535076,0.00020184621,0.00053498335,0.00034907018,0.000029241848,0.0000038900766,0.0001314366,0.000110659435,0.000004742543],"category_scores_gemma":[0.0000048997113,0.00027868495,0.000054894062,0.00020933455,0.00002983039,0.00008706257,0.000024415916,0.00022174607,6.111608e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011571076,0.000078813086,0.00008576168,0.00021653718,0.00009641645,0.000054196113,0.0058583897,0.98860157,0.00446762,0.00000517962,0.00020594645,0.000213849],"study_design_scores_gemma":[0.0020391024,0.00022046125,0.0002218449,0.00085845194,0.00010819785,0.0000133270605,0.038851,0.95495415,0.0021836266,0.0000012130429,0.00018128507,0.0003673203],"about_ca_topic_score_codex":0.00015559388,"about_ca_topic_score_gemma":0.00022435558,"teacher_disagreement_score":0.03364741,"about_ca_system_score_codex":0.00005699882,"about_ca_system_score_gemma":0.000039123384,"threshold_uncertainty_score":0.99996656},"labels":[],"label_agreement":null},{"id":"W3204051587","doi":"10.3997/2214-4609.202011207","title":"The Impact of Pore Aspect Ratio on Elastic Parameters: A Physical Modeling Study","year":2021,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Aspect ratio (aeronautics); Materials science; Elastic modulus; Shear modulus; Bulk modulus; Ellipsoid; Wave velocity; Measure (data warehouse); Modulus; Composite material; Shear (geology); Mechanics; Geology; Physics; Computer science","score_opus":0.016115475195281212,"score_gpt":0.2502664588726734,"score_spread":0.23415098367739218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3204051587","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91378844,0.00006059532,0.083816245,0.0000051593956,0.00010235111,0.000072789284,0.0000013240709,0.00014249445,0.002010588],"genre_scores_gemma":[0.99970126,0.000009734371,0.00015434138,0.0000013732406,0.000054642715,0.0000062682484,0.0000019612978,0.000022503762,0.00004794245],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999475,0.000013467717,0.00013317967,0.00010100553,0.00011858251,0.00015876617],"domain_scores_gemma":[0.9995511,0.00015478797,0.000008817196,0.00021935662,0.000028567023,0.00003736935],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006723671,0.000112709764,0.00014524555,0.000024965966,0.000035908768,0.000036115878,0.00007109283,0.000018239582,0.0000058214837],"category_scores_gemma":[0.000047592723,0.00007188671,0.00010663496,0.0001356211,0.000006554541,0.000035257635,0.000012830564,0.0001271672,0.000009156601],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036646986,0.00006232941,0.000056579258,0.0000064314145,0.000110667504,0.000007462271,0.00027808672,0.9973006,0.0012505044,0.00017748303,0.000030875588,0.00071526394],"study_design_scores_gemma":[0.00015015877,0.00012101217,0.00014975147,0.000018168297,0.000014575932,0.0000023561809,0.00028033613,0.9968623,0.002183087,0.00013216799,0.000002071727,0.0000840195],"about_ca_topic_score_codex":0.00001825504,"about_ca_topic_score_gemma":0.0000051780744,"teacher_disagreement_score":0.08591278,"about_ca_system_score_codex":0.000037314945,"about_ca_system_score_gemma":0.000015711506,"threshold_uncertainty_score":0.29314548},"labels":[],"label_agreement":null},{"id":"W3205158563","doi":"10.1115/omae2021-62627","title":"Placing Off-Bottom Cement Plugs: Effects of Domain Geometry","year":2021,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Injector; Spark plug; Cement; Petroleum engineering; Casing; Slurry; Oil well; Lost circulation; Flow (mathematics); Wellbore; Geology; Oil field; Geotechnical engineering; Injection well; Tube (container); Mechanics; Drilling fluid; Materials science; Mechanical engineering; Engineering; Drilling; Composite material","score_opus":0.00231140956551209,"score_gpt":0.17050662692069393,"score_spread":0.16819521735518184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3205158563","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9245219,0.007074131,0.06354768,0.00016365055,0.0009280569,0.00009290261,0.000009784687,0.0016640335,0.0019978618],"genre_scores_gemma":[0.99200696,0.00027920454,0.006224537,0.000014081984,0.000083336156,0.0000382502,0.000014122801,0.00007667553,0.00126283],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99855477,0.00001712643,0.00037693258,0.00031417562,0.00020061628,0.0005363885],"domain_scores_gemma":[0.9991758,0.000074352334,0.00005286414,0.0005671238,0.000056103272,0.00007379385],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013156107,0.00026423574,0.00045615216,0.00064207485,0.00004908789,0.000017993674,0.0002683974,0.00034128025,0.00014096251],"category_scores_gemma":[0.00010818194,0.0003079865,0.00010918796,0.00084277155,0.00007084658,0.00006471746,0.000119919176,0.00045300147,0.00013579006],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000024055293,0.00024531703,0.009723695,0.0029123048,0.00086732715,0.00065021805,0.00031744424,0.45845428,0.45484257,0.00420355,0.0062682247,0.061490998],"study_design_scores_gemma":[0.0024147576,0.00033149804,0.0011583882,0.0006762047,0.00013063345,0.0001704137,0.0005072598,0.2660845,0.57175463,0.0011871892,0.15445131,0.0011332214],"about_ca_topic_score_codex":0.000006341406,"about_ca_topic_score_gemma":0.000004578513,"teacher_disagreement_score":0.1923698,"about_ca_system_score_codex":0.0001306509,"about_ca_system_score_gemma":0.000029457737,"threshold_uncertainty_score":0.99993724},"labels":[],"label_agreement":null},{"id":"W3205237953","doi":"10.1115/omae2021-62785","title":"Research on Kick Detection Model Based on Machine Learning","year":2021,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Support vector machine; Warning system; Artificial neural network; Computer science; ALARM; Constant false alarm rate; Artificial intelligence; Machine learning; Lag; Random forest; Data mining; Engineering","score_opus":0.014692230420651348,"score_gpt":0.24166237949282862,"score_spread":0.22697014907217727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3205237953","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42819765,0.0009208831,0.53045577,0.001697296,0.0008584489,0.00016847995,0.000019481984,0.007853443,0.02982858],"genre_scores_gemma":[0.99339247,0.00005440166,0.0012205896,0.000027211066,0.00007541525,0.000047105583,0.000016705379,0.000097582706,0.0050685247],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99843705,0.00004675173,0.0002086265,0.0003934778,0.0003158312,0.0005982473],"domain_scores_gemma":[0.9992145,0.00007829904,0.000019546713,0.00051953155,0.00009295867,0.00007516932],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032988962,0.0002189006,0.00023636824,0.0010837294,0.00017571796,0.00003935644,0.00022145652,0.00037567277,0.00012870842],"category_scores_gemma":[0.00016557323,0.00024964625,0.00007372706,0.0009405207,0.000056826124,0.00004323352,0.000054624732,0.0016147537,0.0005868058],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015146443,0.000032512922,0.0001236257,0.000036993257,0.000016394846,0.000035234985,0.000008737654,0.9720848,0.014217633,0.0002721385,0.0003502681,0.01280647],"study_design_scores_gemma":[0.0003437614,0.00021936782,0.000029481265,0.00005744775,0.0000062072854,0.000010348351,0.00003880044,0.9238522,0.047841616,0.00018376984,0.027207939,0.00020906363],"about_ca_topic_score_codex":0.00001163983,"about_ca_topic_score_gemma":0.000019221945,"teacher_disagreement_score":0.56519485,"about_ca_system_score_codex":0.00023625843,"about_ca_system_score_gemma":0.000031348656,"threshold_uncertainty_score":0.9999956},"labels":[],"label_agreement":null},{"id":"W3205272161","doi":"10.1115/omae2021-62537","title":"Numerical Analysis of Cuttings Accumulation Tendency in Horizontal Annulus at Different Drilling Conditions","year":2021,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Annulus (botany); Mechanics; Pressure drop; Computational fluid dynamics; Rotational speed; Mass flow rate; Turbulence; Drill pipe; Drilling; Eccentricity (behavior); Drilling fluid; Geotechnical engineering; Geology; Materials science; Physics; Engineering; Mechanical engineering; Classical mechanics","score_opus":0.007705381123373789,"score_gpt":0.22804654762838564,"score_spread":0.22034116650501184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3205272161","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9610504,0.0005165906,0.03689152,0.00013847843,0.00018472112,0.00004412123,0.000026261701,0.0006040023,0.00054390304],"genre_scores_gemma":[0.9988105,0.00006941042,0.00053934363,0.000004854167,0.000030289615,0.000024938749,0.00013645555,0.000035949735,0.0003481994],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867743,0.000017401495,0.00045936045,0.00030272434,0.0001651041,0.0003779541],"domain_scores_gemma":[0.99941564,0.00004955151,0.00006402482,0.00035221185,0.000062796156,0.000055807435],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006270468,0.00020636765,0.00052503264,0.0012228459,0.00005300109,0.000013729508,0.00016275431,0.0002695888,0.00030473986],"category_scores_gemma":[0.000072520175,0.00023475006,0.00016881384,0.0018633339,0.000051202944,0.000078078825,0.00006663365,0.00029264032,0.0000315992],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045299967,0.0000568508,0.113135986,0.000043115804,0.00033882548,0.00003331967,0.000081135455,0.854512,0.03024213,0.00034678142,0.00010245111,0.0011028884],"study_design_scores_gemma":[0.0003001,0.000040044728,0.0348124,0.00003630745,0.00018946444,0.000013724727,0.00010469166,0.9459806,0.017152322,0.00013991512,0.0009981042,0.00023233962],"about_ca_topic_score_codex":0.000029605357,"about_ca_topic_score_gemma":0.00009608141,"teacher_disagreement_score":0.091468595,"about_ca_system_score_codex":0.00024544253,"about_ca_system_score_gemma":0.000011205426,"threshold_uncertainty_score":0.95728296},"labels":[],"label_agreement":null},{"id":"W3205471704","doi":"10.1115/omae2021-62616","title":"Investigating the Solid Transport Capability of Non-Newtonian Fluid in Annulus Bend Section","year":2021,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Annulus (botany); Drilling fluid; Bend radius; Mechanics; Bending; Computational fluid dynamics; Materials science; Settling; Newtonian fluid; Turbulence; Drilling; Bingham plastic; Mechanical engineering; Rheology; Engineering; Physics; Composite material; Thermodynamics","score_opus":0.004395747549024598,"score_gpt":0.19281633925964997,"score_spread":0.18842059171062536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3205471704","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9822538,0.0005320892,0.014471595,0.00040107802,0.00042924783,0.000074805444,0.00001216826,0.00051799236,0.001307211],"genre_scores_gemma":[0.9981164,0.000048261914,0.0014132572,0.000010548355,0.000069924325,0.000032119366,0.000011150583,0.00004012837,0.00025820688],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879026,0.000017668031,0.00042635735,0.00026200464,0.00012828335,0.00037543013],"domain_scores_gemma":[0.9993475,0.000029072686,0.000042187115,0.00047773682,0.000058109126,0.00004539591],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024074553,0.00018654505,0.0003230176,0.0002691593,0.000054128697,0.000009076998,0.00022582638,0.00028750845,0.000054462802],"category_scores_gemma":[0.00008292299,0.00018498042,0.00007606398,0.00082429557,0.00014364913,0.00007518777,0.000033842123,0.0005117241,0.000013049087],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025515353,0.000036611033,0.050260946,0.00021408743,0.000045164474,0.000023422537,0.00041325824,0.74360347,0.20079096,0.00007219106,0.00017084712,0.0043665064],"study_design_scores_gemma":[0.00039698003,0.00005410988,0.025847007,0.000109679946,0.000023278344,0.000052258467,0.0004665763,0.86744404,0.1004738,0.00035376978,0.0045090653,0.0002694262],"about_ca_topic_score_codex":0.00011237392,"about_ca_topic_score_gemma":0.00037765363,"teacher_disagreement_score":0.123840585,"about_ca_system_score_codex":0.00010458433,"about_ca_system_score_gemma":0.00004694911,"threshold_uncertainty_score":0.75432825},"labels":[],"label_agreement":null},{"id":"W3205760234","doi":"10.1115/omae2021-63031","title":"Flow of Yield Power Law Fluids in Horizontal Pipes-Flow Field Characterization Using Particle Image Velocimetry Technique","year":2021,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geological Survey of Canada; University of Alberta","funders":"","keywords":"Laminar flow; Particle image velocimetry; Materials science; Mechanics; Rheology; Plug flow; Yield (engineering); Flow (mathematics); Pipe flow; Drilling fluid; Reynolds number; Spark plug; Power law; Thermodynamics; Composite material; Drilling; Physics; Turbulence; Mathematics","score_opus":0.004978867519134212,"score_gpt":0.19163997713475375,"score_spread":0.18666110961561955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3205760234","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60851836,0.00026101043,0.38916567,0.00013454392,0.00031367355,0.00008770933,0.000021167361,0.0006793796,0.0008184841],"genre_scores_gemma":[0.98160785,0.00003274714,0.018059352,0.000021741114,0.000042953783,0.000031369254,0.000022410299,0.00005881578,0.0001227302],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987549,0.0000143103425,0.00040654308,0.00027425485,0.00012931635,0.00042065603],"domain_scores_gemma":[0.99940306,0.00003451591,0.00004148621,0.0004098229,0.00006294025,0.000048197115],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013839845,0.0002150261,0.00035933597,0.00030164403,0.000039606377,0.000023906996,0.00019222696,0.00041237407,0.00024106757],"category_scores_gemma":[0.00010391075,0.00026469698,0.00007775669,0.000761556,0.000063402396,0.00017345876,0.00008516363,0.0004081826,0.000026417569],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000819738,0.00004511893,0.0015082825,0.00007179964,0.000027057966,0.00006432679,0.000041984404,0.019151745,0.9760891,0.00021977775,0.000049635637,0.0027229383],"study_design_scores_gemma":[0.00016705572,0.000066608634,0.00018626201,0.000087814304,0.000009833339,0.000036375568,0.000040547504,0.42222515,0.5759099,0.000050314702,0.0010405232,0.00017957883],"about_ca_topic_score_codex":0.0000323743,"about_ca_topic_score_gemma":0.000022145763,"teacher_disagreement_score":0.4030734,"about_ca_system_score_codex":0.00010249189,"about_ca_system_score_gemma":0.000027635115,"threshold_uncertainty_score":0.9999805},"labels":[],"label_agreement":null},{"id":"W3206064222","doi":"","title":"Numerical Modeling of Thermal-Mechanical Niche Formation and Block Failure on Herschel Island, Yukon Territory, Canada.","year":2004,"lang":"en","type":"article","venue":"AGU Spring Meeting Abstracts","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Block (permutation group theory); Geography; Niche; Geology; Ecology; Biology; Mathematics; Geometry","score_opus":0.00639938288764097,"score_gpt":0.17561379692383,"score_spread":0.16921441403618903,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3206064222","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99250114,0.00017751701,0.0051292526,0.00010119682,0.00025376945,0.00008142939,0.000002793337,0.00019159683,0.0015612836],"genre_scores_gemma":[0.9979253,0.00002463368,0.0018445342,0.000020786045,0.00013036269,0.000004216696,0.00000270924,0.00004417067,0.0000032961],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989164,0.000009173002,0.00036283696,0.00017465299,0.00022750671,0.0003094602],"domain_scores_gemma":[0.9995742,0.00006168069,0.00005684808,0.00017047579,0.00002436431,0.00011242358],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018962867,0.00019775207,0.0002097942,0.00006122798,0.00006444478,0.00002871378,0.000107828404,0.000110487985,8.749253e-7],"category_scores_gemma":[0.00006193464,0.00020372582,0.000040134113,0.00006851737,0.000008725837,0.00010486827,0.000018986824,0.0003274731,0.0000033610377],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000044293456,0.000010104904,0.000076253724,0.00013277492,0.00001877364,0.0000088025945,0.00013361704,0.9860641,0.013006015,0.000027583195,0.000017243134,0.0005002981],"study_design_scores_gemma":[0.00042939992,0.000029040242,0.00062003307,0.00058754423,0.000018072618,0.000013475266,0.0000907419,0.9391292,0.058447693,0.00002783409,0.00032704056,0.00027995525],"about_ca_topic_score_codex":0.04859772,"about_ca_topic_score_gemma":0.024141153,"teacher_disagreement_score":0.046934936,"about_ca_system_score_codex":0.00016384872,"about_ca_system_score_gemma":0.000048428585,"threshold_uncertainty_score":0.99366575},"labels":[],"label_agreement":null},{"id":"W3206126794","doi":"10.1016/j.petrol.2021.109581","title":"Effects of wellbore irregularity on primary cementing of horizontal wells, Part 1: Large scale effects","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nanoacademic Technologies; University of British Columbia","funders":"","keywords":"Eccentricity (behavior); Geology; Borehole; Azimuth; Displacement (psychology); Wellbore; Calipers; Drilling; Axial symmetry; Geometry; Mechanics; Geotechnical engineering; Materials science; Petroleum engineering; Physics; Mathematics","score_opus":0.002158398194738999,"score_gpt":0.1662224867064677,"score_spread":0.16406408851172868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3206126794","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9844798,0.0023420167,0.011486231,0.000013595709,0.0012269212,0.0000443701,0.0000029231337,0.000038652885,0.00036552674],"genre_scores_gemma":[0.99757314,0.00033995428,0.00186462,0.0000091565935,0.00017390093,0.0000014123684,7.9862747e-7,0.000024320148,0.000012679255],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9984109,0.000012155382,0.00044110665,0.00015606599,0.00059733115,0.00038246368],"domain_scores_gemma":[0.9992577,0.00015599457,0.000115511066,0.00015528686,0.0001534793,0.0001620188],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008022875,0.00018444611,0.00043269692,0.0003204007,0.00005635413,0.000036042034,0.0002013837,0.00006402851,0.0000026064572],"category_scores_gemma":[0.00016978895,0.00017737121,0.000111377165,0.0004777376,0.000057718407,0.00029993072,0.000060656945,0.00030561708,7.609099e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010132637,0.00008594988,0.0007934636,0.0024000064,0.00006766599,0.00007195451,0.00034211166,0.17601068,0.81747353,0.00012309283,0.000082266524,0.002539145],"study_design_scores_gemma":[0.0009578298,0.0002453836,0.013745022,0.001532922,0.00007403007,0.00007478619,0.00007847132,0.1497653,0.8316719,0.000012345457,0.0015886676,0.0002533541],"about_ca_topic_score_codex":0.0000015145802,"about_ca_topic_score_gemma":4.9037664e-7,"teacher_disagreement_score":0.026245378,"about_ca_system_score_codex":0.00009303085,"about_ca_system_score_gemma":0.000068982496,"threshold_uncertainty_score":0.7232988},"labels":[],"label_agreement":null},{"id":"W3206126835","doi":"10.1115/omae2021-61985","title":"Evaluation of Belleville Springs and Damping Through Static Cyclic Loading “Hysteresis” for pVARD Optimization: Part-I","year":2021,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Hysteresis; Structural engineering; Vibration; Displacement (psychology); Drilling; Spring (device); Dynamic range compression; Compression (physics); Dynamic testing; Materials science; Engineering; Computer science; Mechanical engineering; Composite material; Acoustics","score_opus":0.01935024155267328,"score_gpt":0.23693367598614085,"score_spread":0.21758343443346756,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3206126835","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31347156,0.0050373236,0.6779931,0.00035443806,0.00047502585,0.00025605143,0.000022456967,0.0007748725,0.0016151259],"genre_scores_gemma":[0.9694842,0.00035982337,0.0296244,0.000010966433,0.00006484394,0.00009979843,0.000026220076,0.00006232383,0.00026740987],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99881536,0.000025484289,0.00036598596,0.00027874907,0.00019997686,0.00031442233],"domain_scores_gemma":[0.9992913,0.00006370725,0.00007210003,0.0003131893,0.00022372001,0.000035963723],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004172116,0.00018139434,0.00032744848,0.00021059063,0.00008151053,0.00002691813,0.0001193278,0.00018710709,0.000109412795],"category_scores_gemma":[0.00026061502,0.00021860725,0.000055788965,0.00033947531,0.00005430793,0.00013442681,0.000060450686,0.00014492952,0.000008290881],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002862536,0.000012952828,0.0002534652,0.00027163647,0.000105437044,0.000001798638,0.00011242322,0.98854023,0.0038214088,0.0005236349,0.00029084613,0.00606331],"study_design_scores_gemma":[0.00070955104,0.000045815013,0.000029247347,0.00017403024,0.00014957665,0.000015187765,0.00026509797,0.96994174,0.01661842,0.0007374371,0.011101077,0.00021283378],"about_ca_topic_score_codex":0.0000045859983,"about_ca_topic_score_gemma":0.000006848158,"teacher_disagreement_score":0.65601265,"about_ca_system_score_codex":0.0000979797,"about_ca_system_score_gemma":0.000038210874,"threshold_uncertainty_score":0.8914545},"labels":[],"label_agreement":null},{"id":"W3206135929","doi":"10.1115/omae2021-63517","title":"Cementing Irregular Horizontal Wellbores","year":2021,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Annulus (botany); Buoyancy; Geology; Eccentricity (behavior); Mechanics; Displacement (psychology); Drilling fluid; Rheology; Borehole; Geotechnical engineering; Drilling; Materials science; Physics","score_opus":0.002974619569617396,"score_gpt":0.16435875214128645,"score_spread":0.16138413257166906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3206135929","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86193633,0.0081158765,0.09279281,0.00084631407,0.002165083,0.00010553556,0.000022555887,0.007825302,0.026190223],"genre_scores_gemma":[0.9917066,0.00013311321,0.0033591674,0.000012929551,0.00017355428,0.000026464102,0.000027193328,0.00008312481,0.004477871],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986806,0.000009498982,0.00027130317,0.00031463217,0.00015306314,0.00057088706],"domain_scores_gemma":[0.9993654,0.000015200495,0.000026915855,0.0004735339,0.00004949638,0.00006946961],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009000109,0.00023748542,0.00028098086,0.00032637062,0.00008764049,0.000045492132,0.000254668,0.0002709599,0.00047126657],"category_scores_gemma":[0.00004844723,0.0002850328,0.00009292571,0.0005173751,0.00005990948,0.000087491506,0.00011115471,0.0003623651,0.0004955549],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015518324,0.00018509562,0.014795836,0.00057245453,0.0007773239,0.0011403,0.00019526023,0.45936978,0.35818863,0.010845058,0.038100526,0.11581423],"study_design_scores_gemma":[0.0005088698,0.00006775659,0.00034085792,0.00007050845,0.000042205105,0.00014520438,0.0002637247,0.39330432,0.100249976,0.00048725185,0.5039568,0.0005625213],"about_ca_topic_score_codex":0.0000057151246,"about_ca_topic_score_gemma":0.0000114690465,"teacher_disagreement_score":0.46585628,"about_ca_system_score_codex":0.00008842214,"about_ca_system_score_gemma":0.000020762485,"threshold_uncertainty_score":0.9999602},"labels":[],"label_agreement":null},{"id":"W3206146281","doi":"10.1115/omae2021-62647","title":"Analyzing the Fluid Mechanics of the Dump Bailing Method in the Plug and Abandonment of Oil and Gas Wells","year":2021,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Spark plug; Petroleum engineering; Casing; Slurry; Plug flow; Fluid mechanics; Fluid dynamics; Mixing (physics); Cement; Oil well; Mechanics; Wellbore; Viscosity; Flow (mathematics); Materials science; Volumetric flow rate; Geotechnical engineering; Aquifer; Drilling fluid; Geology; Engineering; Mechanical engineering; Drilling; Composite material; Metallurgy; Groundwater; Physics","score_opus":0.004034525600831651,"score_gpt":0.18795864652297498,"score_spread":0.18392412092214333,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3206146281","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94705623,0.010065213,0.039980516,0.002008858,0.00020577696,0.000058418475,0.000008553389,0.00012198223,0.00049443933],"genre_scores_gemma":[0.996108,0.0018585011,0.0018017736,0.000014726483,0.000018551778,0.0000134073025,8.7367266e-7,0.000022333761,0.0001618558],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999119,0.00005715334,0.00029610476,0.0001777569,0.000119294054,0.00023068766],"domain_scores_gemma":[0.9992988,0.00014761918,0.000054946857,0.0004570554,0.000024917654,0.000016666718],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00056866213,0.00014457369,0.00027416917,0.00014651597,0.00005708406,0.000015113456,0.00028299165,0.00013968573,0.000013062929],"category_scores_gemma":[0.0000949936,0.00009181604,0.000056553985,0.0004809144,0.0000745983,0.00002986419,0.00014227116,0.0003351477,0.0000010744449],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017342963,0.0000678562,0.008233875,0.00059930957,0.000319578,0.000025893301,0.0018454446,0.63834137,0.24996568,0.008467398,0.00022377899,0.091892436],"study_design_scores_gemma":[0.00045024988,0.00003618642,0.0006091812,0.0001393811,0.00007596549,0.00007665199,0.0008884096,0.91843605,0.07057834,0.0011575011,0.0073879757,0.00016411422],"about_ca_topic_score_codex":0.000028176119,"about_ca_topic_score_gemma":0.000033165674,"teacher_disagreement_score":0.28009465,"about_ca_system_score_codex":0.000024201074,"about_ca_system_score_gemma":0.000013034491,"threshold_uncertainty_score":0.37441495},"labels":[],"label_agreement":null},{"id":"W3206893989","doi":"10.1115/omae2021-63439","title":"Buoyant Miscible Flows in Axially Rotating Pipes: the Effects of Pipe Rotation and Viscosity","year":2021,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Casing; Mechanics; Rotation (mathematics); Drilling fluid; Annulus (botany); Viscosity; Displacement (psychology); Axial symmetry; Flow (mathematics); Positive displacement meter; Mixing (physics); Pipe flow; Rotational speed; Materials science; Petroleum engineering; Mechanical engineering; Geology; Engineering; Drilling; Structural engineering; Physics; Geometry; Composite material; Mathematics","score_opus":0.002306130259191306,"score_gpt":0.1721687543488933,"score_spread":0.169862624089702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3206893989","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97295094,0.002513302,0.02326319,0.00019034404,0.00026451412,0.00010300602,0.0000025961983,0.000370897,0.0003411949],"genre_scores_gemma":[0.99676806,0.00018770441,0.0027310967,0.000007847564,0.000031949174,0.00004024217,0.0000043905784,0.000031073123,0.00019765015],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990933,0.000025519357,0.0002675159,0.00021523227,0.00010782596,0.00029060678],"domain_scores_gemma":[0.99949354,0.00011054511,0.00004044963,0.00028483957,0.00004062209,0.000029986433],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001594616,0.00015795622,0.00026425876,0.00025136836,0.00005274193,0.000021980135,0.00015650412,0.00016632592,0.000014090703],"category_scores_gemma":[0.00023356146,0.00014834304,0.00004700268,0.00050930446,0.00005466198,0.00006501172,0.00006974544,0.00030707143,0.0000112738735],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013768373,0.00008049973,0.019434862,0.0012807926,0.00013291513,0.000114880924,0.00075243344,0.4256884,0.4979996,0.0005564643,0.00020885914,0.05373653],"study_design_scores_gemma":[0.0006951901,0.00009874911,0.004427508,0.0002656322,0.00003294663,0.000037359903,0.0002429321,0.8717022,0.12004453,0.00042634585,0.0017816405,0.0002449686],"about_ca_topic_score_codex":0.00003475157,"about_ca_topic_score_gemma":0.00012331601,"teacher_disagreement_score":0.4460138,"about_ca_system_score_codex":0.00003869618,"about_ca_system_score_gemma":0.000021773436,"threshold_uncertainty_score":0.60492533},"labels":[],"label_agreement":null},{"id":"W3207445502","doi":"10.1016/j.petrol.2021.109622","title":"Evaluation of common cementing practices affecting primary cementing quality","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Petroleum engineering; Displacement (psychology); Cement; Eccentricity (behavior); Residual; Flexibility (engineering); Geotechnical engineering; Geology; Engineering; Materials science; Computer science; Composite material; Mathematics","score_opus":0.03823239380989377,"score_gpt":0.3032220812467632,"score_spread":0.26498968743686946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3207445502","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9844944,0.0024028309,0.010486431,0.000022604845,0.00072056206,0.000033126595,7.4067634e-7,0.000041981042,0.001797333],"genre_scores_gemma":[0.9954779,0.00014857017,0.0041899104,0.0000057669245,0.00015505703,7.562276e-7,6.0326124e-7,0.000016745025,0.000004701988],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99763787,0.000040679253,0.0005854402,0.00013513886,0.001311812,0.0002890483],"domain_scores_gemma":[0.9984662,0.00018726144,0.000403021,0.0001389764,0.0007047422,0.00009983355],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009556429,0.00013199002,0.000291742,0.00028985195,0.00009280096,0.00011081391,0.00016095652,0.000038260514,0.0000067269384],"category_scores_gemma":[0.0015988717,0.00013461853,0.00006211559,0.00051508687,0.000036305195,0.00082928856,0.000059213035,0.00027342897,4.2963626e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012243676,0.000013665098,0.00096151786,0.00022233064,0.00003998282,0.0000041488333,0.0002143129,0.64314777,0.3469763,0.000033501346,0.0000053124168,0.008379947],"study_design_scores_gemma":[0.00048886804,0.00003628683,0.013231685,0.00040745988,0.00014484099,0.00009625771,0.0006286148,0.9108128,0.07364614,0.000020782058,0.00029389493,0.00019239944],"about_ca_topic_score_codex":0.0000058965093,"about_ca_topic_score_gemma":0.0000018637026,"teacher_disagreement_score":0.27333015,"about_ca_system_score_codex":0.00020498653,"about_ca_system_score_gemma":0.00016697371,"threshold_uncertainty_score":0.5489584},"labels":[],"label_agreement":null},{"id":"W3208761047","doi":"10.1155/2021/9831740","title":"Nonlinear Dynamics in Drilling Engineering","year":2021,"lang":"en","type":"article","venue":"Shock and Vibration","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Nonlinear system; Dynamics (music); Drilling; Drilling engineering; Geology; Mechanical engineering; Computer science; Engineering; Physics; Acoustics","score_opus":0.003910415922284371,"score_gpt":0.17559726150445074,"score_spread":0.17168684558216638,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3208761047","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67008644,0.0009536468,0.32616597,0.000055551685,0.00049224694,0.000053277425,0.000003946965,0.00032645374,0.0018624384],"genre_scores_gemma":[0.99315774,0.0002612534,0.0063555324,0.000011527654,0.00010387495,0.0000036272422,0.000043218937,0.00002355671,0.000039667593],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995875,0.0000035240705,0.0001256317,0.00010011672,0.000050913186,0.00013234504],"domain_scores_gemma":[0.99985343,0.000020626692,0.0000054037723,0.00007330742,0.00001202245,0.00003520952],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000047746253,0.000084774125,0.00009070552,0.00006451308,0.000019153174,0.000036550904,0.000022245677,0.000055774894,0.000005707523],"category_scores_gemma":[0.000016226735,0.000100235935,0.000016401733,0.00015594474,0.0000030213062,0.000119073586,0.000010645982,0.000108862885,0.0000035158998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.4417113e-7,0.000005431645,0.0009330159,0.00007852561,0.0000068462596,0.000010927297,0.00010708394,0.98696667,0.007810018,0.0011256718,0.000009475841,0.0029456175],"study_design_scores_gemma":[0.000112072776,0.0000043593086,0.0004720648,0.000047527534,0.0000028633644,0.000007220635,0.00005356026,0.986463,0.01204292,0.000041274656,0.00063888537,0.00011422139],"about_ca_topic_score_codex":0.000004006274,"about_ca_topic_score_gemma":0.00006124577,"teacher_disagreement_score":0.32307127,"about_ca_system_score_codex":0.000054602737,"about_ca_system_score_gemma":0.0000073264823,"threshold_uncertainty_score":0.4087503},"labels":[],"label_agreement":null},{"id":"W3209132923","doi":"10.3390/en14217007","title":"Experimental Study on the Effect of Temperature on the Mechanical Properties of Unconsolidated Silty Sandstones","year":2021,"lang":"en","type":"article","venue":"Energies","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Universidad Nacional de Colombia; University of Alberta","keywords":"Overburden pressure; Geotechnical engineering; Cohesion (chemistry); Geology; Materials science; Outcrop; Mineralogy; Geochemistry; Chemistry","score_opus":0.011828423259745407,"score_gpt":0.20954972736349853,"score_spread":0.19772130410375313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3209132923","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99831367,0.0007667588,0.00000366807,0.000052842774,0.00024906883,0.00011947066,0.0000030401209,0.00008690167,0.00040456618],"genre_scores_gemma":[0.99981004,0.000011711066,0.0000050388517,0.000010411383,0.00003832837,0.000034977256,0.000001264378,0.000020502353,0.00006773467],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994146,0.00008550492,0.00013888639,0.00009720123,0.0001596509,0.00010414147],"domain_scores_gemma":[0.99947345,0.00020364232,0.000016547854,0.0002747663,0.000017659655,0.000013932745],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014907772,0.00013517844,0.00018744229,0.000023521488,0.00004702207,0.000017278624,0.00012452994,0.000040366525,0.000017397748],"category_scores_gemma":[0.00006688338,0.00006433954,0.000059670758,0.00012174132,0.000030369005,0.000020055608,0.00003064864,0.00014319042,0.0000026691312],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022609132,0.000044931654,0.000025452857,0.000024435743,0.00008047479,0.0000028803643,0.0006790875,0.3374919,0.6609214,0.00051557575,0.00016457112,0.000026702559],"study_design_scores_gemma":[0.00018607886,0.00032630752,0.0000830976,0.000118650474,0.000013627554,0.0000013802863,0.0017430792,0.0037363032,0.99365497,0.0000025646386,0.000060366227,0.00007356339],"about_ca_topic_score_codex":0.000009083554,"about_ca_topic_score_gemma":0.0000014691705,"teacher_disagreement_score":0.33375558,"about_ca_system_score_codex":0.00001281858,"about_ca_system_score_gemma":0.000006679262,"threshold_uncertainty_score":0.26236904},"labels":[],"label_agreement":null},{"id":"W3209264350","doi":"10.1016/j.jnnfm.2021.104681","title":"Squeeze cementing: Invasion of a yield stress suspension into a pore","year":2021,"lang":"en","type":"article","venue":"Journal of Non-Newtonian Fluid Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Slurry; Rheology; Cement; Materials science; Geotechnical engineering; Oedometer test; Dewatering; Suspension (topology); Viscoplasticity; Pore water pressure; Mechanics; Porosity; Composite material; Petroleum engineering; Geology; Engineering; Structural engineering; Finite element method; Constitutive equation","score_opus":0.010610350871428682,"score_gpt":0.20594854535919171,"score_spread":0.19533819448776304,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3209264350","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60046345,0.001979304,0.39357114,0.00018858832,0.0027709631,0.00012583373,0.000008420267,0.000089624045,0.0008026926],"genre_scores_gemma":[0.9863832,0.00089643867,0.01229435,0.000028984796,0.0002574328,9.513412e-7,0.000005869075,0.000056606183,0.000076162534],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99847025,0.000016508166,0.0007089114,0.00013634331,0.00039833522,0.00026963712],"domain_scores_gemma":[0.9990205,0.00007570217,0.0001789986,0.00025187872,0.00030728633,0.00016563933],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036807096,0.00020453535,0.00042524494,0.0002130188,0.000045083056,0.000036629895,0.0002144319,0.00014988321,0.00005593116],"category_scores_gemma":[0.00015627702,0.00020148016,0.00020711796,0.0003209635,0.0000075102366,0.00017664484,0.00007269374,0.00037772072,0.0000052224455],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017524413,0.000055246088,0.00003690643,0.00034084826,0.00010109017,0.0002557319,0.0004585677,0.1616097,0.833051,0.00017884618,0.0008607041,0.0030338254],"study_design_scores_gemma":[0.0004405385,0.0001231453,0.000022438282,0.0010830872,0.0000612552,0.00015465042,0.00025424905,0.38473198,0.6112842,0.00031271312,0.0013533509,0.00017839343],"about_ca_topic_score_codex":0.0000076081105,"about_ca_topic_score_gemma":0.000014073245,"teacher_disagreement_score":0.38591978,"about_ca_system_score_codex":0.00009445988,"about_ca_system_score_gemma":0.00010641029,"threshold_uncertainty_score":0.82161224},"labels":[],"label_agreement":null},{"id":"W3209966329","doi":"10.5281/zenodo.3401555","title":"Studying the Impact of Noises in Build Breakage Data [Online Appendix]","year":2019,"lang":"en","type":"dataset","venue":"Figshare","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Breakage; Appendix; Computer science; Statistics; Mathematics; World Wide Web; Geology","score_opus":0.07171214199191765,"score_gpt":0.3054903689808143,"score_spread":0.2337782269888966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3209966329","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006146121,0.0014588684,0.000002930979,0.0000020821358,0.00017285117,0.00028218326,0.9978819,0.0000785028,0.000059240643],"genre_scores_gemma":[0.0018512546,0.00010883679,0.000013713416,0.0000049608543,0.00024171556,0.000021058078,0.99768054,0.0000614078,0.000016527252],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988173,0.000018662387,0.0003453879,0.00028685277,0.00020481877,0.0003269825],"domain_scores_gemma":[0.9978729,0.00022404287,0.00008369638,0.0017469156,0.000023873685,0.000048581674],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00008961868,0.00034878735,0.00044615532,0.00017730576,0.000020065723,0.000045419394,0.0015643202,0.00020741316,0.022635624],"category_scores_gemma":[0.0003023247,0.00025850025,0.000106067186,0.00026132367,0.0000043412224,0.00013092493,0.00045495716,0.0006714874,0.0021713765],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012861957,0.000018578567,0.000005689545,0.00075665925,0.00006674197,0.000010445,0.000010368984,0.2729971,0.0000041157587,1.2778695e-8,0.7259356,0.0001934025],"study_design_scores_gemma":[0.00018183222,0.000021163105,0.00031439005,0.003997117,0.000024036097,0.0000070243786,0.000012366598,0.078341074,0.000011849818,4.9753527e-7,0.91676253,0.00032609183],"about_ca_topic_score_codex":0.00025324107,"about_ca_topic_score_gemma":0.000114739465,"teacher_disagreement_score":0.19465604,"about_ca_system_score_codex":0.0000692002,"about_ca_system_score_gemma":0.000049004808,"threshold_uncertainty_score":0.9999867},"labels":[],"label_agreement":null},{"id":"W3213808284","doi":"","title":"Assessing caprock integrity for steam assisted gravity drainage projects in heavy oil reservoirs","year":2000,"lang":"en","type":"article","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Caprock; Petroleum engineering; Geology; Steam-assisted gravity drainage; Classification of discontinuities; Geotechnical engineering; Oil sands","score_opus":0.019199553138382234,"score_gpt":0.24367379551840387,"score_spread":0.22447424238002164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3213808284","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92559206,0.00022297943,0.013567272,0.000056665845,0.00033907566,0.00022496532,0.00008720009,0.00026638238,0.059643414],"genre_scores_gemma":[0.99440664,0.000050313032,0.0048023756,0.000010875112,0.000013619737,0.000052296986,0.00047253873,0.000011747863,0.00017957552],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.998671,0.0000151854265,0.00060137996,0.00016755448,0.0002722458,0.00027263002],"domain_scores_gemma":[0.99936414,0.000114457136,0.000089489615,0.0002349147,0.00011443864,0.00008254609],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000590893,0.00016648271,0.00027937657,0.00026468153,0.00010509694,0.00011866272,0.0001751487,0.00013222577,0.000014668814],"category_scores_gemma":[0.00009587675,0.00016018176,0.00007225222,0.0005081512,0.00014636906,0.0009853957,0.000034521687,0.00016067203,0.0000024972105],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0006106093,0.001445609,0.0017170488,0.006582983,0.0002386919,0.000009684711,0.00018965497,0.55532837,0.017143242,0.03342155,0.007956939,0.3753556],"study_design_scores_gemma":[0.011340733,0.0014883275,0.25526378,0.005957756,0.00037106394,0.00014129106,0.0003908546,0.2119189,0.12578098,0.0039615477,0.37893248,0.0044522737],"about_ca_topic_score_codex":0.0000397327,"about_ca_topic_score_gemma":0.000047225454,"teacher_disagreement_score":0.37097552,"about_ca_system_score_codex":0.00006936897,"about_ca_system_score_gemma":0.000050675888,"threshold_uncertainty_score":0.6532023},"labels":[],"label_agreement":null},{"id":"W3214636270","doi":"10.5194/sand-1-133-2021","title":"Large-scale testing of a sandwich shaft-sealing system at the Mont Terri rock laboratory","year":2021,"lang":"en","type":"article","venue":"Safety of Nuclear Waste Disposal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nuclear Waste Management Organization","funders":"Bundesministerium für Wirtschaft und Energie","keywords":"Seal (emblem); Geology; Geotechnical engineering; Drill; Joint (building); Excavation; Inflow; Engineering; Mechanical engineering; Structural engineering","score_opus":0.005144531999036037,"score_gpt":0.18099054047213764,"score_spread":0.1758460084731016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3214636270","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98736244,0.0017443971,0.0043966062,0.00007125651,0.0005884914,0.0001477694,0.00025038398,0.0003849034,0.0050537265],"genre_scores_gemma":[0.99836147,0.000030482252,0.0012954914,0.000014051551,0.00012315482,0.0000023791101,0.000014251586,0.00008095512,0.00007779061],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998784,0.00003848375,0.00043114135,0.00018733302,0.00024346274,0.00031559906],"domain_scores_gemma":[0.99924856,0.00010718433,0.00007537951,0.00037962027,0.000112137604,0.000077101555],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027397077,0.00018015713,0.0003226435,0.00004664353,0.000112754075,0.000015642576,0.0001881659,0.00008881203,0.000035945723],"category_scores_gemma":[0.00005128668,0.00015931317,0.00011272992,0.00033653603,0.000022325188,0.00006746309,0.00012311118,0.00019090521,0.000024511894],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003919118,0.000034843524,0.0008776497,0.0012468225,0.00012665175,0.00002067645,0.0020939317,0.91845083,0.07565744,0.00027458393,0.0004600121,0.0007173827],"study_design_scores_gemma":[0.00054051355,0.000028795504,0.0021480073,0.0008383249,0.00006170463,0.000019744288,0.005180545,0.9716653,0.0143971685,0.0000036686154,0.0048636207,0.00025259057],"about_ca_topic_score_codex":0.000012465655,"about_ca_topic_score_gemma":0.000025059779,"teacher_disagreement_score":0.06126027,"about_ca_system_score_codex":0.00008624759,"about_ca_system_score_gemma":0.000028226825,"threshold_uncertainty_score":0.6496602},"labels":[],"label_agreement":null},{"id":"W3215680054","doi":"","title":"Integrating nuclear energy to oilfield operations - two case studies","year":2011,"lang":"en","type":"article","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Petroleum engineering; Environmental science; Cement; Leakage (economics); Coal; Greenhouse gas; Waste management; Geotechnical engineering; Geology; Engineering; Materials science","score_opus":0.017676692366982993,"score_gpt":0.22843475566433738,"score_spread":0.2107580632973544,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3215680054","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6601494,0.0005684795,0.1779056,0.000076674056,0.001393031,0.00022721263,0.000109412,0.00066857855,0.1589016],"genre_scores_gemma":[0.98565555,0.000059091104,0.01406632,0.000043808832,0.000016197399,0.000018515044,0.00007247119,0.000010516758,0.000057549678],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99906045,0.0000076091337,0.00047427657,0.0001176382,0.00016764257,0.00017235591],"domain_scores_gemma":[0.9994278,0.00005240688,0.000047584675,0.0002114124,0.00015751121,0.00010330038],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019888591,0.0001402644,0.00020588949,0.0002247346,0.00014013657,0.00004807834,0.0001273232,0.000055425175,0.000032919645],"category_scores_gemma":[0.000079656296,0.00012683654,0.00004979047,0.00032134648,0.00012378988,0.00048244707,0.00008168992,0.00006845367,0.000006955087],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000066554705,0.00027193016,0.00014984608,0.00045505082,0.00038961042,0.00005668147,0.0006822988,0.24932426,0.010359457,0.7006544,0.0097215865,0.027868362],"study_design_scores_gemma":[0.0058365716,0.0031969296,0.004466275,0.002914383,0.00092939835,0.003259376,0.002724551,0.19746958,0.3555559,0.0036260171,0.4140695,0.0059515378],"about_ca_topic_score_codex":0.000079938436,"about_ca_topic_score_gemma":0.00009997923,"teacher_disagreement_score":0.69702834,"about_ca_system_score_codex":0.000024484243,"about_ca_system_score_gemma":0.000013741737,"threshold_uncertainty_score":0.51722443},"labels":[],"label_agreement":null},{"id":"W3216708896","doi":"10.17736/ijope.2021.jc834","title":"Modelling of a DP Drillship Advancing in Managed Ice Fields: Comparison Between Numerical Simulations and Ice Basin Tests","year":2021,"lang":"en","type":"article","venue":"International Journal of Offshore and Polar Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Structural basin; Geotechnical engineering; Geomorphology","score_opus":0.016862154544183744,"score_gpt":0.2494333860185541,"score_spread":0.23257123147437037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3216708896","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.598796,0.0018936129,0.39885727,0.00007232796,0.0002639742,0.000023226445,0.000009838561,0.000021242455,0.000062482766],"genre_scores_gemma":[0.988458,0.0002775227,0.011011754,0.000009770935,0.00020701793,4.5654065e-7,0.0000071190125,0.000023427217,0.000004983606],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990361,0.000013761535,0.0004889399,0.00009600028,0.00020721256,0.0001579976],"domain_scores_gemma":[0.9993559,0.00030733136,0.00006835946,0.00006851932,0.0001129383,0.00008694015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017973213,0.00013278297,0.0003030745,0.00026818653,0.000015320593,0.000039589646,0.000110425855,0.0000729484,0.000005082809],"category_scores_gemma":[0.000098081226,0.00014722774,0.000054149907,0.00015473911,0.00000881301,0.00021810461,0.0000326377,0.00034964515,2.7894006e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000501105,0.00001144252,0.023729002,0.000072338735,0.00009840609,0.000037141308,0.00041040403,0.9723516,0.0011503345,0.00008213356,0.000010257557,0.0020418963],"study_design_scores_gemma":[0.00034548005,0.000019650153,0.0076218774,0.00041058814,0.000029266977,0.00006212523,0.000076644865,0.9878555,0.0024551507,0.00006605589,0.00091546116,0.00014218142],"about_ca_topic_score_codex":0.000020446072,"about_ca_topic_score_gemma":0.000007564194,"teacher_disagreement_score":0.38966194,"about_ca_system_score_codex":0.000045828576,"about_ca_system_score_gemma":0.000016175021,"threshold_uncertainty_score":0.6003773},"labels":[],"label_agreement":null},{"id":"W3217317085","doi":"10.2118/204301-ms","title":"A Novel Epoxy Resin Composition as a Lost Circulation Material: Formulation, Lab Testing and Field Execution","year":2021,"lang":"en","type":"article","venue":"SPE International Conference on Oilfield Chemistry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Epoxy; Polymerization; Materials science; Composition (language); Chemical composition; Composite material; Chemical engineering; Chemistry; Organic chemistry; Polymer","score_opus":0.021989496811256396,"score_gpt":0.23876617279960405,"score_spread":0.21677667598834766,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3217317085","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79569083,0.000040386083,0.053241417,0.0011505323,0.00070723775,0.00006585785,0.00003068056,0.00025227468,0.14882077],"genre_scores_gemma":[0.99642205,0.00004247433,0.0027359982,0.00007660605,0.0002033387,0.000004911072,0.00010022979,0.000013721548,0.0004006485],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99939346,0.0000034348757,0.0001774403,0.00016643244,0.0001505298,0.00010867263],"domain_scores_gemma":[0.9995977,0.00007337645,0.000032779375,0.00010763971,0.00014518133,0.00004330962],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000043712716,0.000113948925,0.00008920604,0.000027921438,0.000036234625,0.000111736124,0.00006930287,0.000106276544,0.00045596948],"category_scores_gemma":[0.000106155676,0.00013635344,0.000022543221,0.000062134786,0.000007755228,0.000102366204,0.000023087268,0.00013742127,0.000013646071],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010262314,0.000017089318,0.00021218006,0.00007938069,0.000024279878,0.000011235772,0.00004545215,0.013164814,0.9812206,0.0026115584,0.00006836875,0.0025347474],"study_design_scores_gemma":[0.0002369185,0.000010679841,0.00054310367,0.0002703551,0.000008107327,0.00008166304,0.00003870984,0.24901184,0.7476095,0.0018441365,0.00017120762,0.00017375241],"about_ca_topic_score_codex":0.000023967008,"about_ca_topic_score_gemma":0.000002262286,"teacher_disagreement_score":0.23584703,"about_ca_system_score_codex":0.000047254616,"about_ca_system_score_gemma":0.000022976232,"threshold_uncertainty_score":0.5560332},"labels":[],"label_agreement":null},{"id":"W3217319126","doi":"","title":"Testing of sorbent booms in containment configurations","year":2004,"lang":"en","type":"article","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sorbent; Boom; Containment (computer programming); Environmental science; Petroleum engineering; Waste management; Engineering; Marine engineering; Forensic engineering; Environmental engineering; Chemistry; Computer science; Adsorption","score_opus":0.010051727564255921,"score_gpt":0.20221205776744774,"score_spread":0.19216033020319181,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3217319126","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8953308,0.00026775475,0.058409937,0.00004934117,0.000318996,0.00022552877,0.00007775752,0.00015250697,0.045167416],"genre_scores_gemma":[0.9958108,0.000023886056,0.003950445,0.000007246686,0.00000571152,0.000014664297,0.00017274806,0.000005897472,0.000008565912],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989302,0.000004370574,0.00059742894,0.00008575985,0.00023118219,0.0001510253],"domain_scores_gemma":[0.9995355,0.00006799209,0.000111276,0.00015291254,0.00007683945,0.00005549253],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022409989,0.00010613777,0.00019774213,0.00021607867,0.00003889668,0.00002214454,0.000102129736,0.00005883649,0.000008990453],"category_scores_gemma":[0.0000651342,0.000104638006,0.000037955975,0.00035112412,0.0001437365,0.00031846325,0.00002937651,0.00006339945,0.0000021420547],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015266263,0.00014402565,0.0013344955,0.00026524792,0.00003115783,0.0000010363136,0.000024208064,0.9048327,0.024542738,0.06622464,0.000120760466,0.0024636777],"study_design_scores_gemma":[0.006481815,0.0010425647,0.40378302,0.0023891998,0.00016468101,0.00006195227,0.00015110864,0.031408418,0.5196961,0.0039636646,0.029310536,0.0015469401],"about_ca_topic_score_codex":0.000032326407,"about_ca_topic_score_gemma":0.000014810887,"teacher_disagreement_score":0.87342435,"about_ca_system_score_codex":0.000048453687,"about_ca_system_score_gemma":0.000029015244,"threshold_uncertainty_score":0.4267014},"labels":[],"label_agreement":null},{"id":"W3217421900","doi":"10.2118/204337-ms","title":"Inhibiting Calcium Chloride Heavy Brines to be Used as Drilling Fluids: Hurdles Encountered in Treatment, Application, Corrosion Mitigation, Solubility, and Foaming Tendencies for Drilling Sites in Canada","year":2021,"lang":"en","type":"article","venue":"SPE International Conference on Oilfield Chemistry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Brine; Corrosion; Drilling fluid; Solubility; Drill pipe; Environmental science; Waste management; Corrosion inhibitor; Drilling; Petroleum engineering; Materials science; Metallurgy; Chemistry; Geology; Engineering","score_opus":0.028785695427286647,"score_gpt":0.2575655074599008,"score_spread":0.22877981203261416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3217421900","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9821127,0.00014915867,0.014603244,0.0010547005,0.0002233696,0.0001314522,0.000046536177,0.000058596754,0.0016202535],"genre_scores_gemma":[0.99840605,0.00016667873,0.00071122876,0.00009248546,0.00014193598,0.00007774464,0.00012875449,0.000021876132,0.00025323857],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99885094,0.000005208066,0.00036738176,0.0003386407,0.00019958998,0.00023822395],"domain_scores_gemma":[0.9993863,0.00021023986,0.00003940542,0.0001406399,0.00014226086,0.00008115717],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000090300986,0.00019807892,0.00021123732,0.00006537947,0.000045391425,0.000084308245,0.00012536069,0.00007855632,0.000042274743],"category_scores_gemma":[0.00018779593,0.00022838949,0.00003511892,0.00011946594,0.000014115892,0.00009308589,0.00003605855,0.00013670952,0.0000010092255],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034767145,0.000034985842,0.014535145,0.00024317243,0.000027763543,0.000023912213,0.0009902974,0.074842356,0.90426236,0.0005214757,0.000034938184,0.0044488055],"study_design_scores_gemma":[0.00032395255,0.000010394807,0.00023667148,0.0003050544,0.0000042355064,0.000006996466,0.0009840142,0.2357783,0.7614172,0.00037123938,0.00036218838,0.00019972565],"about_ca_topic_score_codex":0.01909819,"about_ca_topic_score_gemma":0.16516602,"teacher_disagreement_score":0.16093594,"about_ca_system_score_codex":0.00047845818,"about_ca_system_score_gemma":0.00021220061,"threshold_uncertainty_score":0.98743373},"labels":[],"label_agreement":null},{"id":"W333630461","doi":"10.1016/s0967-0653(98)85513-0","title":"10.1016/s0967-0653(98)85513-0","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drill; Drilling fluid; Drill pipe; Petroleum engineering; Completion (oil and gas wells); Borehole; Drilling; Oil well; Differential pressure; Geology; Fluid pressure; Carbonate; Lost circulation; Materials science; Mechanical engineering; Geotechnical engineering; Engineering; Mechanics; Metallurgy","score_opus":0.0035500894542152264,"score_gpt":0.14138714065790858,"score_spread":0.13783705120369336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W333630461","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001773364,0.00015196473,0.00009603914,0.000022337928,0.0000061432725,0.0000765781,0.0000070256588,0.0009866009,0.99847597],"genre_scores_gemma":[0.00059340347,0.0000011860056,0.0002751853,0.00000686247,0.00020258786,0.000012151624,0.000009594377,0.000061333856,0.9988377],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992943,0.000005842857,0.00014365674,0.0001410705,0.00011184987,0.00030330525],"domain_scores_gemma":[0.99958396,0.000022663398,0.0000051771904,0.00023405605,0.0000120336235,0.00014212228],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007055045,0.0001597013,0.00015280137,0.00006996391,0.00003266706,0.000035125588,0.00015174586,0.00006439436,0.9937572],"category_scores_gemma":[0.00000866123,0.00017311762,0.00005135159,0.0001760249,0.000008281441,0.00007090186,0.000012179395,0.00012731583,0.9984718],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004878663,0.000006482574,5.940605e-9,0.000016381997,0.000019134019,0.0000045072875,0.000016991486,0.4001968,0.000041695665,6.0105606e-7,0.18350947,0.41618305],"study_design_scores_gemma":[0.00010763836,0.000021565302,0.0000017552668,0.000025541838,0.000008780528,0.000004951919,3.261516e-7,0.07302791,0.0003815051,0.0000025794286,0.92620504,0.0002124359],"about_ca_topic_score_codex":0.000006623336,"about_ca_topic_score_gemma":7.006096e-8,"teacher_disagreement_score":0.74269557,"about_ca_system_score_codex":0.000035792247,"about_ca_system_score_gemma":0.0000046545115,"threshold_uncertainty_score":0.7059532},"labels":[],"label_agreement":null},{"id":"W352386330","doi":"10.4401/ag-4686","title":"Joint orientation measurements in Western Alberta and British Columbia","year":2010,"lang":"en","type":"article","venue":"Annals of Geophysics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Intraplate earthquake; Joint (building); Geology; Neotectonics; Seismology; Compression (physics); Orientation (vector space); Geodesy; Geometry; Fault (geology); Tectonics; Physics; Mathematics","score_opus":0.0261588922546463,"score_gpt":0.2280903313333563,"score_spread":0.20193143907871,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W352386330","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9984668,0.00004564003,0.00021556544,0.000011686296,0.00023516602,0.0000503951,0.0000032840198,0.000030222689,0.0009412233],"genre_scores_gemma":[0.999578,0.000055624685,0.00012092612,0.000018752673,0.000045536515,0.000004122252,0.0000053253516,0.000016244543,0.00015546413],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.9995644,0.0000034033492,0.00013694154,0.00008113714,0.0000898778,0.00012423255],"domain_scores_gemma":[0.999807,0.000013297364,0.000017779354,0.00008987378,0.000035981437,0.000036057314],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007607114,0.000051707844,0.00011166454,0.000018593668,0.000013326595,0.000048361653,0.00003841859,0.000036863566,0.0000070535807],"category_scores_gemma":[0.000016237436,0.00008820946,0.000020351685,0.00008093184,0.00001391082,0.00010648908,0.000010298824,0.0001005433,0.000004585032],"study_design_candidate":"observational","study_design_consensus":"observational","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009115146,0.0002667322,0.5612193,0.0010869359,0.00020565299,0.000014243293,0.002791722,0.08001697,0.16321622,0.00019073622,0.0040823463,0.18690003],"study_design_scores_gemma":[0.0008314231,0.00007338763,0.93494815,0.00035285496,0.000018181294,0.000009844254,0.000041306925,0.032369252,0.025627472,0.002276844,0.0028948577,0.0005564356],"about_ca_topic_score_codex":0.0074575325,"about_ca_topic_score_gemma":0.02548863,"teacher_disagreement_score":0.37372884,"about_ca_system_score_codex":0.0000024418096,"about_ca_system_score_gemma":0.0000039949964,"threshold_uncertainty_score":0.9991519},"labels":[],"label_agreement":null},{"id":"W36945413","doi":"10.1023/a:1020370417367","title":"Mud removal and cement placement during primary cementing of an oil well – Laminar non-Newtonian displacements in an eccentric annular Hele-Shaw cell","year":2002,"lang":"en","type":"article","venue":"Journal of Engineering Mathematics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":153,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Pacific Institute for the Mathematical Sciences","keywords":"Annulus (botany); Mechanics; Casing; Stream function; Geology; Displacement (psychology); Physics; Materials science; Petroleum engineering","score_opus":0.006088354226066001,"score_gpt":0.1804713923302863,"score_spread":0.17438303810422032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W36945413","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9767398,0.0009844543,0.021012293,0.0000076228926,0.0002938074,0.00012154154,0.000005267423,0.000069645415,0.0007655477],"genre_scores_gemma":[0.93894136,0.000827018,0.05981201,0.00000433029,0.0001316565,0.000005243378,0.000004681962,0.00011080622,0.00016292382],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99771196,0.000016846245,0.0011045639,0.00018870454,0.00047714447,0.00050078484],"domain_scores_gemma":[0.9990808,0.000057520443,0.00026011292,0.0003052891,0.00006486934,0.00023141313],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00053981406,0.0003636851,0.0005810586,0.0005623102,0.0000428947,0.000062680454,0.00027013075,0.00010683254,0.000032645876],"category_scores_gemma":[0.000024476838,0.00038009763,0.000090690526,0.0003071298,0.000016973174,0.0004738746,0.00006175136,0.0003672714,0.0000036017195],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001109032,0.0003405181,0.00036876914,0.0034702762,0.00006918541,0.00014114812,0.0015812671,0.92345846,0.069931254,0.000012139372,0.000015714573,0.0006002067],"study_design_scores_gemma":[0.0017316318,0.00021842966,0.00058500265,0.0011483707,0.00007381969,0.00014430584,0.00028985605,0.97713315,0.017905349,0.000006688691,0.0003600343,0.000403344],"about_ca_topic_score_codex":0.0000020464768,"about_ca_topic_score_gemma":0.0000011613839,"teacher_disagreement_score":0.053674735,"about_ca_system_score_codex":0.00022110135,"about_ca_system_score_gemma":0.000010104256,"threshold_uncertainty_score":0.9998651},"labels":[],"label_agreement":null},{"id":"W41312277","doi":"10.14359/18490","title":"Water-Induced Swelling Displacements in Core Drilling Method","year":2007,"lang":"en","type":"article","venue":"ACI Materials Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Swelling; Core (optical fiber); Drilling; Geology; Drilling fluid; Petroleum engineering; Geotechnical engineering; Materials science; Composite material; Metallurgy","score_opus":0.021531738069753618,"score_gpt":0.2754807582515475,"score_spread":0.2539490201817939,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W41312277","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7945832,0.0000794657,0.20211826,0.0000092225955,0.0026036955,0.000068998845,0.000002020337,0.00012930391,0.00040581377],"genre_scores_gemma":[0.9913709,0.00012271713,0.0077094133,0.00001929665,0.00066276354,0.0000026189966,0.0000074349623,0.00006857284,0.000036286205],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983024,0.000027820497,0.00064124074,0.00014744104,0.00020871655,0.0006724001],"domain_scores_gemma":[0.9995798,0.000053290627,0.000047654394,0.00014360489,0.00002987326,0.00014579021],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0020934981,0.00022677983,0.00030771724,0.00026584347,0.00008954528,0.00014724371,0.00018314962,0.00012406753,0.00016556494],"category_scores_gemma":[0.000021478752,0.00018783109,0.000052569692,0.00011521103,0.0000066957527,0.00021099264,0.000028663773,0.00031461226,0.000065932116],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018283607,0.00000862813,0.00015484715,0.000050727114,0.00002938574,0.000094022216,0.00042075574,0.1529563,0.8438085,0.00002898345,0.000019816529,0.0024097501],"study_design_scores_gemma":[0.00051486783,0.00002379076,0.0002789572,0.00018879487,0.000014448578,0.00018134982,0.00008993448,0.01684158,0.98019063,0.00029379068,0.001091324,0.00029051478],"about_ca_topic_score_codex":0.000010176062,"about_ca_topic_score_gemma":0.000004432073,"teacher_disagreement_score":0.19678769,"about_ca_system_score_codex":0.00012440371,"about_ca_system_score_gemma":0.0000067159485,"threshold_uncertainty_score":0.76595294},"labels":[],"label_agreement":null},{"id":"W4200181135","doi":"10.1109/sensors47087.2021.9639721","title":"Enabling Real-time Estimation of Borehole Parameters in Deep Drilling","year":2021,"lang":"en","type":"article","venue":"2021 IEEE Sensors","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Borehole; Drilling; Torque; Measurement while drilling; Work (physics); Wellbore; Geology; Field (mathematics); Dynamical friction; Engineering; Petroleum engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.0073531292878939005,"score_gpt":0.2005531642442109,"score_spread":0.19320003495631702,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200181135","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9790457,0.00024156456,0.017899927,0.000012411466,0.00040483396,0.000057873156,0.0000038135647,0.00013833339,0.0021955706],"genre_scores_gemma":[0.98170316,0.00039579844,0.017641244,0.000004079549,0.000057284906,0.0000037344294,0.000019285979,0.00004740316,0.00012801807],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906987,0.000024046882,0.00032238668,0.00018031613,0.00014228675,0.00026106962],"domain_scores_gemma":[0.99953324,0.00012081955,0.000030252197,0.0002236205,0.00003542437,0.000056631034],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014748432,0.00014541742,0.0002513631,0.00015546904,0.000019486446,0.000022581515,0.00006327714,0.00008772439,0.00003442052],"category_scores_gemma":[0.00007327847,0.00017473762,0.00007153445,0.00043914464,0.000014785145,0.00008990195,0.000009705866,0.00015033063,0.000045486428],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016614063,0.000008659329,0.00005316197,0.00007666771,0.000021514737,0.00003714592,0.00038086608,0.9394684,0.05608965,0.000015342435,0.000026220807,0.003820702],"study_design_scores_gemma":[0.00014021178,0.0000052066544,0.00010704284,0.000118613076,0.0000100941115,0.0000056282356,0.000096253105,0.782184,0.21707837,0.0000378997,0.00007526417,0.00014139691],"about_ca_topic_score_codex":0.000043023363,"about_ca_topic_score_gemma":0.000010487886,"teacher_disagreement_score":0.16098872,"about_ca_system_score_codex":0.000066044835,"about_ca_system_score_gemma":0.000014339408,"threshold_uncertainty_score":0.71255934},"labels":[],"label_agreement":null},{"id":"W4200189195","doi":"10.2118/207581-ms","title":"Manuscript Title: Characterization of Microannuli at the Cement-Casing Interface: Development of Methodology","year":2021,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Casing; Visualization; Cement; Materials science; Interface (matter); Microscopy; Characterization (materials science); Optical microscope; Computer science; Scanning electron microscope; Petroleum engineering; Geology; Composite material; Optics; Artificial intelligence; Nanotechnology; Capillary action","score_opus":0.04295225306400169,"score_gpt":0.24609065892657314,"score_spread":0.20313840586257145,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200189195","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31893432,0.00031484355,0.66529226,0.000026620331,0.0005492945,0.000034709083,0.0000027530234,0.000049313297,0.014795879],"genre_scores_gemma":[0.9635325,0.0000557819,0.028449373,0.000014654807,0.000024786845,0.0000022844715,0.0000227013,0.000018215449,0.007879721],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99972665,0.000010541613,0.00012716213,0.00004254451,0.000035267836,0.000057848647],"domain_scores_gemma":[0.99986637,0.000017397117,0.000014749383,0.00007363431,0.000019501867,0.000008333721],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008568273,0.00004076159,0.000071582246,0.000019352205,0.00001061189,0.0000025994277,0.000033936187,0.000021938915,0.00058927876],"category_scores_gemma":[0.000007704472,0.00003285069,0.000014896999,0.000053964486,0.0000073302185,0.000012431025,0.0000242962,0.000028843862,0.00003364564],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.9999845e-7,0.00000285273,0.00001573559,0.000059984468,0.00002585423,3.0933504e-7,0.00033537805,0.0033849718,0.9848997,0.000060549508,0.00025812341,0.010955836],"study_design_scores_gemma":[0.000032368727,0.0000015113953,0.00018634935,0.000019667623,0.0000044790645,0.0000024323847,0.000032907465,0.0057129655,0.95156145,0.0000032579592,0.0424076,0.000035003348],"about_ca_topic_score_codex":7.0204896e-7,"about_ca_topic_score_gemma":0.0000021178753,"teacher_disagreement_score":0.6445981,"about_ca_system_score_codex":0.000017727934,"about_ca_system_score_gemma":0.000007726459,"threshold_uncertainty_score":0.6452189},"labels":[],"label_agreement":null},{"id":"W4200210580","doi":"10.2118/207415-ms","title":"Efficient Drilling Technology of Horizontal Wells in the Duverney Block in Canada","year":2021,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Borehole; Measurement while drilling; Casing; Block (permutation group theory); Drill; Drilling fluid; Directional drilling; Engineering; Drill pipe; Drill bit; Completion (oil and gas wells); Mechanical engineering; Geotechnical engineering","score_opus":0.002493234710611008,"score_gpt":0.14609046912662357,"score_spread":0.14359723441601258,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200210580","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9920595,0.0005119999,0.0014844062,0.000107970256,0.00026207048,0.000050513783,0.0000020367254,0.000048369246,0.005473129],"genre_scores_gemma":[0.9995701,0.000030616655,0.0003356621,0.000016304804,0.000013811105,0.0000039043234,0.0000010223962,0.000011502988,0.000017094198],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938846,0.000007721316,0.0001959492,0.00009446735,0.00011146232,0.00020193332],"domain_scores_gemma":[0.9997513,0.000051029172,0.00000889241,0.00015980496,0.000012109047,0.000016837039],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008949931,0.00008215557,0.0001359344,0.00009663254,0.000008134874,0.0000045658344,0.00011861591,0.00004491419,0.000012788098],"category_scores_gemma":[0.000018506498,0.00006958998,0.00001832334,0.00051663304,0.0000080494265,0.000007128563,0.000018201836,0.00018020294,0.0000022341976],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.0647254e-7,0.000008224924,0.0027997715,0.000025376943,0.000004949875,0.000060503622,0.00010261462,0.99354213,0.0023970208,0.00046682428,0.00006702125,0.0005251423],"study_design_scores_gemma":[0.00025391986,0.000008110923,0.0014361038,0.00008501399,0.0000036325919,0.000025536148,0.0015742687,0.93642396,0.057632837,0.000031490174,0.0023669985,0.0001581111],"about_ca_topic_score_codex":0.16473657,"about_ca_topic_score_gemma":0.53848094,"teacher_disagreement_score":0.37374434,"about_ca_system_score_codex":0.0001657119,"about_ca_system_score_gemma":0.00010367242,"threshold_uncertainty_score":0.8408255},"labels":[],"label_agreement":null},{"id":"W4200339790","doi":"10.1016/j.colsurfa.2021.128135","title":"Investigation of anionic group effects on the shale inhibition performance of fatty acid-based ionic liquids and their inhibition mechanism","year":2021,"lang":"en","type":"article","venue":"Colloids and Surfaces A Physicochemical and Engineering Aspects","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Fundamental Research Funds for the Central Universities; Natural Science Foundation of Shandong Province; China Scholarship Council; National Natural Science Foundation of China","keywords":"Chemistry; Cationic polymerization; Ionic liquid; Intercalation (chemistry); Fourier transform infrared spectroscopy; Thermal stability; Sodium; Bentonite; Zeta potential; Fatty acid; Nuclear chemistry; Organic chemistry; Chemical engineering; Nanoparticle; Materials science; Nanotechnology; Catalysis","score_opus":0.005638483779004036,"score_gpt":0.1572429258756226,"score_spread":0.15160444209661858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200339790","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99631333,0.0011339979,0.002196502,0.000040997784,0.00007259874,0.0001070853,0.00001001785,0.00008960824,0.00003584852],"genre_scores_gemma":[0.99924135,0.0003362436,0.00030774946,0.000015697176,0.000038856386,0.00001590223,0.000017724751,0.00002392185,0.000002575637],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993745,0.000012577246,0.00017447252,0.00017715276,0.000100196325,0.00016109437],"domain_scores_gemma":[0.99959743,0.00015306781,0.00003012891,0.000117675256,0.000034335677,0.00006734638],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010136156,0.00019045023,0.00024298661,0.000046626712,0.000048865204,0.000024922612,0.000028277365,0.000081265585,0.0000012113054],"category_scores_gemma":[0.000021622525,0.00015381178,0.000039813513,0.00021432232,0.00004848606,0.000082608305,0.000027784312,0.0001593373,2.250156e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000073898923,0.000009803203,0.000059909074,0.0009939476,0.000023253597,0.0000011008949,0.00014315237,0.02612951,0.97016644,0.0021511929,0.0000042308757,0.00031008737],"study_design_scores_gemma":[0.0002289135,0.00008977385,0.0007418338,0.0004856811,0.000009962851,0.0000035494586,0.0000213389,0.3176066,0.68035734,0.00033851195,0.0000032588032,0.000113255024],"about_ca_topic_score_codex":0.0000029209007,"about_ca_topic_score_gemma":5.704561e-7,"teacher_disagreement_score":0.29147708,"about_ca_system_score_codex":0.00002098927,"about_ca_system_score_gemma":0.00001071619,"threshold_uncertainty_score":0.62722623},"labels":[],"label_agreement":null},{"id":"W4200392115","doi":"10.2118/204634-ms","title":"Field Assessment of Camera Based Drilling Dynamics","year":2021,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Computer science; Computer vision; Artificial intelligence; Convolutional neural network; Rotation (mathematics); Vibration; Point cloud; Object detection; Motion estimation; Acoustics; Pattern recognition (psychology)","score_opus":0.004297458582955044,"score_gpt":0.21181362920998642,"score_spread":0.20751617062703137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200392115","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.032398928,0.00009334694,0.92287797,0.0000669782,0.00035182489,0.0000225002,0.000003117936,0.00021662592,0.043968692],"genre_scores_gemma":[0.96952677,0.000029645837,0.030134058,0.00004579507,0.000029805855,0.000002192571,0.0000127228395,0.000018544075,0.00020045004],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99955976,0.000004558658,0.00014357125,0.00007916438,0.00008882638,0.00012409591],"domain_scores_gemma":[0.9996853,0.000079010715,0.0000089293,0.0001579801,0.000033168366,0.000035641457],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000051789797,0.00007682544,0.00012146654,0.000037840407,0.000012542189,0.000011732572,0.000049379905,0.000044903274,0.00015071416],"category_scores_gemma":[0.000013102249,0.000081202204,0.0000503543,0.00012292752,0.0000039922347,0.000028507528,0.00000947219,0.00009912944,0.000002652854],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.9396625e-7,0.000008054972,0.0009602957,0.000091653346,0.000019575024,0.0000065845625,0.000009670727,0.9911237,0.0026694776,0.0017883481,0.00014306512,0.0031793101],"study_design_scores_gemma":[0.00009100557,0.000010141849,0.0002017922,0.00003669399,0.0000069048688,0.0000013383587,0.00002742866,0.9569448,0.041845888,0.00002485604,0.00071712036,0.00009199605],"about_ca_topic_score_codex":0.000011470062,"about_ca_topic_score_gemma":0.000018617959,"teacher_disagreement_score":0.9371279,"about_ca_system_score_codex":0.000036885594,"about_ca_system_score_gemma":0.000023205646,"threshold_uncertainty_score":0.33113298},"labels":[],"label_agreement":null},{"id":"W4200492261","doi":"10.2118/1121-0050-jpt","title":"Technology Focus: Drilling and Completion Fluids (November 2021)","year":2021,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling fluid; Petroleum engineering; Drilling; Measurement while drilling; Completion (oil and gas wells); Well control; Oil shale; Geology; Engineering; Mechanical engineering; Waste management","score_opus":0.00428627067691062,"score_gpt":0.19030942179008326,"score_spread":0.18602315111317264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200492261","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7123996,0.018914407,0.26260746,0.0028097762,0.0011423943,0.00003826901,0.0000041581948,0.00046973076,0.0016142282],"genre_scores_gemma":[0.9876811,0.0016412578,0.010347329,0.000013345874,0.00019137596,0.0000024584745,0.0000011434464,0.000039692317,0.00008230539],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998953,0.000009949994,0.00044875612,0.00014419695,0.0001423515,0.00030173155],"domain_scores_gemma":[0.99943435,0.000037998925,0.00008604711,0.00021909211,0.0001597755,0.000062708015],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017197439,0.00017305728,0.0004099042,0.00085552904,0.0000501403,0.00002674743,0.00017306207,0.00033522042,0.00004447405],"category_scores_gemma":[0.00009743792,0.00017588395,0.00007421259,0.0005928876,0.00008425431,0.00010181527,0.0000643213,0.000673494,0.000013546308],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019713852,0.00009209941,0.0091695525,0.00019230267,0.0005291131,0.0009567977,0.00010105805,0.18499942,0.652895,0.01564685,0.0019701747,0.13342793],"study_design_scores_gemma":[0.0032196955,0.00060156017,0.0010134304,0.00082038523,0.00024162096,0.010879189,0.0011934128,0.2950723,0.41735008,0.024423668,0.24404122,0.0011434408],"about_ca_topic_score_codex":7.3959245e-7,"about_ca_topic_score_gemma":0.0000036423594,"teacher_disagreement_score":0.27528152,"about_ca_system_score_codex":0.000078430225,"about_ca_system_score_gemma":0.000028849827,"threshold_uncertainty_score":0.71723396},"labels":[],"label_agreement":null},{"id":"W4200584753","doi":"10.2118/205957-pa","title":"Single Trip Deployment of Multistage Completion Liners Through the Use of Interventionless Flotation Collars","year":2021,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drill string; Completion (oil and gas wells); Engineering; Debris; Drill; Software deployment; Wellbore; Petroleum engineering; Geology; Mechanical engineering","score_opus":0.0791056354707573,"score_gpt":0.2500494586589991,"score_spread":0.17094382318824178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4200584753","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4128,0.0003669338,0.58552396,0.00006013807,0.00073448464,0.000171065,0.000043362932,0.00015115792,0.0001489086],"genre_scores_gemma":[0.987526,0.00018085026,0.011843855,0.000016486581,0.000085127045,0.000008731027,0.0002351248,0.000043378048,0.00006046947],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987082,0.00006729721,0.00057911046,0.00017833362,0.00027933632,0.000187746],"domain_scores_gemma":[0.99912924,0.00019664773,0.000139984,0.00027911432,0.00022414935,0.000030861294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016843728,0.00016571114,0.0002917074,0.000077119505,0.00006730995,0.000043211145,0.000104222876,0.00006732348,0.000030478217],"category_scores_gemma":[0.00009789534,0.00016080386,0.00016003672,0.0003567259,0.000054601187,0.00015575725,0.000028438957,0.00013324287,0.00000549049],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001174688,0.00006315292,0.00022947123,0.00022497798,0.000063479456,0.0000022886848,0.0004778067,0.8869142,0.109038085,0.000890161,0.00019929756,0.001885316],"study_design_scores_gemma":[0.00059495564,0.00006397029,0.0022272696,0.0004955693,0.00006879265,0.000008776267,0.00023780216,0.8349885,0.1398001,0.00016698582,0.021122074,0.00022523139],"about_ca_topic_score_codex":0.00010251572,"about_ca_topic_score_gemma":0.0000750204,"teacher_disagreement_score":0.574726,"about_ca_system_score_codex":0.00010410886,"about_ca_system_score_gemma":0.000012729707,"threshold_uncertainty_score":0.65573907},"labels":[],"label_agreement":null},{"id":"W4205699032","doi":"10.1016/j.petrol.2021.110026","title":"Effects of wellbore irregularity on primary cementing of horizontal wells, Part 2: Small scale effects","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nanoacademic Technologies; University of British Columbia","funders":"Australian Research Council; Natural Sciences and Engineering Research Council of Canada; University of British Columbia","keywords":"Borehole; Annulus (botany); Geology; Displacement (psychology); Calipers; Computation; Mechanics; Geometry; Wellbore; Flow (mathematics); Fluid dynamics; Wavelength; Drilling; Geotechnical engineering; Materials science; Petroleum engineering; Mathematics; Optics; Physics","score_opus":0.0026802703054168474,"score_gpt":0.15321939523142014,"score_spread":0.1505391249260033,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205699032","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9922694,0.0013291291,0.0046318294,0.000012106867,0.0013704204,0.00007042088,0.0000031034756,0.000043334385,0.0002702658],"genre_scores_gemma":[0.9984938,0.00012004494,0.0012043812,0.000008475661,0.00013105554,0.0000045439474,6.2202486e-7,0.00002658149,0.000010520975],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99837047,0.0000159137,0.0004422099,0.00014949616,0.0006738172,0.00034808394],"domain_scores_gemma":[0.99933463,0.0001641294,0.00014461007,0.00014240407,0.000071443836,0.00014276369],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010747063,0.00018213895,0.0003969631,0.00049394515,0.00010435332,0.00002572637,0.00032326134,0.000036203226,0.0000033010929],"category_scores_gemma":[0.000086094806,0.00018138658,0.000105205036,0.00048367903,0.00006761985,0.00019832491,0.000102622136,0.00041438316,3.5436753e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014788692,0.000052054053,0.00044795466,0.0011048733,0.00004004348,0.000024247938,0.0002835375,0.56376094,0.43094587,0.000053130425,0.000050290106,0.0032222504],"study_design_scores_gemma":[0.0016155865,0.0012497433,0.01793361,0.0010895735,0.00013010914,0.00014577547,0.00017195729,0.37202707,0.6019548,0.000024634499,0.0031412735,0.00051583926],"about_ca_topic_score_codex":0.000005083327,"about_ca_topic_score_gemma":2.9276964e-7,"teacher_disagreement_score":0.19173388,"about_ca_system_score_codex":0.00016473222,"about_ca_system_score_gemma":0.000052870055,"threshold_uncertainty_score":0.739673},"labels":[],"label_agreement":null},{"id":"W4205748536","doi":"10.5194/tc-2020-354-rc4","title":"Amendment to RC3","year":2021,"lang":"en","type":"peer-review","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Fracture (geology); Mechanics; Stress (linguistics); Viscous stress tensor; Rheology; Materials science; Viscoplasticity; Cauchy stress tensor; Mathematics; Physics; Geology; Mathematical analysis; Geotechnical engineering; Constitutive equation; Thermodynamics; Finite element method; Composite material","score_opus":0.016935223398817714,"score_gpt":0.24779695754078038,"score_spread":0.23086173414196265,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205748536","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000093859,0.2568491,0.12284815,0.015277225,0.021765202,0.0007176533,0.00017359894,0.002777842,0.5795818],"genre_scores_gemma":[0.00021018581,0.03709853,0.005427967,0.0035857903,0.0012613776,0.00014380655,0.0007287213,0.00023112481,0.9513125],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989203,0.0000057651864,0.0002673139,0.00024730142,0.0002457515,0.00031355297],"domain_scores_gemma":[0.9993327,0.000021444532,0.000011567477,0.00042159331,0.00004904631,0.00016361498],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010413297,0.0003093517,0.00048387828,0.0000897651,0.000014703971,0.00003812509,0.00018664189,0.00013321538,0.0018742905],"category_scores_gemma":[0.000023911838,0.00030773974,0.0001413202,0.00020979042,0.0000029789276,0.000018620458,0.00005671301,0.00030676485,0.0007731653],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.938078e-8,0.0000031925651,6.233807e-8,0.0030431976,0.00005035064,0.000012981423,0.000007956694,0.08411552,0.000035467547,0.000028682893,0.905692,0.007010529],"study_design_scores_gemma":[0.000031939744,0.000006796931,3.3714974e-7,0.0038377272,0.000043804823,0.0000053270505,0.0000023744312,0.0034379177,0.0004423112,0.0000034100428,0.99181455,0.00037351163],"about_ca_topic_score_codex":0.00001798154,"about_ca_topic_score_gemma":0.000016382643,"teacher_disagreement_score":0.3717307,"about_ca_system_score_codex":0.00011669338,"about_ca_system_score_gemma":0.000022529903,"threshold_uncertainty_score":0.9999375},"labels":[],"label_agreement":null},{"id":"W4205823395","doi":"10.1109/ccta48906.2021.9659148","title":"Control of Penetration Rate in Distributed Parameter Rotary Drilling Systems","year":2021,"lang":"en","type":"article","venue":"2021 IEEE Conference on Control Technology and Applications (CCTA)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Control theory (sociology); Drilling; Angular velocity; Rate of penetration; Rotational speed; Computer science; Drill; Penetration (warfare); SIGNAL (programming language); Control system; Observer (physics); Engineering; Physics; Mechanical engineering; Control (management)","score_opus":0.008156049072928034,"score_gpt":0.20315771416563735,"score_spread":0.19500166509270933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4205823395","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13185006,0.001182356,0.86518645,0.00041575878,0.00015317756,0.00047276256,0.00011143806,0.00021334492,0.00041467886],"genre_scores_gemma":[0.9988719,0.00033960992,0.00018299329,0.000017459733,0.00004576616,0.00045803637,0.000040524134,0.000017572562,0.000026106432],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904144,0.00003351489,0.00035617957,0.0002710648,0.00007196981,0.00022583609],"domain_scores_gemma":[0.9992799,0.00017484094,0.00005845751,0.00032642134,0.00011653953,0.000043850712],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015080709,0.00017086157,0.00035597206,0.00024896863,0.00005159458,0.000032718406,0.00012383533,0.00024310697,0.000012744982],"category_scores_gemma":[0.000043936558,0.00018503837,0.00003672953,0.00054025446,0.0000725998,0.00005703263,0.00000838775,0.0002979095,0.0000109530365],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023372442,0.00008870567,0.0027587132,0.00017041192,0.00015266835,0.00001665204,0.000024451645,0.66479856,0.19731227,0.11894214,0.000039006172,0.015673066],"study_design_scores_gemma":[0.0012547297,0.00003615672,0.00094827445,0.00014131793,0.000040894407,0.000008751684,0.000085948916,0.97805965,0.015651796,0.0021918202,0.0013451728,0.00023550716],"about_ca_topic_score_codex":0.000005033073,"about_ca_topic_score_gemma":0.000013120011,"teacher_disagreement_score":0.86702186,"about_ca_system_score_codex":0.000029862475,"about_ca_system_score_gemma":0.000033452026,"threshold_uncertainty_score":0.7545646},"labels":[],"label_agreement":null},{"id":"W4206510978","doi":"10.2139/ssrn.3962023","title":"The Filterability of Different Types of Minerals and the Role of Swelling Clays in the Filtration of Oil Sands Tailings","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Tailings; Oil sands; Filtration (mathematics); Geology; Swelling; Clay minerals; Geotechnical engineering; Petroleum engineering; Mineralogy; Chemistry; Materials science; Composite material","score_opus":0.0029215901709157737,"score_gpt":0.1781601467614912,"score_spread":0.1752385565905754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206510978","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98253685,0.014670479,0.002182773,0.0000862902,0.000050015366,0.000032122476,0.0000015914703,0.0000038615153,0.00043602922],"genre_scores_gemma":[0.9912762,0.00862256,0.000028384235,0.0000018067077,0.000034238597,0.0000018320833,0.0000010583583,0.0000072151906,0.000026719214],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9990696,0.00007498788,0.00036920645,0.000052451105,0.00013919704,0.00029461173],"domain_scores_gemma":[0.9993572,0.00033765277,0.000098443896,0.00013843019,0.000058248013,0.00001000132],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012506549,0.000074838266,0.00019496273,0.00002878546,0.000033130324,0.00000967984,0.00013459969,0.00003326987,0.0000025551676],"category_scores_gemma":[0.00008308352,0.000038901708,0.00007516341,0.000115358445,0.000061542094,0.000032490065,0.000010381359,0.00045694425,4.3257565e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016594862,0.00011147699,0.0047929524,0.00035785543,0.00039716577,6.2228895e-7,0.005503884,0.50301313,0.37457052,0.06845789,0.000008766735,0.04261978],"study_design_scores_gemma":[0.0019793801,0.00024148992,0.0022093034,0.00038108023,0.000150639,0.000087992914,0.006671971,0.38166186,0.4942235,0.11191249,0.00025937773,0.00022093087],"about_ca_topic_score_codex":0.000030300087,"about_ca_topic_score_gemma":0.00018865943,"teacher_disagreement_score":0.1213513,"about_ca_system_score_codex":0.000032945638,"about_ca_system_score_gemma":0.00007674815,"threshold_uncertainty_score":0.19852208},"labels":[],"label_agreement":null},{"id":"W4206773246","doi":"10.2118/209202-pa","title":"Vibrational Data Communication Tools and Methods for Mining and Oil and Gas Extraction","year":2022,"lang":"en","type":"article","venue":"SPE Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Transducer; Data transmission; Actuator; Process (computing); Transmission (telecommunications); Pipeline (software); Computer science; Piezoelectric sensor; Extraction (chemistry); Drill; Data extraction; Transfer (computing); Engineering; Electrical engineering; Computer hardware; Mechanical engineering; Telecommunications; Piezoelectricity; Artificial intelligence","score_opus":0.0552003862724415,"score_gpt":0.3343639464431077,"score_spread":0.2791635601706662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206773246","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05871093,0.008745809,0.9303788,0.0007245673,0.0004225481,0.00004073495,0.000046963556,0.00006658567,0.0008630477],"genre_scores_gemma":[0.079645425,0.0060385424,0.91382277,0.000030903993,0.00023273104,0.000010935617,0.000084141844,0.00002996853,0.00010459426],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99966204,0.000030636267,0.00011273449,0.000067093744,0.000051773233,0.00007573837],"domain_scores_gemma":[0.9996217,0.00019482573,0.000026392923,0.00010507334,0.00001065936,0.000041384807],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006838439,0.000051606487,0.000067299145,0.000047639485,0.000232657,0.000113323294,0.000069565634,0.000016768307,0.00001445768],"category_scores_gemma":[0.000050826184,0.000055906792,0.0000075142934,0.0000324558,0.000010245583,0.00030357676,0.00007019395,0.00015349417,6.960731e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009459715,0.0000048862653,0.00009994058,0.00004298747,0.000035165755,9.689645e-7,0.00035114682,0.068096094,0.010575272,0.00023747708,0.00080464,0.919742],"study_design_scores_gemma":[0.00024629978,0.000020247593,0.00036675145,0.00001796854,0.00001879668,0.0004370564,0.00022865132,0.9511638,0.00023283482,0.00055089995,0.04663495,0.00008172551],"about_ca_topic_score_codex":9.660891e-7,"about_ca_topic_score_gemma":0.0000012897435,"teacher_disagreement_score":0.9196602,"about_ca_system_score_codex":0.000018544612,"about_ca_system_score_gemma":0.000007383369,"threshold_uncertainty_score":0.22798127},"labels":[],"label_agreement":null},{"id":"W4206899633","doi":"10.32920/16840354.v1","title":"Microstructure Analyses Of Reinforcement Mechanism Of Cement In Stabilizing Champlain Sea Clay","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Cement; Curing (chemistry); Microstructure; Compressive strength; Materials science; Portland cement; Ettringite; Cement kiln; Composite material; Geotechnical engineering; Mineralogy; Geology","score_opus":0.024569535407051722,"score_gpt":0.25793645480465144,"score_spread":0.2333669193975997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4206899633","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52232,0.0020940527,0.47000626,0.000011909189,0.0011141928,0.00047122198,0.00008019327,0.0002054081,0.0036967727],"genre_scores_gemma":[0.99172723,0.00048443317,0.0074885716,0.0000061308547,0.000033273638,0.000018024819,0.00015610339,0.000047610218,0.000038630238],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998378,0.000020000667,0.0007816326,0.00027683316,0.0002644553,0.00027907515],"domain_scores_gemma":[0.9992205,0.000037792568,0.00010972693,0.0005026081,0.00007404716,0.000055353015],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023370847,0.00032430774,0.0006734571,0.00031016555,0.000010265003,0.000021265016,0.00021778623,0.00026155004,0.00017987253],"category_scores_gemma":[0.000018524363,0.0003297194,0.00018395834,0.00021117936,0.00001625115,0.000037501966,0.00025243423,0.00042475088,5.8831296e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026651164,0.000009557621,0.000048353584,0.0017185502,0.00015060752,0.0000043510154,0.0004953119,0.8541718,0.14281577,0.0003342645,0.000014876129,0.00023390385],"study_design_scores_gemma":[0.00020790311,0.00001551841,0.000055375607,0.0006581862,0.000037854807,0.0000013004517,0.00036621184,0.47711304,0.521055,0.00016614926,0.000048323633,0.0002751448],"about_ca_topic_score_codex":0.0004119291,"about_ca_topic_score_gemma":0.00007007614,"teacher_disagreement_score":0.46940723,"about_ca_system_score_codex":0.00014725733,"about_ca_system_score_gemma":0.000049177666,"threshold_uncertainty_score":0.9999155},"labels":[],"label_agreement":null},{"id":"W4210631149","doi":"10.3390/jimaging8020032","title":"Visualization of Interstitial Pore Fluid Flow","year":2022,"lang":"en","type":"article","venue":"Journal of Imaging","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Pinkerton Foundation","keywords":"Microscale chemistry; Particle image velocimetry; Flow visualization; Materials science; Porous medium; Particle tracking velocimetry; Flow (mathematics); Fluid dynamics; Turbulence; Porosity; Visualization; Velocimetry; Particle (ecology); Flow velocity; Mechanics; Geology; Computer science; Composite material; Physics; Artificial intelligence","score_opus":0.004471316897197183,"score_gpt":0.20793913148278084,"score_spread":0.20346781458558366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210631149","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10163939,0.0017436811,0.8912309,0.00007751041,0.0028551985,0.00003858002,0.000006399101,0.000086284024,0.0023220787],"genre_scores_gemma":[0.99823344,0.000031164655,0.0015202394,0.000015809688,0.00016304472,4.9604137e-7,0.000002558368,0.000019969591,0.000013307628],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994277,0.000011188858,0.00026883394,0.00003236915,0.0001714005,0.00008853596],"domain_scores_gemma":[0.999792,0.00001626726,0.000066306595,0.000050769206,0.000043920536,0.00003074806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020703585,0.00005705675,0.00011843609,0.00017213204,0.000029224837,0.000010888861,0.000097016695,0.000007052595,0.00006903708],"category_scores_gemma":[0.00001881584,0.000060457165,0.000065060085,0.00012365906,0.000007446699,0.00011758431,0.000023005898,0.00013581518,5.9165995e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000061888545,0.0000081926355,0.00028204577,0.000038827173,0.000022853357,0.00003062279,0.00038121582,0.9757582,0.016450753,0.00005214801,0.0014253319,0.0055436245],"study_design_scores_gemma":[0.0002482202,0.00003203083,0.0000737264,0.00006086886,0.000016926848,0.00022242607,0.00022380929,0.9830228,0.008794714,0.000048456906,0.007180655,0.000075364595],"about_ca_topic_score_codex":0.0000013086122,"about_ca_topic_score_gemma":8.395158e-8,"teacher_disagreement_score":0.89659405,"about_ca_system_score_codex":0.00006523149,"about_ca_system_score_gemma":0.000012946496,"threshold_uncertainty_score":0.24653716},"labels":[],"label_agreement":null},{"id":"W4210963434","doi":"10.1007/s12517-022-09581-7","title":"3D geomechanics modeling of Indonesia B oilfield and its application in wellbore stability","year":2022,"lang":"en","type":"article","venue":"Arabian Journal of Geosciences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BitCan (Canada)","funders":"","keywords":"Borehole; Geology; Drilling; Geomechanics; Petroleum engineering; Wellbore; Lost circulation; Drilling fluid; Geotechnical engineering; Engineering; Mechanical engineering","score_opus":0.012394907602650445,"score_gpt":0.19795931485689686,"score_spread":0.18556440725424642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4210963434","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92971563,0.0009333104,0.06899583,0.000045499142,0.00018158865,0.000042271124,0.0000023646621,0.000010739059,0.000072784],"genre_scores_gemma":[0.9994185,0.00014830072,0.00039929632,0.0000059616323,0.00001877969,0.0000026424766,2.7249015e-7,0.0000050970903,0.0000011389253],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992766,0.00001705521,0.00029962818,0.000078985686,0.00020696908,0.00012079771],"domain_scores_gemma":[0.9997579,0.00003303536,0.00006651587,0.00006498445,0.000033354027,0.00004423981],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00076356105,0.000059408394,0.00013756093,0.00015336333,0.00004858885,0.000009237011,0.00017105431,0.000019823598,0.0000071551035],"category_scores_gemma":[0.000022233196,0.000057921618,0.000024884317,0.00030415782,0.000011214484,0.00014759002,0.000028319822,0.00019701208,1.6603438e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035931798,0.000012285248,0.0020960057,0.00003158362,0.0000028340303,0.0000017288687,0.00046537863,0.990198,0.0033042503,0.00014356147,9.4226914e-7,0.003739802],"study_design_scores_gemma":[0.00010831293,0.000059655362,0.00045021717,0.000018919516,0.000003753346,0.000020109119,0.0004924819,0.99716204,0.0011450863,0.00043211842,0.000047271642,0.0000600353],"about_ca_topic_score_codex":0.000015796033,"about_ca_topic_score_gemma":0.000009534239,"teacher_disagreement_score":0.0697029,"about_ca_system_score_codex":0.000027550508,"about_ca_system_score_gemma":0.00002383707,"threshold_uncertainty_score":0.2361975},"labels":[],"label_agreement":null},{"id":"W4212931359","doi":"10.1080/01932691.2022.2039687","title":"Synthesis and preparation of poly (AM-co-AMPS)/GO nanocomposites hydrogel as a rheology modifier and fluid loss controller for use in oil well cementing","year":2022,"lang":"en","type":"article","venue":"Journal of Dispersion Science and Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; Université du Québec","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Rheology; Copolymer; Nanocomposite; Compressive strength; Composite material; Cement; Chemical engineering; Slurry; Self-healing hydrogels; Polymer chemistry; Polymer","score_opus":0.007721948438975569,"score_gpt":0.23370119039319778,"score_spread":0.22597924195422223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4212931359","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99699455,0.0015106371,0.0011142899,0.00016530913,0.0000631653,0.00005532837,0.0000027451651,0.000016438795,0.00007753665],"genre_scores_gemma":[0.9986397,0.00042530443,0.00087456615,0.0000123468735,0.000007384977,0.000008608286,1.938553e-7,0.0000062349773,0.000025657053],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99929255,0.0000090408475,0.00025730924,0.00012556172,0.00014939578,0.00016611886],"domain_scores_gemma":[0.9996215,0.00012965253,0.00008564357,0.00006303531,0.00006171118,0.000038433303],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005804335,0.00007612731,0.00021244264,0.000628658,0.00011949709,0.000021535285,0.00011234508,0.000052459043,0.0000041596627],"category_scores_gemma":[0.00011712608,0.00006901715,0.000020862266,0.0003159233,0.00019668601,0.00019887341,0.000061389364,0.00012129633,1.8618726e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012648352,0.000046199326,0.01160287,0.000076233584,0.000037664304,0.000010657396,0.0004225077,0.015159866,0.9498218,0.0021923948,0.000029704921,0.020473616],"study_design_scores_gemma":[0.0013908126,0.00043369672,0.00027772965,0.00008980268,0.000038779028,0.00038108847,0.00090443034,0.7580147,0.2364472,0.00071106054,0.001139512,0.0001711876],"about_ca_topic_score_codex":0.00000617865,"about_ca_topic_score_gemma":0.0000015815565,"teacher_disagreement_score":0.74285483,"about_ca_system_score_codex":0.00003366475,"about_ca_system_score_gemma":0.000022602082,"threshold_uncertainty_score":0.28144377},"labels":[],"label_agreement":null},{"id":"W4214505098","doi":"10.2118/208745-ms","title":"Automated Merging of Time Series and Textual Operations Data to Extract Technical Limiter Re-Design Recommendations","year":2022,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Offset (computer science); Computer science; Data mining; Drill; Time series; Process (computing); Parsing; Data set; Drilling; Set (abstract data type); Artificial intelligence; Machine learning; Engineering","score_opus":0.04268163119948259,"score_gpt":0.27545832064864934,"score_spread":0.23277668944916674,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214505098","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10858529,0.00034049668,0.87790114,0.0058167893,0.00096204336,0.00057485583,0.0009941921,0.0015534436,0.003271729],"genre_scores_gemma":[0.9793617,0.0003920861,0.01924369,0.000049087394,0.000079736245,0.000036621543,0.00068102335,0.000023273533,0.00013275011],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910027,0.000032715296,0.0002977998,0.00024356827,0.00018671245,0.00013892337],"domain_scores_gemma":[0.99954194,0.000097307966,0.000029512341,0.00019050157,0.000077405595,0.00006331748],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002952782,0.00012966005,0.00014560089,0.00020518534,0.00015788851,0.0000997378,0.00019977173,0.00004239179,0.00024288967],"category_scores_gemma":[0.00006393157,0.00014788676,0.000018899886,0.00013717475,0.000030465308,0.00041582485,0.00017835238,0.00015865896,0.000007989618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000252524,0.00003234512,0.00003106351,0.00002279561,0.00005639317,0.0000042696406,0.00048853795,0.8968527,0.08805178,0.001476387,0.0036546793,0.009303826],"study_design_scores_gemma":[0.0001513858,0.0000694878,0.00008909888,0.00010391661,0.000016414882,0.000037025708,0.00022247582,0.9888391,0.0026389253,0.00020799131,0.007443709,0.00018048157],"about_ca_topic_score_codex":0.000022239921,"about_ca_topic_score_gemma":0.000021973943,"teacher_disagreement_score":0.8707764,"about_ca_system_score_codex":0.000048092304,"about_ca_system_score_gemma":0.00002257679,"threshold_uncertainty_score":0.6030647},"labels":[],"label_agreement":null},{"id":"W4214520907","doi":"10.2118/2004-261","title":"Simulation of Erosion in Drilling Tools for Oil and Gas Industry","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Citation; Corporation; Petroleum industry; Download; Library science; Computer science; Operations research; Engineering; World Wide Web; Business; Mechanical engineering","score_opus":0.020663018461717836,"score_gpt":0.22603813674327072,"score_spread":0.2053751182815529,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214520907","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97076505,0.000054589753,0.024611842,0.00018640864,0.00034574018,0.000023667684,0.00004795254,0.000031163123,0.0039335997],"genre_scores_gemma":[0.9992901,0.00004493791,0.0004782823,0.000015743617,0.000055476565,0.000009620671,0.000024503852,0.000012443536,0.000068873465],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99953234,0.000002133693,0.00015556785,0.00009780118,0.00007031969,0.00014185162],"domain_scores_gemma":[0.9996985,0.00006980895,0.000017751843,0.000057998877,0.000062664105,0.000093246024],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006417445,0.00007658071,0.00008995985,0.0002072162,0.000016339696,0.000047136164,0.000085308006,0.00009923073,0.00001725675],"category_scores_gemma":[0.00010546065,0.000092932765,0.00001805705,0.000049819162,0.000014661768,0.00017351494,0.0000056227864,0.00013589283,0.0000014731443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002235399,0.0000018604594,0.0005283201,0.000024583358,0.00000655931,0.0000013654201,0.00007702385,0.9920039,0.0007756522,0.001859792,0.0000039373454,0.004714774],"study_design_scores_gemma":[0.00038182543,0.000010320981,0.0014528426,0.0001885506,0.0000025456318,0.0000012202377,0.00003754648,0.99457335,0.0009819492,0.0006447206,0.0016234725,0.00010163424],"about_ca_topic_score_codex":0.0031527001,"about_ca_topic_score_gemma":0.0121322805,"teacher_disagreement_score":0.028525082,"about_ca_system_score_codex":0.00017654724,"about_ca_system_score_gemma":0.000076378725,"threshold_uncertainty_score":0.6770097},"labels":[],"label_agreement":null},{"id":"W4214534861","doi":"10.3390/en15051813","title":"Increasing Density of 3D-Printed Sandstone through Compaction","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Consejo Nacional de Ciencia y Tecnología","keywords":"Compaction; Porosity; Geotechnical engineering; Geology; Permeability (electromagnetism); Compressive strength; Porous medium; Cement; Petroleum engineering; Mineralogy; Materials science; Composite material","score_opus":0.008844621064453086,"score_gpt":0.19937555125848833,"score_spread":0.19053093019403525,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214534861","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9862414,0.00034315325,0.009084406,0.000007212965,0.00046914327,0.000022515802,0.0000035863845,0.000361066,0.003467492],"genre_scores_gemma":[0.9975678,0.00004351099,0.002257284,0.0000066122275,0.000043261298,0.000004552866,0.00000882214,0.000019475709,0.00004870708],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99956787,0.000019089819,0.00011756119,0.00006959348,0.00011255902,0.000113351074],"domain_scores_gemma":[0.99979174,0.00004247521,0.00001839232,0.00011932362,0.000011985478,0.00001610789],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009798917,0.00007631427,0.00012478953,0.00005030581,0.0000726798,0.0000067280143,0.00006489235,0.00001738402,0.00005570894],"category_scores_gemma":[0.000012512747,0.00008739266,0.000030700892,0.0001385299,0.000014396459,0.00006445461,0.000040874158,0.000119502234,0.000002361689],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000072545954,0.0000072093017,0.00060658617,0.000025887795,0.000023310567,0.0000019120198,0.00037740124,0.9555679,0.042192355,0.00035532008,0.00016825294,0.00066661043],"study_design_scores_gemma":[0.0005354265,0.00005625079,0.009197132,0.00005673389,0.00003918106,0.00008550348,0.0009919344,0.6781218,0.29202047,0.00029856697,0.018160842,0.00043617544],"about_ca_topic_score_codex":0.00026129012,"about_ca_topic_score_gemma":0.000005299802,"teacher_disagreement_score":0.27744612,"about_ca_system_score_codex":0.00005914944,"about_ca_system_score_gemma":0.000005076214,"threshold_uncertainty_score":0.35637695},"labels":[],"label_agreement":null},{"id":"W4214634384","doi":"10.2118/208777-ms","title":"Standardization of Mechanical Specific Energy Equations and Nomenclature","year":2022,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Standardization; Computer science; Analytics; Metric (unit); Drill; Industrial engineering; Data mining; Operations research; Engineering; Mechanical engineering; Operations management","score_opus":0.01228009124724472,"score_gpt":0.20372817120442618,"score_spread":0.19144807995718147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4214634384","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028065931,0.00043130512,0.96841586,0.00021793655,0.00059754145,0.000049838418,0.000085812535,0.000101679965,0.0020340912],"genre_scores_gemma":[0.99705577,0.0012659781,0.0013043376,0.000020011956,0.00010964873,0.00001529394,0.00015564861,0.000015654567,0.000057657016],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927926,0.000015447797,0.00020964182,0.00015379892,0.00023603339,0.00010580028],"domain_scores_gemma":[0.9997115,0.000054038275,0.000039744944,0.00007379775,0.00007835631,0.000042548887],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012605615,0.00010045439,0.00011702742,0.00014945344,0.00009531542,0.00004490183,0.0000712312,0.00004302885,0.00015409496],"category_scores_gemma":[0.0000135978535,0.00011556001,0.000027695092,0.000102844315,0.000025031395,0.00013195687,0.00004686861,0.00013377013,9.409584e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021321135,0.000024067287,0.000044290868,0.00003694213,0.000058664238,0.0000040335535,0.0005318821,0.69098324,0.041687578,0.2463209,0.00025016905,0.020036928],"study_design_scores_gemma":[0.0003512709,0.000056845234,0.00007994965,0.000071537805,0.000012716479,0.000017602513,0.00018264262,0.94605577,0.0089454325,0.020122,0.023900867,0.00020337752],"about_ca_topic_score_codex":0.00001165327,"about_ca_topic_score_gemma":0.000005261489,"teacher_disagreement_score":0.96898985,"about_ca_system_score_codex":0.000056877685,"about_ca_system_score_gemma":0.00001214409,"threshold_uncertainty_score":0.47124007},"labels":[],"label_agreement":null},{"id":"W4220721335","doi":"10.2118/208923-ms","title":"Mitigating Surge and Swab by Changing Tripping from a Batch to a Continuous Process","year":2022,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Tripping; Casing; Process (computing); Engineering; Underbalanced drilling; Drill pipe; Downtime; Crew; Drill; Computer science; Mechanical engineering; Drilling; Reliability engineering; Drilling fluid; Aeronautics","score_opus":0.003191159282212997,"score_gpt":0.1737485569311788,"score_spread":0.1705573976489658,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220721335","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95159525,0.0008728358,0.043108232,0.00010133898,0.0003278539,0.00016543551,0.000041716918,0.0008045974,0.0029827561],"genre_scores_gemma":[0.99832284,0.000008417133,0.0008706211,0.000121720586,0.000074873526,0.00008537483,0.000021739592,0.000052189644,0.00044219327],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909294,0.000010906595,0.00017711161,0.00020495107,0.00015212997,0.00036197682],"domain_scores_gemma":[0.99969065,0.00006509623,0.0000147172805,0.000105339925,0.000012108718,0.00011211405],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018676098,0.00014739895,0.000196097,0.00012504155,0.00015444732,0.00005450517,0.00009779497,0.000025890471,0.00013459886],"category_scores_gemma":[0.00002454851,0.00017028545,0.000028357425,0.0003421391,0.0000049917326,0.000070946466,0.00007020919,0.00017660849,0.0000053221133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011734723,0.00002760458,0.001984497,0.00022231686,0.00013358472,0.00003580776,0.011638812,0.88973755,0.060332447,0.00014337634,0.0055985395,0.03013373],"study_design_scores_gemma":[0.0005974966,0.000045067325,0.00007924522,0.000114755574,0.000021368072,0.000017143606,0.005775015,0.9463374,0.020688174,0.000060475915,0.02557171,0.00069216854],"about_ca_topic_score_codex":0.00006945054,"about_ca_topic_score_gemma":0.000003742465,"teacher_disagreement_score":0.056599833,"about_ca_system_score_codex":0.000045873825,"about_ca_system_score_gemma":0.000007845652,"threshold_uncertainty_score":0.6944039},"labels":[],"label_agreement":null},{"id":"W4220743520","doi":"10.2118/200157-ms","title":"3D Enhanced Subsurface Data Visualization and Integration for Effective Horizontal Well Multi Transverse Fracture Development on a Clastic Tight Gas Field in Oman","year":2022,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve","funders":"","keywords":"Geomechanics; Tight gas; Geology; Wireline; Hydraulic fracturing; Environmental geology; Anisotropy; Petrophysics; Fracture (geology); Borehole; Petroleum engineering; Reservoir modeling; Completion (oil and gas wells); Gemology; Clastic rock; Hydrogeology; Unconventional oil; Formation evaluation; Stress field; Drilling; Engineering geology; Geotechnical engineering; Porosity; Computer science; Seismology; Volcanism; Engineering; Oil shale; Geomorphology; Structural engineering","score_opus":0.01000051057268309,"score_gpt":0.23617043768819576,"score_spread":0.22616992711551268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220743520","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2575894,0.000035924633,0.74149454,0.000011200154,0.00018621192,0.00036639388,0.000008458756,0.0001153881,0.00019250115],"genre_scores_gemma":[0.9950367,0.0000138070745,0.004512821,0.000028419821,0.000019115694,0.000099028905,0.00021752524,0.000024536606,0.000048020927],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942166,0.000015960233,0.00013711023,0.00020221122,0.00008752869,0.00013552862],"domain_scores_gemma":[0.99969435,0.00013584085,0.0000127598605,0.0001166335,0.000010636343,0.000029791841],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012375331,0.00012628932,0.00011362132,0.00008741384,0.000064698324,0.000017039552,0.00008341697,0.000040267823,0.000037096677],"category_scores_gemma":[0.000022069591,0.00012480683,0.00001027473,0.00012327154,0.0000034836548,0.00009857357,0.0000206248,0.00015191815,0.000002558639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000121450816,0.00008447375,0.00006144767,0.0001274676,0.000034769764,0.0000024130813,0.0034961365,0.9529411,0.023500198,0.00008472787,0.00035995146,0.019185824],"study_design_scores_gemma":[0.0007034252,0.00018820129,0.00029002206,0.000037804406,0.000008076063,8.576581e-7,0.00021328297,0.8921441,0.10277742,0.0000036227668,0.0034733994,0.00015980426],"about_ca_topic_score_codex":0.000023953688,"about_ca_topic_score_gemma":0.00037245342,"teacher_disagreement_score":0.7374473,"about_ca_system_score_codex":0.00009783151,"about_ca_system_score_gemma":0.000009697378,"threshold_uncertainty_score":0.5089475},"labels":[],"label_agreement":null},{"id":"W4220770618","doi":"10.4043/31373-ms","title":"Mitigation of Slim Open Hole Wireline Logging Risk Under High Overbalance Conditions","year":2022,"lang":"en","type":"article","venue":"Offshore Technology Conference Asia","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Wireline; Borehole; Logging while drilling; Coring; Petroleum engineering; Logging; Well logging; Drilling; Drill pipe; Hazard; Tripping; Engineering; Geology; Environmental science; Mining engineering; Geotechnical engineering; Wireless; Mechanical engineering; Telecommunications","score_opus":0.00821423701480152,"score_gpt":0.22230474154595264,"score_spread":0.21409050453115114,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220770618","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92658395,0.0003394254,0.06512478,0.0008206827,0.0005314608,0.00035346064,0.00023579545,0.0012455106,0.0047649303],"genre_scores_gemma":[0.9978325,0.00009402562,0.0016527189,0.000019759402,0.000021606082,0.0001129288,0.00012048939,0.000034571643,0.00011142172],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990691,0.000021730215,0.00027595303,0.00022980705,0.00014086573,0.000262521],"domain_scores_gemma":[0.9993861,0.0000373254,0.00008765282,0.00039919573,0.00005258783,0.00003714061],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015561459,0.0001654349,0.00027328942,0.00025668126,0.00016003386,0.000024263973,0.00058998546,0.00012242224,0.00026996076],"category_scores_gemma":[0.000026062387,0.00019640574,0.00003789015,0.0004534062,0.00011441571,0.0001202971,0.00023577348,0.0005138685,0.000015848402],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008067381,0.00006282425,0.0058093187,0.000054554264,0.0001287236,0.000012119576,0.00013260622,0.84931463,0.028031882,0.10867064,0.0020033321,0.0057713026],"study_design_scores_gemma":[0.0017525146,0.000326433,0.013694002,0.00021356712,0.00014463642,0.00006462407,0.0027177122,0.81011736,0.085121304,0.07461038,0.01017055,0.0010669143],"about_ca_topic_score_codex":0.00004094751,"about_ca_topic_score_gemma":0.000013782069,"teacher_disagreement_score":0.071248524,"about_ca_system_score_codex":0.00008152265,"about_ca_system_score_gemma":0.00004432447,"threshold_uncertainty_score":0.8009194},"labels":[],"label_agreement":null},{"id":"W4220773373","doi":"10.2118/208977-ms","title":"The Impact of Increase in Lateral Length on Production Performance of Horizontal Thermal Wells","year":2022,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"","keywords":"Petroleum engineering; Drilling; Completion (oil and gas wells); Injection well; Directional drilling; Well drilling; Oil well; Oil production; Environmental science; Production (economics); Engineering; Geology; Mechanical engineering","score_opus":0.0039982563008170305,"score_gpt":0.1851741790925993,"score_spread":0.18117592279178227,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220773373","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9969602,0.00005001067,0.000009163701,0.0000063667208,0.0001916931,0.00006845713,0.0000030581332,0.00004381589,0.0026672336],"genre_scores_gemma":[0.99982464,0.000025521853,0.000016160979,6.9461277e-7,0.000027974553,0.0000078488265,0.0000020321095,0.000012616646,0.000082488674],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995831,0.00001330146,0.00013596806,0.00005712555,0.00009381267,0.000116651965],"domain_scores_gemma":[0.99982285,0.000020649812,0.000016353015,0.00011869367,0.0000067108963,0.000014710372],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018213784,0.00006654068,0.00008232781,0.000057200752,0.000032096435,0.0000031196457,0.0000766802,0.000011923257,0.000033587807],"category_scores_gemma":[0.0000057992365,0.000046343408,0.000040053244,0.000121981546,0.000010188707,0.000046382927,0.000017261162,0.00013394751,0.0000016476815],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034150587,0.000020392015,0.0059374305,0.000017561948,0.00001522386,4.4056944e-7,0.00014758621,0.9748552,0.016315682,0.000029271274,0.000054420805,0.002572681],"study_design_scores_gemma":[0.00027040005,0.00043751474,0.074018694,0.000024149362,0.0000036756549,0.0000042610263,0.00006382163,0.8554903,0.06943061,0.000005825012,0.00012872214,0.000122001715],"about_ca_topic_score_codex":0.0002038563,"about_ca_topic_score_gemma":0.0000033161118,"teacher_disagreement_score":0.119364835,"about_ca_system_score_codex":0.00006398092,"about_ca_system_score_gemma":0.000008678936,"threshold_uncertainty_score":0.18898293},"labels":[],"label_agreement":null},{"id":"W4220776786","doi":"10.2118/209039-ms","title":"Inhibition Testing with High Strength Quench and Tempered Coiled Tubing","year":2022,"lang":"en","type":"article","venue":"SPE/ICoTA Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Microstructure; Sour gas; Homogeneous; Materials science; Mechanical engineering; Engineering; Composite material; Waste management; Physics; Natural gas; Thermodynamics","score_opus":0.013302932958553748,"score_gpt":0.19694026924028726,"score_spread":0.1836373362817335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220776786","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98208284,0.00024415445,0.013893695,0.00006881321,0.00023068258,0.0001846121,0.000028877255,0.0003750018,0.0028913082],"genre_scores_gemma":[0.99854565,0.00008371553,0.00087666995,0.000017634242,0.00007281462,0.000060088492,0.0001459706,0.000034526132,0.00016295216],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989645,0.000045842527,0.00028758426,0.00028512225,0.00018035455,0.0002366266],"domain_scores_gemma":[0.99962616,0.000046103174,0.00006341966,0.00012326575,0.00005942206,0.00008162278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021195787,0.00020323365,0.00019116676,0.00015511303,0.00023161327,0.00014208627,0.000048723727,0.00005143448,0.00030179592],"category_scores_gemma":[0.000015274003,0.00021557791,0.00003887769,0.00018624794,0.00004428604,0.0002352861,0.000058573176,0.00028843904,0.000008735016],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037425212,0.0006862008,0.011633633,0.0039767874,0.00053549814,0.00025153544,0.0041496805,0.4522317,0.2502053,0.019365925,0.0031075894,0.2534819],"study_design_scores_gemma":[0.0043987543,0.0014506922,0.0054425737,0.002409351,0.00016705663,0.00041142793,0.004057883,0.9300203,0.04405371,0.0037235739,0.0023778623,0.001486854],"about_ca_topic_score_codex":0.00023800251,"about_ca_topic_score_gemma":0.000046968016,"teacher_disagreement_score":0.47778857,"about_ca_system_score_codex":0.000077155004,"about_ca_system_score_gemma":0.000011777129,"threshold_uncertainty_score":0.87910116},"labels":[],"label_agreement":null},{"id":"W4220873073","doi":"10.2118/208997-ms","title":"Interventions in Challenging Low Pressure Horizontal Producers with Known Casing Deformation: A Case Study Comparing Conveyance Methods for Successful Installation of Toe Gas Lift Systems","year":2022,"lang":"en","type":"article","venue":"SPE/ICoTA Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workover; Casing; Gas lift; Marine engineering; Wellbore; Petroleum engineering; Towing; Lift (data mining); Drag; Torque; Engineering; Artificial lift; Drilling; Drill pipe; Offset (computer science); Wellhead; Installation; Mechanical engineering; Computer science; Aerospace engineering","score_opus":0.033557648472004285,"score_gpt":0.2950426826417894,"score_spread":0.26148503416978514,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220873073","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67928684,0.0008338618,0.31812292,0.000017223465,0.00040138015,0.0008944378,0.000017462276,0.00010822904,0.00031763827],"genre_scores_gemma":[0.9985704,0.00004310227,0.0008823451,0.0000012508183,0.000051219686,0.00030811096,0.00007896964,0.00003209452,0.00003254502],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99849844,0.00015529149,0.000673205,0.00028930703,0.00015317314,0.00023060746],"domain_scores_gemma":[0.9994053,0.00005622846,0.00019084211,0.00017714693,0.00011844385,0.000051987023],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008183289,0.00020916543,0.00035343462,0.00033477327,0.00018086054,0.00010849245,0.00009315375,0.000047891663,0.000030872878],"category_scores_gemma":[0.000016710115,0.00022858761,0.00010907249,0.00025808212,0.000029387114,0.0004921037,0.00006190957,0.00024860434,7.2105314e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011130366,0.00033110275,0.002651727,0.0050365003,0.00015116062,0.000036019588,0.00443936,0.97108907,0.00077531685,0.0011300469,0.00001537053,0.014233035],"study_design_scores_gemma":[0.0018148175,0.0006008178,0.0002757564,0.001676796,0.00009462026,0.00029773856,0.02203482,0.9716147,0.0011145148,0.000057309153,0.00014282731,0.0002752907],"about_ca_topic_score_codex":0.00063423975,"about_ca_topic_score_gemma":0.00044316167,"teacher_disagreement_score":0.31928352,"about_ca_system_score_codex":0.00011924081,"about_ca_system_score_gemma":0.000016217216,"threshold_uncertainty_score":0.9321532},"labels":[],"label_agreement":null},{"id":"W4220907059","doi":"10.2118/208902-ms","title":"Theoretical Development of a Digital-Twin Based Automation System for Oil Well Drilling Rigs","year":2022,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Automation; Process (computing); Petroleum industry; Fidelity; Computer science; Drilling; Engineering; Engineering management; Manufacturing engineering; Operations research; Telecommunications; Mechanical engineering","score_opus":0.0054901209731698965,"score_gpt":0.17615611579666227,"score_spread":0.17066599482349237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4220907059","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05983954,0.000050384155,0.91587436,0.000015516198,0.00041366098,0.00011314723,0.000020679316,0.0010110707,0.022661665],"genre_scores_gemma":[0.98162663,3.9870508e-7,0.018081194,0.0000042243537,0.000025435835,0.00008777545,0.000040194765,0.000035099667,0.00009903515],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992579,0.000006306244,0.00028349063,0.00010856495,0.0001665444,0.00017717166],"domain_scores_gemma":[0.9997027,0.00009744197,0.000021777872,0.000113980845,0.000021695134,0.00004242511],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021795151,0.000107111366,0.00014564763,0.0000930433,0.00007965812,0.000024242043,0.00009716603,0.00002791144,0.00011059534],"category_scores_gemma":[0.000011346323,0.00010771718,0.000057548285,0.00012301505,0.0000107290225,0.000049340233,0.000021721118,0.0000655945,0.000009323716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000056172003,0.000012385587,0.00001317699,0.00054223865,0.000023373595,5.991423e-7,0.00017386964,0.9763177,0.00094846135,0.0152854305,0.00006632669,0.006610801],"study_design_scores_gemma":[0.00025808983,0.000014840099,0.0000054077123,0.000048914702,0.000007932604,0.000001842166,0.00018561327,0.9681899,0.026698634,0.00006158546,0.004389704,0.00013751589],"about_ca_topic_score_codex":4.6570312e-7,"about_ca_topic_score_gemma":1.672486e-7,"teacher_disagreement_score":0.9217871,"about_ca_system_score_codex":0.0001340871,"about_ca_system_score_gemma":0.00002605106,"threshold_uncertainty_score":0.43925792},"labels":[],"label_agreement":null},{"id":"W4221067236","doi":"10.4028/p-2m9z7g","title":"Characterization and Mechanical Property Measurements by Instrumented Indentation Testing of Niger Delta Oil Shale Cuttings","year":2022,"lang":"en","type":"article","venue":"International journal of engineering research in Africa","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Oil shale; Characterization (materials science); Petroleum engineering; Drilling fluid; Drill cuttings; Drilling; Niger delta; Scanning electron microscope; Hydraulic fracturing; Materials science; Indentation; Geology; Mineralogy; Composite material; Metallurgy; Engineering; Nanotechnology; Delta","score_opus":0.07034989264376612,"score_gpt":0.28555510031020265,"score_spread":0.21520520766643653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4221067236","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98721796,0.00022349328,0.01154788,0.00013884384,0.0005503647,0.00007008905,0.000022981214,0.00004167594,0.00018670794],"genre_scores_gemma":[0.998216,0.000070495094,0.0015240483,0.000004169187,0.00007302939,0.000016318381,0.000013802489,0.000028630759,0.00005353598],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99810463,0.000048220278,0.00048254867,0.00010613071,0.0010297393,0.00022870622],"domain_scores_gemma":[0.99932146,0.00012538936,0.00008592723,0.00006574175,0.00032774103,0.00007373739],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013645593,0.00010078512,0.00015768936,0.0006290228,0.00003740954,0.000044134453,0.00030639698,0.00003571161,0.000016231172],"category_scores_gemma":[0.00032025337,0.00009587815,0.000030811374,0.00044564507,0.000015086984,0.00022494653,0.00010179036,0.0005305141,5.1940293e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000035575707,0.00007293622,0.0024694456,0.00008529441,0.00009087897,0.000023302673,0.0004963616,0.26030698,0.7115197,0.000020876158,0.000096108306,0.024782542],"study_design_scores_gemma":[0.0014288507,0.00024159654,0.0019560899,0.00060371327,0.000010750018,0.00013979174,0.00022728214,0.9287614,0.057753123,0.000046440186,0.008566087,0.00026486078],"about_ca_topic_score_codex":0.000016477614,"about_ca_topic_score_gemma":4.3352455e-7,"teacher_disagreement_score":0.6684544,"about_ca_system_score_codex":0.00031267613,"about_ca_system_score_gemma":0.00003614005,"threshold_uncertainty_score":0.39097974},"labels":[],"label_agreement":null},{"id":"W4221097070","doi":"10.2118/209026-ms","title":"Thru-Tubing Cleanouts and Acidization in Unconventional Wells","year":2022,"lang":"en","type":"article","venue":"SPE/ICoTA Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Coiled tubing; Workover; Completion (oil and gas wells); Casing; Petroleum engineering; Nozzle; Production (economics); Engineering; Drilling; Directional drilling; Mechanical engineering","score_opus":0.01079843317817405,"score_gpt":0.20610815859627146,"score_spread":0.1953097254180974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4221097070","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9238888,0.0008377476,0.06812708,0.00020356823,0.0008060763,0.00025741098,0.000026307625,0.00022449328,0.005628534],"genre_scores_gemma":[0.9989527,0.00034623416,0.00015521402,0.000026976344,0.000053355812,0.000034638535,0.00013508895,0.000021678436,0.00027411876],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990852,0.00004663729,0.00030295708,0.00022522743,0.00015077833,0.00018922442],"domain_scores_gemma":[0.9997663,0.000020794012,0.000043634194,0.00008987786,0.000025982567,0.000053450534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027520084,0.00014310944,0.00014663635,0.0002111288,0.00010951629,0.00008213227,0.000058228645,0.000050601084,0.00066155544],"category_scores_gemma":[0.000007886156,0.00017589868,0.00005470854,0.00016591078,0.00002753787,0.00026998814,0.00006291289,0.00022647952,0.000019893334],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001610862,0.00048807045,0.018574124,0.0018680713,0.0001781346,0.0000680125,0.003079673,0.75018877,0.04007812,0.051415134,0.003753574,0.13014725],"study_design_scores_gemma":[0.0017664754,0.00021504416,0.0092123905,0.0005650822,0.000031015694,0.000061863415,0.0014787088,0.963778,0.005876897,0.007406829,0.009038871,0.0005688272],"about_ca_topic_score_codex":0.00005560858,"about_ca_topic_score_gemma":0.000033622873,"teacher_disagreement_score":0.21358925,"about_ca_system_score_codex":0.00007462422,"about_ca_system_score_gemma":0.0000077112345,"threshold_uncertainty_score":0.72435683},"labels":[],"label_agreement":null},{"id":"W4223909627","doi":"10.2118/209805-pa","title":"The Utilization of Self-Crosslinkable Nanoparticles as High-Temperature Plugging Agent in Water-Based Drilling Fluid","year":2022,"lang":"en","type":"article","venue":"SPE Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Thermogravimetric analysis; Drilling fluid; Thermal stability; Chemical engineering; Bentonite; Composite material; Microporous material; Nanoparticle; Petroleum engineering; Drilling; Nanotechnology","score_opus":0.007472609480388977,"score_gpt":0.19877691136385126,"score_spread":0.19130430188346229,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4223909627","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9966383,0.0009695262,0.00097412645,0.00011620495,0.00100643,0.000068530404,0.0000021079566,0.00011615203,0.00010860409],"genre_scores_gemma":[0.9990584,0.00022987199,0.00047430425,0.000016856808,0.000118816955,0.000006558689,0.000005024944,0.000032660926,0.00005749334],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989631,0.00004261531,0.00032889814,0.000086245374,0.0002616881,0.00031744462],"domain_scores_gemma":[0.99970716,0.000042942782,0.000035923924,0.00012549295,0.000031847823,0.0000566148],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060988293,0.00011338037,0.00013383212,0.00011100988,0.00035506475,0.000097779644,0.00016360756,0.00003382087,0.000067597706],"category_scores_gemma":[0.000015819156,0.000083437335,0.000056325985,0.00021010841,0.000012428889,0.00008341396,0.000029906747,0.00040306625,0.00000603656],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008212123,0.000015155649,0.00016628404,0.000022526243,0.00001654079,0.000017147335,0.00039513552,0.81899935,0.17974186,0.00010043675,0.0000731304,0.00044420082],"study_design_scores_gemma":[0.0004710474,0.000049988717,0.00014275328,0.00005585983,0.000012193487,0.00004513392,0.0002679159,0.5386887,0.45197603,0.0002782099,0.0078725135,0.00013962596],"about_ca_topic_score_codex":0.0000104222845,"about_ca_topic_score_gemma":0.000004581394,"teacher_disagreement_score":0.28031063,"about_ca_system_score_codex":0.00015943829,"about_ca_system_score_gemma":0.00003328793,"threshold_uncertainty_score":0.34024757},"labels":[],"label_agreement":null},{"id":"W4223960008","doi":"10.3390/geosciences12040174","title":"Examining Rock Engineering Knowledge through a Philosophical Lens","year":2022,"lang":"en","type":"article","venue":"Geosciences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Knowledge engineering; sort; Computer science; Subject (documents); Face (sociological concept); Cognitive ergonomics; Knowledge management; Engineering; Sociology","score_opus":0.03646568252646133,"score_gpt":0.21968203344202136,"score_spread":0.18321635091556004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4223960008","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6838878,0.010234519,0.2239264,0.0004317346,0.010895742,0.00039204818,0.00005009117,0.0051857904,0.06499589],"genre_scores_gemma":[0.99852365,0.000062966574,0.0009190164,0.00002949705,0.00023020641,0.000045766246,0.0000034606962,0.000029780183,0.00015566625],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988817,0.000012895408,0.00017876715,0.00024494223,0.0002552719,0.00042645013],"domain_scores_gemma":[0.99966407,0.000073634794,0.000014556597,0.00017528873,0.0000111907675,0.000061289844],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024399495,0.0001619455,0.00015549538,0.000114547234,0.00026429782,0.00004537374,0.00034298378,0.000032149776,0.00010638706],"category_scores_gemma":[0.000029856254,0.00017256556,0.000045600584,0.0005918588,0.000015768837,0.00023087463,0.00012926076,0.00030678225,0.000046154833],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.6932544e-7,0.000011413662,0.00009619011,0.000024809518,0.000007512139,0.00000710108,0.0007342548,0.9947191,0.0017655082,0.001656234,0.0003045664,0.0006727632],"study_design_scores_gemma":[0.00010616052,0.00005373897,0.00027935466,0.000016549415,0.000006256937,0.00003213746,0.00019539232,0.9172819,0.00049423537,0.00022403321,0.08103485,0.00027537093],"about_ca_topic_score_codex":0.00000932417,"about_ca_topic_score_gemma":0.000001145267,"teacher_disagreement_score":0.31463584,"about_ca_system_score_codex":0.0000731424,"about_ca_system_score_gemma":0.00002037424,"threshold_uncertainty_score":0.703702},"labels":[],"label_agreement":null},{"id":"W4225160370","doi":"10.5276/jswtm/2022.90","title":"Remediation of Waste Drilling Mud Using Surfactantenhanced Washing: Influencing Factors and Petroleum Hydrocarbon Removal","year":2022,"lang":"en","type":"article","venue":"The Journal of Solid Waste Technology and Management","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Environmental remediation; Hydrocarbon; Petroleum; Total petroleum hydrocarbon; Drilling fluid; Pulmonary surfactant; Drilling; Waste management; Environmental science; Petroleum engineering; Environmental engineering; Pulp and paper industry; Chemistry; Geology; Materials science; Contamination; Engineering; Metallurgy; Organic chemistry","score_opus":0.007550429462289954,"score_gpt":0.1978315612594098,"score_spread":0.19028113179711983,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4225160370","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9830487,0.0017192643,0.0146101015,0.000045016037,0.00031742637,0.00008390375,0.0000016362069,0.000063040796,0.000110937435],"genre_scores_gemma":[0.9976217,0.0014287138,0.0008732046,0.000006898866,0.000032381085,0.0000011705733,4.484136e-7,0.000022266217,0.000013229804],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990964,0.000025348072,0.0003945623,0.00008403749,0.00019975989,0.00019991075],"domain_scores_gemma":[0.9995576,0.000041742234,0.00020191178,0.0001419444,0.00002472736,0.000032085],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005742036,0.00014116273,0.00025845654,0.00053167884,0.0001483476,0.000008669537,0.00018180227,0.00005151567,0.0000014996766],"category_scores_gemma":[0.000014770757,0.000113619346,0.000036653804,0.0002990417,0.000055822384,0.00010335028,0.00016012629,0.00037210842,6.843652e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000021178508,0.0000072286643,0.00029624414,0.0001255327,0.00015332545,0.000013931716,0.00062993454,0.925385,0.07215848,0.00022148769,0.000007817076,0.0009798317],"study_design_scores_gemma":[0.00081080734,0.00021951765,0.00015398746,0.00031379587,0.00028791634,0.0002928919,0.016142264,0.8801077,0.099992916,0.0010767034,0.00033294043,0.00026857937],"about_ca_topic_score_codex":0.0000038067028,"about_ca_topic_score_gemma":0.0000011336742,"teacher_disagreement_score":0.045277335,"about_ca_system_score_codex":0.000072174895,"about_ca_system_score_gemma":0.0000057337584,"threshold_uncertainty_score":0.46332625},"labels":[],"label_agreement":null},{"id":"W4225420100","doi":"10.2118/199654-pa","title":"Simplifying Well Abandonments Using Shale as a Barrier","year":2022,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"PQ Corporation (Canada)","funders":"","keywords":"Oil shale; Casing; Geology; Drilling; Petroleum engineering; Creep; Geotechnical engineering; Submarine pipeline; Mining engineering; Engineering; Mechanical engineering; Materials science; Composite material","score_opus":0.016143845657707396,"score_gpt":0.2188134428623496,"score_spread":0.2026695972046422,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4225420100","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8474486,0.00042416848,0.1430144,0.000016283953,0.0016417253,0.00020454447,0.00002558427,0.00075366156,0.0064710337],"genre_scores_gemma":[0.9974131,0.000042002655,0.0018705978,0.00006159468,0.00025859146,0.00002141054,0.00006492356,0.000091377085,0.00017639123],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986289,0.000030524065,0.0002906153,0.00026622028,0.0003626185,0.0004211198],"domain_scores_gemma":[0.99952793,0.000051786163,0.00004271912,0.00025203382,0.000019749206,0.00010579425],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024081745,0.00022097082,0.00022642837,0.00017589191,0.00040450649,0.000060029106,0.0001820496,0.00004541236,0.0007210899],"category_scores_gemma":[0.000015755999,0.0002787452,0.000105007,0.00026856738,0.000017031327,0.000111395864,0.0000878909,0.00033851192,0.00012420896],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006832796,0.000011676379,0.0007166864,0.000039082042,0.000031183994,0.000012558449,0.0002571498,0.969143,0.028971681,0.00015124281,0.0001381781,0.00052078057],"study_design_scores_gemma":[0.00036018854,0.000030681724,0.00025645384,0.00003834522,0.000024925223,0.000054620014,0.00011871146,0.95244616,0.0033692431,0.00035903027,0.042587478,0.00035416897],"about_ca_topic_score_codex":0.00006377245,"about_ca_topic_score_gemma":0.0000016123267,"teacher_disagreement_score":0.14996451,"about_ca_system_score_codex":0.0002925114,"about_ca_system_score_gemma":0.000013654269,"threshold_uncertainty_score":0.99996644},"labels":[],"label_agreement":null},{"id":"W4226218408","doi":"10.1002/zamm.202100198","title":"Variational geometric approach to the thermodynamics of porous media","year":2022,"lang":"en","type":"article","venue":"ZAMM ‐ Journal of Applied Mathematics and Mechanics / Zeitschrift für Angewandte Mathematik und Mechanik","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ATCO (Canada); University of Alberta","funders":"","keywords":"Porous medium; Nonlinear system; Work (physics); Equations of motion; Classical mechanics; Matrix (chemical analysis); Second law of thermodynamics; Mechanics; Physics; Statistical physics; Thermodynamics; Porosity; Geology; Materials science; Geotechnical engineering","score_opus":0.010280788184743124,"score_gpt":0.20494614656474144,"score_spread":0.19466535837999832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226218408","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007822714,0.0010674674,0.981587,0.000043104566,0.0006157154,0.00047889337,0.000078796635,0.00008368978,0.00822264],"genre_scores_gemma":[0.8375546,0.00033580148,0.161624,0.000058845046,0.00018735522,0.00006543157,0.000014349398,0.00013454723,0.0000251112],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99752307,0.000019008283,0.0009627041,0.00020594704,0.00090494746,0.00038430205],"domain_scores_gemma":[0.99849784,0.000321363,0.0004520259,0.0003854626,0.00014421246,0.00019911944],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001883727,0.00035449472,0.00069974025,0.00056745985,0.00020519405,0.00006485986,0.00061678694,0.00010472705,0.000042527503],"category_scores_gemma":[0.00007324334,0.0002747121,0.0001457758,0.0008216147,0.00001514839,0.00008154841,0.00021905574,0.00053719606,0.0000038929234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025403011,0.0002291134,5.1190035e-8,0.00045408402,0.00028557057,0.000004366344,0.00480086,0.198476,0.011119732,0.7821418,0.00021437646,0.0022486167],"study_design_scores_gemma":[0.0014177444,0.0003024414,0.000001330261,0.0001358491,0.0004882846,0.00046800033,0.0044300994,0.8747995,0.013126053,0.09958625,0.0045713503,0.0006731124],"about_ca_topic_score_codex":0.0000021957708,"about_ca_topic_score_gemma":0.0000012392802,"teacher_disagreement_score":0.8297318,"about_ca_system_score_codex":0.000040450363,"about_ca_system_score_gemma":0.000061769344,"threshold_uncertainty_score":0.9999705},"labels":[],"label_agreement":null},{"id":"W4226340109","doi":"10.1130/abs/2022ne-375369","title":"UNRAVELING THE COMPLEX INTERPLAY AMONG BASEMENT-INVOLVED FAULTING, SALT DEPOSITION, AND DETACHED DEFORMATION DURING RIFTING: AN EXAMPLE FROM THE SALT-RICH ORPHEUS RIFT BASIN, OFFSHORE SOUTHEASTERN CANADA","year":2022,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Rift; Geology; Basement; Submarine pipeline; Salt tectonics; Structural basin; Deposition (geology); Deformation (meteorology); Paleontology; Salt (chemistry); Petrology; Geomorphology; Geochemistry; Environmental geology; Diapir; Oceanography; Tectonics; Metamorphic petrology; Archaeology; Geography","score_opus":0.015171824414536954,"score_gpt":0.2029914311466798,"score_spread":0.18781960673214285,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4226340109","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9839701,0.0002134074,0.014794385,0.00018370479,0.0000676273,0.00044550013,0.000021653143,0.00024835893,0.000055230797],"genre_scores_gemma":[0.9930734,0.00002607161,0.006163974,0.0002468797,0.00007465265,0.00009296384,0.00027845148,0.000038757516,0.000004832241],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998134,0.0000933911,0.0005069257,0.00031702165,0.0004456902,0.0005029301],"domain_scores_gemma":[0.9990008,0.00024068542,0.00024711966,0.00030633266,0.00007133976,0.00013376138],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036433394,0.00029481127,0.0003184798,0.000014180242,0.0007032969,0.000096128344,0.00035846393,0.00006989474,0.000041318308],"category_scores_gemma":[0.000017197177,0.00018830171,0.00008385201,0.00025971548,0.00023707381,0.00014010946,0.00014694326,0.00061637023,7.473211e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000680082,0.00012730883,0.13279471,0.00011248247,0.0004141273,0.000010917241,0.013233204,0.8365529,0.0014568607,0.0000056102604,0.0002035721,0.015020305],"study_design_scores_gemma":[0.0008446393,0.00028814143,0.31641197,0.00008068018,0.00010738928,0.000018712375,0.03174168,0.647898,0.0006822847,0.00002253455,0.001421855,0.00048211028],"about_ca_topic_score_codex":0.25072885,"about_ca_topic_score_gemma":0.025572263,"teacher_disagreement_score":0.22515658,"about_ca_system_score_codex":0.000089576235,"about_ca_system_score_gemma":0.000042965476,"threshold_uncertainty_score":0.9922085},"labels":[],"label_agreement":null},{"id":"W4229331795","doi":"10.3390/en15093424","title":"Murree Clay Problems and Water-Based Drilling Mud Optimization: A Case Study from the Kohat Basin in Northwestern Pakistan","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of the Fraser Valley","funders":"","keywords":"Drilling fluid; Rheology; Drilling; Geology; Petroleum engineering; Environmental science; Materials science; Composite material; Metallurgy","score_opus":0.011423813389872048,"score_gpt":0.2010456640501028,"score_spread":0.18962185066023074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229331795","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98782444,0.0005730512,0.010766461,0.000039163955,0.00027605036,0.00019026242,0.000014302617,0.0002503142,0.000065951346],"genre_scores_gemma":[0.99880517,0.000022244376,0.00086372194,0.000025104844,0.0000681794,0.00011390883,0.0000329929,0.000045564844,0.00002310223],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991573,0.000056641184,0.00022239012,0.0001954352,0.0001492283,0.00021902223],"domain_scores_gemma":[0.9995913,0.00011743623,0.000015632046,0.00023049943,0.000010281881,0.00003485281],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021221196,0.00016434761,0.00015786295,0.00007758903,0.00018813158,0.00009338652,0.00012148319,0.000025729607,0.00003588364],"category_scores_gemma":[0.0000032241487,0.00012565189,0.00002749725,0.0001593807,0.000017358834,0.00008122287,0.00007281709,0.0001990063,9.474246e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035101723,0.000031189684,0.007994338,0.000016129858,0.00002171284,0.00033099117,0.007468209,0.98352176,0.00014698513,0.000002705802,0.000012276923,0.00045016393],"study_design_scores_gemma":[0.00067236496,0.000049497903,0.00025148326,0.000026626847,0.000018626288,0.000044660563,0.006519597,0.9901348,0.0007207157,0.000010938994,0.0013232686,0.00022746889],"about_ca_topic_score_codex":0.0025839545,"about_ca_topic_score_gemma":0.0014252922,"teacher_disagreement_score":0.010980737,"about_ca_system_score_codex":0.00005804232,"about_ca_system_score_gemma":0.0000072715065,"threshold_uncertainty_score":0.51239353},"labels":[],"label_agreement":null},{"id":"W4229363828","doi":"10.1016/j.petrol.2022.110582","title":"Numerical investigation of the factors affecting the cement sheath integrity in hydraulically fractured wells","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Petroleum engineering; Cement; Geotechnical engineering; Geology; Materials science; Composite material","score_opus":0.007673062447535697,"score_gpt":0.19034586679195722,"score_spread":0.1826728043444215,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229363828","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9933609,0.0002810913,0.005364708,0.00017826732,0.00068948633,0.000044964774,8.3095875e-7,0.000019193469,0.00006060395],"genre_scores_gemma":[0.99965024,0.00001930802,0.00024784135,0.00001997605,0.00004771607,0.0000017873489,1.2559624e-7,0.000010892564,0.0000021020812],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998798,0.000022571978,0.00032370535,0.0000871951,0.0005512847,0.00021723831],"domain_scores_gemma":[0.99956137,0.00012407891,0.00008307343,0.000120121585,0.000039309605,0.000072057],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013606237,0.00011028501,0.00017092175,0.00020444872,0.00013276917,0.000037603008,0.00037003,0.000023552806,0.0000050952426],"category_scores_gemma":[0.00016537069,0.00006868266,0.000059376038,0.00067269214,0.000059476442,0.00018817428,0.00007135966,0.0007632604,1.0553693e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018039876,0.0000049464593,0.008644107,0.00002252869,0.000007222137,0.0000014030807,0.0011111547,0.9571746,0.032778498,0.0000205912,0.000017663018,0.00021549298],"study_design_scores_gemma":[0.00019791581,0.000073697054,0.16747567,0.00008930452,0.000012490996,0.00003907075,0.0006636948,0.8119531,0.018759537,0.000028080469,0.0005802329,0.00012718892],"about_ca_topic_score_codex":0.0000214959,"about_ca_topic_score_gemma":0.0000011518047,"teacher_disagreement_score":0.15883155,"about_ca_system_score_codex":0.00020204361,"about_ca_system_score_gemma":0.00005889174,"threshold_uncertainty_score":0.3316029},"labels":[],"label_agreement":null},{"id":"W4229375001","doi":"10.1007/s13369-022-06885-4","title":"A Novel Casing Eccentricity Limit Model for Optimizing the Placement of Centralizers in Highly-Deviated Wells","year":2022,"lang":"en","type":"article","venue":"Arabian Journal for Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Specialized Research Fund for the Doctoral Program of Higher Education of China; Science and Technology Innovative Research Team in Higher Educational Institutions of Hunan Province; National Natural Science Foundation of China","keywords":"Casing; Eccentricity (behavior); Drilling fluid; Annulus (botany); Borehole; Geotechnical engineering; Mechanics; Geology; Drilling; Petroleum engineering; Materials science; Engineering; Physics; Mechanical engineering; Composite material","score_opus":0.021680536394669585,"score_gpt":0.22363430190325378,"score_spread":0.2019537655085842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229375001","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24511865,0.00045208953,0.75309306,0.00013263746,0.0007875238,0.00031177615,0.000020312664,0.00005541529,0.000028513718],"genre_scores_gemma":[0.98587024,0.00010423452,0.013884737,0.000023083106,0.000039346498,0.000034992274,0.0000012138828,0.000027964687,0.000014202921],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986929,0.0000047496915,0.00033435746,0.00015779972,0.00028293385,0.00052723783],"domain_scores_gemma":[0.9995558,0.00010497423,0.00005091877,0.00011072073,0.0000638381,0.00011369774],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014330588,0.00014639115,0.00018798435,0.00030617986,0.0003717994,0.00008382935,0.0002970999,0.000023010249,0.0000015487981],"category_scores_gemma":[0.00009755646,0.00013235077,0.00006832333,0.0005529828,0.000040280032,0.0002368382,0.000051555064,0.00025236586,6.9983024e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001052979,0.000010869295,0.000029157973,0.00006775382,0.000014062504,0.0000010587404,0.0011837045,0.97687495,0.020884363,0.00030329233,0.000044855573,0.0005754205],"study_design_scores_gemma":[0.0005979076,0.00004448899,0.00004635359,0.00006716177,0.000014411431,0.000051151128,0.0003557443,0.99474883,0.0032374654,0.000032887798,0.0006415958,0.0001619873],"about_ca_topic_score_codex":0.0000052152654,"about_ca_topic_score_gemma":0.0000014867973,"teacher_disagreement_score":0.74075156,"about_ca_system_score_codex":0.00026136453,"about_ca_system_score_gemma":0.00006451641,"threshold_uncertainty_score":0.5397108},"labels":[],"label_agreement":null},{"id":"W4229451338","doi":"10.3390/app12094766","title":"A Numerical Simulation Study of the Impact of Microchannels on Fluid Flow through the Cement–Rock Interface","year":2022,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Microchannel; Volumetric flow rate; Volume of fluid method; Flow (mathematics); Materials science; Mechanics; Volume (thermodynamics); Geotechnical engineering; Contact angle; Permeability (electromagnetism); Finite element method; Finite volume method; Fluid dynamics; Petroleum engineering; Geology; Composite material; Chemistry; Thermodynamics; Engineering; Structural engineering; Nanotechnology","score_opus":0.021236493074734585,"score_gpt":0.27269913390086453,"score_spread":0.25146264082612996,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229451338","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.972294,0.000059410384,0.0256642,0.000012667324,0.00019180137,0.0002621561,0.000003941154,0.00003734367,0.0014745162],"genre_scores_gemma":[0.9998853,0.0000011938272,0.000054477714,0.0000065985073,0.000017245848,0.000019151694,2.6688974e-7,0.0000072400626,0.000008518279],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993191,0.00001915005,0.00015304254,0.00011078808,0.00026949338,0.00012845623],"domain_scores_gemma":[0.9996801,0.00010060921,0.000036996797,0.00016324129,0.00000816133,0.00001091273],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019162825,0.00008175903,0.00010591923,0.00002894201,0.00018124685,0.000012085951,0.0003604157,0.000009797867,0.00002695838],"category_scores_gemma":[0.0000071036925,0.000045831475,0.00004575562,0.0004727277,0.00003117284,0.000029529923,0.00006843998,0.000103519684,0.0000019052062],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000072087532,0.00005384713,0.000044965018,0.0000044845397,0.000018762308,4.637831e-8,0.0045078136,0.98536116,0.009691048,0.0000442319,0.000058128262,0.00020833315],"study_design_scores_gemma":[0.00012578642,0.00025462353,0.00019430791,0.0000057482284,0.00000588675,3.6990912e-7,0.0020826303,0.98389846,0.013219415,0.00009577002,0.000059115915,0.000057875135],"about_ca_topic_score_codex":0.00005245265,"about_ca_topic_score_gemma":7.8601886e-7,"teacher_disagreement_score":0.027591342,"about_ca_system_score_codex":0.000035237605,"about_ca_system_score_gemma":0.000011379642,"threshold_uncertainty_score":0.18689533},"labels":[],"label_agreement":null},{"id":"W4229526898","doi":"10.2118/spe-173368-ms","title":"Evolution of Completion Techniques in the Lower Shaunavon Tight Oil Play in Southwestern Saskatchewan","year":2015,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Tight oil; Directional drilling; Geology; Petroleum engineering; Drilling; Unconventional oil; Drill; Coiled tubing; Mining engineering; Oil shale; Engineering; Mechanical engineering; Paleontology","score_opus":0.013205701082656373,"score_gpt":0.21247204204496936,"score_spread":0.199266340962313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229526898","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9534417,0.0003784758,0.03977739,0.00040371882,0.00023958784,0.00013801707,0.0000038480416,0.00077999703,0.0048373044],"genre_scores_gemma":[0.9983335,0.000032155003,0.0014889056,0.000016747634,0.00003853133,0.00003452925,0.000006064182,0.000024586334,0.000024947292],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99891716,0.000026422713,0.00034634292,0.00021467805,0.0001806806,0.00031468619],"domain_scores_gemma":[0.9994189,0.000041436717,0.00005789156,0.00040721672,0.0000413279,0.000033205026],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034951235,0.00020128896,0.0002747578,0.0005343625,0.000018481602,0.000018658313,0.0004457737,0.00029808198,0.0000094290945],"category_scores_gemma":[0.000048788927,0.00017737695,0.00003298261,0.00047759747,0.00010294184,0.000116446,0.000055192384,0.0005926929,0.000018979434],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011312727,0.0006077846,0.046795055,0.0006577765,0.000091154914,0.00027587326,0.015781384,0.7437454,0.047446135,0.008242776,0.00050483417,0.13573869],"study_design_scores_gemma":[0.003587251,0.00070904853,0.052598324,0.003662273,0.0000693854,0.00021550631,0.007610122,0.585145,0.2757988,0.041001707,0.026971487,0.0026311034],"about_ca_topic_score_codex":0.0003507258,"about_ca_topic_score_gemma":0.0009188873,"teacher_disagreement_score":0.22835265,"about_ca_system_score_codex":0.00018255466,"about_ca_system_score_gemma":0.000046714973,"threshold_uncertainty_score":0.7233222},"labels":[],"label_agreement":null},{"id":"W4229673425","doi":"10.2523/65460-ms","title":"Application of Azimuthal Density While Drilling Images for Dips, Facies and Reservoir Characterization - Niger/Delta Experience","year":2000,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Drilling; Web site; Niger delta; Facies; Geology; Computer science; Mining engineering; Archaeology; The Internet; Delta; Library science; Geography; World Wide Web; Engineering; Paleontology","score_opus":0.008995112166860317,"score_gpt":0.20614893932345424,"score_spread":0.1971538271565939,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229673425","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61221176,0.00004861025,0.38714436,0.0000100728275,0.00003557847,0.00011804854,0.000022074699,0.00015068326,0.0002587786],"genre_scores_gemma":[0.9970551,0.00015506429,0.002275549,0.000006033476,0.000050623086,0.00004296778,0.000069084665,0.000019979592,0.00032556412],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994736,0.0000038910266,0.00017110881,0.00013785664,0.00007193167,0.00014165307],"domain_scores_gemma":[0.99973565,0.00003293486,0.000017413045,0.00014068407,0.000034235596,0.000039057722],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006789111,0.00010131749,0.00012885926,0.000040822488,0.000053756885,0.000025385358,0.00006453707,0.00005055951,0.000022166276],"category_scores_gemma":[0.000009381607,0.00010266578,0.000024572271,0.00008654672,0.000025139325,0.00018372717,0.000009148333,0.00004173421,0.0000029614055],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025665957,0.000024855763,0.0058382987,0.000456645,0.000031693344,5.5097024e-7,0.0029733267,0.25721306,0.66361266,0.0002942473,0.00012057198,0.069408394],"study_design_scores_gemma":[0.0001441615,0.000015285741,0.0062259845,0.000024543195,0.000006363582,0.0000023343723,0.00009956463,0.79617274,0.18927178,0.000049804028,0.007812901,0.00017451255],"about_ca_topic_score_codex":0.00001797487,"about_ca_topic_score_gemma":0.0000035689059,"teacher_disagreement_score":0.5389597,"about_ca_system_score_codex":0.000011559555,"about_ca_system_score_gemma":0.0000026621258,"threshold_uncertainty_score":0.41865888},"labels":[],"label_agreement":null},{"id":"W4229924501","doi":"10.19173/irrodl.v6i3.277","title":"Volume 6, Number 3: Well Balanced with an International Focus","year":2006,"lang":"en","type":"article","venue":"The International Review of Research in Open and Distributed Learning","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Volume (thermodynamics); Focus (optics); Computer science; Physics","score_opus":0.02152493121346039,"score_gpt":0.3382481811788026,"score_spread":0.31672324996534224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4229924501","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4517775,0.018704059,0.029425833,0.008296759,0.00084077544,0.0018960412,0.00021020527,0.00035003477,0.4884988],"genre_scores_gemma":[0.99173814,0.0070831054,0.00036302264,0.000018975667,0.0000930447,0.00003519083,0.00018127881,0.000016458096,0.00047077006],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890274,0.00007582784,0.00024024321,0.0001473147,0.00043939397,0.00019447092],"domain_scores_gemma":[0.99947774,0.00013955146,0.00003709587,0.0001428287,0.0001595706,0.000043196156],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013475597,0.00009222112,0.0001602428,0.00006766838,0.000052889394,0.0001315788,0.00068852835,0.000027439928,0.00025684206],"category_scores_gemma":[0.00011512098,0.00006681035,0.00002216694,0.0002545022,0.00006507861,0.0002660783,0.00014572927,0.0004177404,0.000028336053],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00028920668,0.0002732845,0.33944833,0.0026414793,0.00026749552,0.00009251262,0.00014603107,0.5643412,0.00065625284,0.028745567,0.012770726,0.050327897],"study_design_scores_gemma":[0.001644787,0.00012244185,0.044156667,0.011054208,0.000015626125,0.000086817716,0.00039450178,0.5199504,0.0005678042,0.0017349375,0.41986588,0.0004059047],"about_ca_topic_score_codex":0.00045962594,"about_ca_topic_score_gemma":0.00003276738,"teacher_disagreement_score":0.5399607,"about_ca_system_score_codex":0.0000779843,"about_ca_system_score_gemma":0.00002518285,"threshold_uncertainty_score":0.28122404},"labels":[],"label_agreement":null},{"id":"W4230539431","doi":"10.2523/102028-ms","title":"Innovative Advanced Technologies Overcome Directional Drilling Challenges ofS and J Type Wells in N. America and Canada","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Geology; Engineering; Computer science; Mechanical engineering","score_opus":0.003333135402833906,"score_gpt":0.15726787433927786,"score_spread":0.15393473893644394,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230539431","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9554862,0.01785442,0.0035222967,0.0005403325,0.0004394494,0.00013455354,0.000006848346,0.0010252136,0.020990692],"genre_scores_gemma":[0.9945629,0.0031830764,0.0021102745,0.000010385708,0.000018589311,0.0000046159867,0.000002469056,0.00001499485,0.00009269723],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995415,0.000002605976,0.000114696224,0.0001241314,0.0000624328,0.00015459047],"domain_scores_gemma":[0.9998405,0.00005336462,0.000010413526,0.00006039575,0.00002185786,0.000013474502],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000024270776,0.00010701132,0.00012891494,0.000097704724,0.000020776988,0.000009690011,0.00003134071,0.00004331497,0.0000028679876],"category_scores_gemma":[0.000015765841,0.00010504844,0.0000042233355,0.00022133024,0.000024984894,0.00006452487,0.000018217737,0.000114014256,5.4749773e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000902358,0.000014928582,0.0076700924,0.00018237969,0.0000411261,0.000020149217,0.00012459944,0.89091814,0.008544056,0.0038780647,0.0008529817,0.08774444],"study_design_scores_gemma":[0.0016663703,0.00015054805,0.14373186,0.000454002,0.000016425118,0.000052533916,0.0034355053,0.45831266,0.04526135,0.00297279,0.3418624,0.0020835495],"about_ca_topic_score_codex":0.039136432,"about_ca_topic_score_gemma":0.058189318,"teacher_disagreement_score":0.4326055,"about_ca_system_score_codex":0.00005898792,"about_ca_system_score_gemma":0.000013960614,"threshold_uncertainty_score":0.967262},"labels":[],"label_agreement":null},{"id":"W4230797834","doi":"10.22215/etd/2009-06601","title":"Pressure-temperature-time-deformation paths of former mid-crustal rocks, Northern Monashee complex of the Southern Canadian Cordillera : a model of synconvergent exhumation by sequential ductile extrusion","year":2009,"lang":"en","type":"dissertation","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Extrusion; Deformation (meteorology); Geomorphology; Geochemistry; Seismology; Materials science; Oceanography","score_opus":0.006226538722404807,"score_gpt":0.18155653717380815,"score_spread":0.17532999845140335,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230797834","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9883979,0.0005555932,0.0024839677,0.0000089209525,0.0005789362,0.00070728105,0.0009079624,0.00011589313,0.0062435586],"genre_scores_gemma":[0.99593395,0.00006062589,0.00016223027,0.000004502539,0.000042302432,0.000015337055,0.0018939585,0.00007363997,0.0018134799],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99827164,0.000022964605,0.00078185654,0.00019208709,0.00045273284,0.00027870043],"domain_scores_gemma":[0.99896795,0.000012608131,0.00030347263,0.00034765745,0.00027177867,0.00009653692],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010517097,0.00036002943,0.00050904765,0.00021534445,0.00007737632,0.00001793101,0.0002730055,0.00036657,0.00029467227],"category_scores_gemma":[0.000013504768,0.00030025933,0.00022702604,0.00018582014,0.000019864647,0.00016054635,0.000013478483,0.00025572925,0.0000064945584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002077673,0.000026266875,0.000019205263,0.000705629,0.000116838826,1.3391445e-7,0.0018996382,0.74010783,0.25506487,0.000006585593,0.0006148894,0.0014173487],"study_design_scores_gemma":[0.00025389026,0.000027033297,0.00013409257,0.0003189751,0.00014118574,0.0000013487773,0.000469241,0.85928565,0.13893384,0.00002726793,0.00011014638,0.00029734577],"about_ca_topic_score_codex":0.009577529,"about_ca_topic_score_gemma":0.01690885,"teacher_disagreement_score":0.1191778,"about_ca_system_score_codex":0.000115235154,"about_ca_system_score_gemma":0.0001561356,"threshold_uncertainty_score":0.9999449},"labels":[],"label_agreement":null},{"id":"W4230799818","doi":"10.2118/2008-198","title":"Experimental Study of Stability and Integrity of Cement in Wellbores Used for CO2 Storage","year":2008,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Resources Canada; Petroleum Technology Research Centre","keywords":"Citation; Library science; Download; Computer science; Engineering; Information retrieval; World Wide Web","score_opus":0.032280117624194984,"score_gpt":0.24004012452412485,"score_spread":0.20776000689992985,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4230799818","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9976789,0.00006624643,0.0012149892,0.000016453494,0.00021014373,0.00012703861,0.000081743885,0.000013429529,0.00059107627],"genre_scores_gemma":[0.99980646,0.000008937892,0.00010627267,0.0000025299464,0.000014374027,0.0000265271,0.000008186685,0.00000847029,0.000018235836],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994438,0.000008895989,0.00021133547,0.00011104536,0.00010831593,0.000116571806],"domain_scores_gemma":[0.99970394,0.000041611722,0.000024049079,0.000090063004,0.00005947042,0.00008087994],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009031387,0.00008286717,0.00014711813,0.00016973943,0.000015495682,0.0000065582567,0.00012003608,0.000030342337,0.000055410255],"category_scores_gemma":[0.000023951647,0.00009396783,0.000019383398,0.00004085238,0.00003840749,0.000055458855,0.000011350471,0.000087274384,3.2742963e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000091907204,0.0007153121,0.37928617,0.0002259379,0.00026391612,0.000034600427,0.018204955,0.5661611,0.028474359,0.005944026,0.0002850216,0.00031267642],"study_design_scores_gemma":[0.0023280748,0.00043150768,0.07555707,0.0001011037,0.000009300261,0.0000051905467,0.0041420376,0.86919415,0.046890326,0.000059523703,0.00096638146,0.0003153523],"about_ca_topic_score_codex":0.017615248,"about_ca_topic_score_gemma":0.039659265,"teacher_disagreement_score":0.30372912,"about_ca_system_score_codex":0.00016551212,"about_ca_system_score_gemma":0.0000739542,"threshold_uncertainty_score":0.98892653},"labels":[],"label_agreement":null},{"id":"W4231011671","doi":"10.1016/s0892-6875(04)00077-9","title":"Hydrocarbon cyclones in hydrophilic oil sand environments","year":2004,"lang":"en","type":"article","venue":"Minerals Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"SNC-Lavalin (Canada)","funders":"Natural Resources Canada; Canadian Natural Resources Limited","keywords":"Oil sands; Asphalt; Hydrocarbon; Geology; Petroleum engineering; Hydrocyclone; Environmental science; Geotechnical engineering; Chemistry; Materials science","score_opus":0.004139938203822761,"score_gpt":0.1611859306927169,"score_spread":0.15704599248889412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231011671","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9814258,0.0019168344,0.011683415,0.00004445205,0.0005932125,0.00006551391,0.0000055449996,0.0006790207,0.0035861803],"genre_scores_gemma":[0.99748296,0.00050248054,0.0013897619,0.000014073902,0.00018639879,0.000038252532,0.000015765489,0.00011325383,0.00025704686],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987043,0.0000043982523,0.0003284886,0.00024758728,0.0001788232,0.000536362],"domain_scores_gemma":[0.99956733,0.000023977806,0.000015043991,0.00026285322,0.0000035920198,0.00012721134],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010449475,0.0003286054,0.00029202446,0.0002741932,0.000020935957,0.000030427065,0.00016826983,0.00012146723,0.000008967575],"category_scores_gemma":[0.000021354219,0.00037441688,0.00006255061,0.0003565871,0.0000126852,0.00016189697,0.00002846049,0.00027413815,0.000057203735],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011015034,0.000013724858,0.00005454701,0.00007116096,0.000016158701,0.000036620855,0.00010825819,0.7958513,0.20312141,0.00008022402,0.000016744747,0.0006287748],"study_design_scores_gemma":[0.0014781827,0.00003081991,0.00072708924,0.00040398387,0.000018357685,0.000046738027,0.000009065867,0.87133676,0.10694253,0.00008271046,0.017936302,0.0009874395],"about_ca_topic_score_codex":0.000036509824,"about_ca_topic_score_gemma":0.0000069423945,"teacher_disagreement_score":0.09617889,"about_ca_system_score_codex":0.00017882674,"about_ca_system_score_gemma":0.0000064698347,"threshold_uncertainty_score":0.9998708},"labels":[],"label_agreement":null},{"id":"W4231085195","doi":"10.2523/105763-ms","title":"Predrill Estimation of Subsalt Fracture Gradient: Analysis of the SpaProspect to Validate Nonlinear Finite Element Stress Analyses","year":2007,"lang":"en","type":"article","venue":"Proceedings of SPE/IADC Drilling Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"National Nuclear Security Administration; Sandia National Laboratories; U.S. Department of Energy","keywords":"Diapir; Geology; Submarine pipeline; Stress (linguistics); Ridge; Drilling; Fracture (geology); Finite element method; Tectonics; Offshore drilling; Structural basin; Petrology; Geotechnical engineering; Petroleum engineering; Geomorphology; Seismology","score_opus":0.019199152748152506,"score_gpt":0.26482990656846456,"score_spread":0.24563075382031205,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231085195","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8300949,0.00013042639,0.16824476,0.000048202128,0.00015652693,0.00027603764,0.00007736816,0.00011354592,0.00085826893],"genre_scores_gemma":[0.98801553,0.00014323278,0.011687302,0.00000966922,0.000055227494,0.00000551966,0.000020570813,0.000036280617,0.000026672024],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979028,0.0000036016372,0.0008710617,0.00030846184,0.00052983855,0.00038423153],"domain_scores_gemma":[0.9986015,0.00011043774,0.00035704093,0.00025302704,0.00055848697,0.00011953362],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047515717,0.00029766405,0.00065879035,0.00063756615,0.000050367926,0.000039535927,0.00047072434,0.00011401327,0.00002269853],"category_scores_gemma":[0.0001803317,0.00024839517,0.00025515692,0.0019089532,0.00006927897,0.0001697836,0.0000720872,0.00021798389,0.0000016571158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018712137,0.000038218146,0.017001603,0.00045189104,0.00053904695,3.348442e-7,0.0011452854,0.9534131,0.02573294,0.00044151553,0.000011383821,0.0012059513],"study_design_scores_gemma":[0.00014056994,0.000039541468,0.010023509,0.00034455417,0.00047446036,3.5341333e-7,0.00012952034,0.56447864,0.424007,0.0001049892,0.00008155262,0.00017533657],"about_ca_topic_score_codex":0.00008144238,"about_ca_topic_score_gemma":0.000028526913,"teacher_disagreement_score":0.39827406,"about_ca_system_score_codex":0.000056478097,"about_ca_system_score_gemma":0.000020458312,"threshold_uncertainty_score":0.99999684},"labels":[],"label_agreement":null},{"id":"W4231200459","doi":"10.2523/103000-ms","title":"Facies Analysis and Architectural Elements Within a Fluvio-EstuarineSedimentary System: The Lower Cretaceous Bituminous Sandstones of the MacMurrayFormation, Alberta (Canada)","year":2006,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Exhibition; Cretaceous; Sedimentary rock; Citation; Facies; Geology; Archaeology; Library science; Paleontology; Computer science; Geography","score_opus":0.00402160897342751,"score_gpt":0.1720764418474385,"score_spread":0.168054832874011,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231200459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99773896,0.0001121181,0.0005839873,0.00014800219,0.000060589766,0.00016481755,0.000025352743,0.000055347602,0.0011108255],"genre_scores_gemma":[0.9996541,0.00002873742,0.0002217522,0.000010477012,0.00003228666,0.000012057646,0.000009165052,0.0000083352015,0.000023080673],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907064,0.0000031834568,0.00041867414,0.00012688262,0.00023664025,0.00014398768],"domain_scores_gemma":[0.99961656,0.00003462535,0.00011872579,0.00007334441,0.00012460769,0.000032155338],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001532355,0.00014353318,0.00021998318,0.00008363897,0.00008671163,0.000035052937,0.0001232645,0.000052717052,0.0000033536223],"category_scores_gemma":[0.00002157386,0.00009146733,0.000049710085,0.00030056824,0.0001136889,0.00013686575,0.000055760112,0.00013566278,1.5900271e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045418384,0.00043381756,0.25607547,0.010380996,0.0023753839,0.000010269681,0.012467231,0.14226106,0.49663284,0.05538678,0.0049970085,0.01852498],"study_design_scores_gemma":[0.0017319261,0.0006311087,0.20171675,0.0019195897,0.0021005764,0.00026684042,0.010611874,0.40466607,0.36988354,0.0041438844,0.00072952424,0.001598317],"about_ca_topic_score_codex":0.011258587,"about_ca_topic_score_gemma":0.008491439,"teacher_disagreement_score":0.262405,"about_ca_system_score_codex":0.000026811242,"about_ca_system_score_gemma":0.00001573765,"threshold_uncertainty_score":0.9953255},"labels":[],"label_agreement":null},{"id":"W4231414301","doi":"10.1007/s10346-017-0896-6","title":"Erratum to: an analysis of failure mechanism constraints on pre-failure rock block deformation using TLS and roto-translation methods","year":2017,"lang":"en","type":"erratum","venue":"Landslides","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Landslide; Translation (biology); Mechanism (biology); Block (permutation group theory); Failure mechanism; Forensic engineering; Deformation (meteorology); Geology; Engineering; Geotechnical engineering; Structural engineering; Seismology; Materials science; Biology; Composite material; Mathematics; Geometry; Philosophy; Epistemology; Genetics","score_opus":0.020053485074176078,"score_gpt":0.2889062294906645,"score_spread":0.26885274441648843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231414301","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.028357232,0.0007324783,0.9571607,0.000051270592,0.0065832483,0.0009858042,0.0004244759,0.0006793384,0.005025419],"genre_scores_gemma":[0.930632,0.00017225735,0.06648577,0.000018843248,0.0005870607,0.00003418408,0.00085504237,0.00015225352,0.0010626094],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984866,0.000063954554,0.00047623107,0.00034965712,0.0002821951,0.0003413993],"domain_scores_gemma":[0.9989414,0.000060354894,0.0001879238,0.00055654964,0.000089374786,0.00016438866],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004463676,0.00044007847,0.0008253108,0.0007884741,0.00013451376,0.00016591231,0.00024507951,0.0006167049,0.000020602436],"category_scores_gemma":[0.000062039246,0.0004278478,0.00017592424,0.0003060835,0.000020997186,0.00026769133,0.00002734575,0.0005497633,0.0000023523176],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011323933,0.000013517468,0.000048477243,0.0005820485,0.0009671165,0.0000034325851,0.0011916012,0.98368186,0.0045053605,0.00010159238,0.0025536509,0.0063400036],"study_design_scores_gemma":[0.00021419124,0.00007360307,0.00025512368,0.00066587847,0.0011485878,0.000009739394,0.00008915682,0.9840515,0.003266815,0.00016066797,0.009527537,0.0005372002],"about_ca_topic_score_codex":0.000041985742,"about_ca_topic_score_gemma":0.00022541732,"teacher_disagreement_score":0.9022747,"about_ca_system_score_codex":0.00006504335,"about_ca_system_score_gemma":0.00003399125,"threshold_uncertainty_score":0.9998173},"labels":[],"label_agreement":null},{"id":"W4231916171","doi":"10.2523/73737-ms","title":"Quantitative Analysis of Mechanisms for Water-Related Sand Production","year":2002,"lang":"en","type":"article","venue":"Proceedings of International Symposium and Exhibition on Formation Damage Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Exhibition; Citation; Computer science; Library science; Information retrieval; Archaeology; Geography","score_opus":0.008103697310703232,"score_gpt":0.19931243569548693,"score_spread":0.1912087383847837,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4231916171","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88059074,0.00007230889,0.109711476,0.00064457086,0.0004555629,0.00046856364,0.00012779681,0.00017967628,0.0077493303],"genre_scores_gemma":[0.99896604,0.00012464228,0.00067440636,0.000012951007,0.000022618951,0.00003622128,0.00006960641,0.000011795541,0.00008171665],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999259,0.0000022053766,0.00036534152,0.0001092262,0.0001643263,0.000099927165],"domain_scores_gemma":[0.9994753,0.000030478695,0.00010196604,0.000032842578,0.0003296763,0.000029740115],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018189204,0.000104361905,0.00019509699,0.00037158915,0.000038074097,0.000027953654,0.00005935744,0.000053775548,0.000036784484],"category_scores_gemma":[0.000034311302,0.00009237273,0.00008794214,0.00016442574,0.000019968724,0.00047371758,0.000005817715,0.000051500192,0.000002724937],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000068949,0.000047587364,0.00005152102,0.00019288226,0.00055121584,6.712429e-8,0.0012875651,0.2806393,0.69425577,0.02224036,0.00021460275,0.00045021073],"study_design_scores_gemma":[0.0005612761,0.00010206527,0.00009092653,0.00005737369,0.00014319671,0.0000012397027,0.00010517215,0.7755068,0.22283484,0.00038471684,0.0001288722,0.00008353891],"about_ca_topic_score_codex":0.0000014855292,"about_ca_topic_score_gemma":3.4194036e-7,"teacher_disagreement_score":0.49486747,"about_ca_system_score_codex":0.00003115855,"about_ca_system_score_gemma":5.582469e-7,"threshold_uncertainty_score":0.37668505},"labels":[],"label_agreement":null},{"id":"W4232119116","doi":"10.2118/2009-144","title":"Drilling Challenges in the Bitumen Saturated Grosmont Formation","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laricina Energy (Canada)","funders":"","keywords":"Asphalt; Petroleum engineering; Drilling; Computer science; Geology; Materials science; Composite material; Metallurgy","score_opus":0.024919600217250253,"score_gpt":0.20587566147458533,"score_spread":0.18095606125733507,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232119116","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68604225,0.0018830581,0.010302464,0.012461504,0.002066742,0.00021943066,0.000045028442,0.00037819,0.28660136],"genre_scores_gemma":[0.9990664,0.0004929614,0.00007696919,0.00012603865,0.00012363834,0.000009590918,0.00003457463,0.00000833994,0.00006146997],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993734,0.000010637752,0.00016001007,0.000104192186,0.00012304586,0.0002287593],"domain_scores_gemma":[0.99971545,0.000024117995,0.000015863241,0.00012016012,0.000041633783,0.000082804814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012948338,0.00010787513,0.00008208098,0.00024229911,0.000034768505,0.00009744034,0.00029632915,0.00005278153,0.000025581181],"category_scores_gemma":[0.000019369207,0.000099231445,0.000025828296,0.00008470159,0.000008453039,0.00020914593,0.0000032168925,0.00019011728,0.000028730941],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034659238,0.000008880591,0.00015891225,0.000022161374,0.000020207723,0.000052135463,0.0020291696,0.9386245,0.0006600538,0.03804945,0.0007316252,0.019639447],"study_design_scores_gemma":[0.0001699577,0.00001657561,0.010571507,0.00009298009,0.000002881081,0.000027946466,0.00028737113,0.95636046,0.00017353495,0.0010757488,0.03104352,0.00017749438],"about_ca_topic_score_codex":0.0011136397,"about_ca_topic_score_gemma":0.02639428,"teacher_disagreement_score":0.3130242,"about_ca_system_score_codex":0.00021602096,"about_ca_system_score_gemma":0.000033417473,"threshold_uncertainty_score":0.9913715},"labels":[],"label_agreement":null},{"id":"W4232143905","doi":"10.2523/iptc-17503-ms","title":"The Field Tests for Measurement of Downhole Weight on Bit(DWOB) and the Calibration of a Real-time DWOB Model","year":2014,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Drilling; Rate of penetration; Drill bit; Drill; Bit (key); Computer science; Drilling engineering; Calibration; Measure (data warehouse); Simulation; Measurement while drilling; Field (mathematics); Drill pipe; Engineering; Mechanical engineering; Data mining","score_opus":0.00969685546480603,"score_gpt":0.21504866796721622,"score_spread":0.2053518125024102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232143905","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.13434267,0.00012922855,0.8424463,0.0072967843,0.00040355398,0.00025065997,0.000023436301,0.00028403942,0.014823285],"genre_scores_gemma":[0.9987478,0.00017428608,0.00089143025,0.000017989929,0.000024920822,0.000047084355,0.0000022324627,0.00000938524,0.000084864194],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942595,0.000008662008,0.0002051127,0.000097586744,0.00016368426,0.00009897828],"domain_scores_gemma":[0.9993115,0.00030567206,0.0000592256,0.00018072633,0.00013044295,0.000012451501],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028380626,0.00008660517,0.00012958022,0.00009986196,0.000035533867,0.000014035103,0.00026309153,0.00008091313,0.0000025006032],"category_scores_gemma":[0.000279477,0.00005672794,0.000029774315,0.00004786986,0.00009973155,0.00003301629,0.000028926099,0.00010690109,9.943437e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011935263,0.00002594074,0.00016881838,0.00005042949,0.00015584847,1.9085898e-7,0.0000796735,0.37166452,0.08001778,0.53294027,0.00082679524,0.013950356],"study_design_scores_gemma":[0.00046003482,0.00006313265,0.00003746349,0.00005870988,0.000009492691,9.926366e-7,0.0000074291343,0.9498364,0.03484541,0.01371685,0.00090934394,0.000054739747],"about_ca_topic_score_codex":0.000010996275,"about_ca_topic_score_gemma":0.00001328062,"teacher_disagreement_score":0.86440516,"about_ca_system_score_codex":0.000019377345,"about_ca_system_score_gemma":0.000013951856,"threshold_uncertainty_score":0.23132981},"labels":[],"label_agreement":null},{"id":"W4232209753","doi":"10.2523/97615-ms","title":"Improved Decision Making During Drilling Operations: Using a Wireline Coring System, Offshore Brazil","year":2005,"lang":"en","type":"article","venue":"Proceedings of SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Encana (Canada)","funders":"","keywords":"Wireline; Coring; Drilling; Drill; Offshore drilling; Petroleum engineering; Core (optical fiber); Submarine pipeline; Geology; Computer science; TRIPS architecture; Marine engineering; Engineering; Mechanical engineering; Operating system; Telecommunications; Geotechnical engineering","score_opus":0.006096225022539394,"score_gpt":0.20889288973407802,"score_spread":0.20279666471153862,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232209753","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8827327,0.00046769343,0.11501368,0.000021645545,0.00021031743,0.00015869537,0.000016023641,0.00080210966,0.0005771418],"genre_scores_gemma":[0.92177594,0.0002479531,0.07747778,0.0000072148246,0.00033080962,0.000018293162,0.0000034288698,0.00012031304,0.000018291252],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978521,0.0000030774427,0.0007438078,0.00046633618,0.00031473796,0.0006199554],"domain_scores_gemma":[0.9992262,0.00006243155,0.00013259267,0.00017804676,0.00020154148,0.00019918659],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000215106,0.0005015403,0.0006861949,0.0004227148,0.00014078384,0.00020712758,0.00027498574,0.00010826064,0.0000085614165],"category_scores_gemma":[0.000074799515,0.0005574239,0.00010652069,0.00048132867,0.00009339305,0.00043276534,0.00010720165,0.00043390703,0.000002245284],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018016068,0.000012337776,0.0010739719,0.00066597783,0.000067873676,0.0000021619096,0.0003965749,0.8320329,0.1550488,0.0007430487,0.0000039823353,0.009934321],"study_design_scores_gemma":[0.00041982808,0.000051035517,0.0012968398,0.0014174153,0.0000584218,0.000047496716,0.0007199932,0.98148257,0.013840285,0.0000041910935,0.0000991672,0.0005627345],"about_ca_topic_score_codex":0.000050823488,"about_ca_topic_score_gemma":0.0000098229575,"teacher_disagreement_score":0.14944966,"about_ca_system_score_codex":0.00023801297,"about_ca_system_score_gemma":0.000025871872,"threshold_uncertainty_score":0.99968773},"labels":[],"label_agreement":null},{"id":"W4232343448","doi":"10.1007/978-3-662-53120-4_300736","title":"Vibratory Drilling","year":2019,"lang":"en","type":"book-chapter","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Geology; Petroleum engineering; Materials science","score_opus":0.005979617886444487,"score_gpt":0.1470948736144627,"score_spread":0.1411152557280182,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232343448","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000065381496,0.0017832941,0.029166097,0.0000034514592,0.0015850926,0.00008864952,0.000007666614,0.0013364805,0.96602273],"genre_scores_gemma":[0.0064640827,0.0005597648,0.0008622659,0.000041247444,0.0005093122,0.0000018639312,0.00002754979,0.0002937428,0.99124014],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99925077,8.0185555e-7,0.00020678472,0.00018804,0.0001403754,0.0002132048],"domain_scores_gemma":[0.9995342,0.000030235487,0.000018125327,0.00032786836,0.000016861737,0.00007273652],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000046224297,0.00032145882,0.00029339065,0.00012924186,0.000016547787,0.000028611246,0.00013368395,0.00032084258,0.0009078555],"category_scores_gemma":[0.0000016580644,0.00033482892,0.00012708746,0.00001260191,0.0000111436075,0.00005152257,0.000021943992,0.00037779042,0.0028831135],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.3543976e-7,0.000001416569,0.0000024460317,0.00045072517,0.00019856781,0.000017734566,0.000034126566,0.82227075,0.0002707192,0.15146089,0.016884971,0.008406933],"study_design_scores_gemma":[0.000067856,0.000007665182,5.264259e-7,0.00020541028,0.000022941269,0.0000041021253,0.000001347011,0.0972904,0.0005101598,0.0008548381,0.9005228,0.0005119297],"about_ca_topic_score_codex":6.4225054e-7,"about_ca_topic_score_gemma":0.0000011366577,"teacher_disagreement_score":0.88363785,"about_ca_system_score_codex":0.00005761882,"about_ca_system_score_gemma":0.000017287124,"threshold_uncertainty_score":0.99991035},"labels":[],"label_agreement":null},{"id":"W4232484174","doi":"10.2523/71695-ms","title":"Geomechanical Analysis and Decision Analysis for Mitigating Compaction Related Casing Damage","year":2001,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Computer science; Overburden; Compaction; Citation; Coring; Geology; Mining engineering; Engineering; Geotechnical engineering; Petroleum engineering; Library science; Drilling; Mechanical engineering","score_opus":0.013262129515398723,"score_gpt":0.23991677035045808,"score_spread":0.22665464083505935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232484174","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76313996,0.00006132508,0.23598114,0.00004044421,0.000018024735,0.00010300925,0.000015496344,0.00019018186,0.0004503966],"genre_scores_gemma":[0.9892878,0.0004417388,0.010173512,0.000005847506,0.000031777337,0.000009623914,0.000029060151,0.000014426227,0.000006209202],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902993,0.0000017417634,0.0003654508,0.00025331602,0.00014354162,0.00020602252],"domain_scores_gemma":[0.99948144,0.000085084284,0.00007186011,0.000056562487,0.00020464884,0.00010042248],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029188071,0.00015299411,0.0003787315,0.00047137865,0.000084259475,0.00007246724,0.00005841505,0.00016079958,0.000011899563],"category_scores_gemma":[0.000075930344,0.00015525932,0.0001230933,0.0011105131,0.000050518396,0.00035119828,0.000028799797,0.0001652176,5.034764e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033007035,0.00019257121,0.05553519,0.0010675894,0.003438478,0.000009944323,0.0015229661,0.09024507,0.6033382,0.025057832,0.00027049464,0.21899164],"study_design_scores_gemma":[0.00047907172,0.0001520379,0.021176089,0.00020404592,0.0016073568,0.000018108076,0.00054813287,0.952356,0.012260393,0.010782047,0.0000702956,0.00034646003],"about_ca_topic_score_codex":0.000021513333,"about_ca_topic_score_gemma":0.000014356737,"teacher_disagreement_score":0.8621109,"about_ca_system_score_codex":0.00002696839,"about_ca_system_score_gemma":0.0000034170425,"threshold_uncertainty_score":0.63312906},"labels":[],"label_agreement":null},{"id":"W4232731105","doi":"10.2172/760022","title":"Midland Core Repository","year":2000,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Drill; Table (database); Core (optical fiber); Cutting; Geology; Archaeology; Mining engineering; Engineering; Computer science; Geography; Database; Telecommunications; Biology; Mechanical engineering; Botany","score_opus":0.019068794459535045,"score_gpt":0.2140827606645632,"score_spread":0.19501396620502814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4232731105","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0012315497,0.0042795083,0.001044472,0.000001214388,0.0034204952,0.000072633484,0.000009452596,0.0015890067,0.98835164],"genre_scores_gemma":[0.3595139,0.019554302,0.0013947756,0.000023260027,0.006249397,0.000057487825,0.00031844698,0.00066721265,0.61222124],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989732,0.0000022347042,0.0002765325,0.00018676998,0.00031672494,0.00024454313],"domain_scores_gemma":[0.999499,0.0000205234,0.000019092973,0.00033688234,0.000037784124,0.00008671943],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0000860767,0.00026830597,0.00030748348,0.000105606945,0.000028227094,0.000034321263,0.00012594803,0.0003233964,0.00029697822],"category_scores_gemma":[0.0000068115223,0.0002560696,0.0001150455,0.00007214986,0.000010961233,0.000027713917,0.000009636235,0.0003662121,0.0001384256],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000001939942,0.000009582487,0.00015078114,0.0009895542,0.00024257501,0.00020888067,0.000041812917,0.4661001,0.00025989718,0.0000135523305,0.5190957,0.012885589],"study_design_scores_gemma":[0.00006226247,0.0000076114225,0.00007722006,0.00022731899,0.000040987354,0.0001888462,0.00000230793,0.03358239,0.0005179589,0.000012368451,0.9648657,0.00041503998],"about_ca_topic_score_codex":0.00005280292,"about_ca_topic_score_gemma":0.000003859611,"teacher_disagreement_score":0.44576997,"about_ca_system_score_codex":0.0001377344,"about_ca_system_score_gemma":0.00007344051,"threshold_uncertainty_score":0.99998915},"labels":[],"label_agreement":null},{"id":"W4233201838","doi":"10.2523/108195-ms","title":"Locating and Repairing Casing Leaks With Tubing in Place—Ultrasonic Loggingand Pressure-Activated Sealant Methods","year":2007,"lang":"en","type":"article","venue":"Proceedings of Offshore Europe","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Casing; Leak; Annulus (botany); Sealant; Ultrasonic sensor; Petroleum engineering; Coiled tubing; Acoustics; Materials science; Engineering; Composite material","score_opus":0.009341885505958282,"score_gpt":0.23387691987750298,"score_spread":0.2245350343715447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233201838","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9780089,0.0013517785,0.0130563285,0.000012453486,0.000095866955,0.0001853148,0.0000010115251,0.0004935389,0.0067947772],"genre_scores_gemma":[0.969295,0.00010330943,0.03038222,0.000006142061,0.00006640616,0.0000036999834,0.0000012937778,0.000101841244,0.000040041232],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99855685,0.0000075184653,0.00041993277,0.0003254685,0.00018039829,0.00050984754],"domain_scores_gemma":[0.9994232,0.0001621316,0.000092151466,0.00008840304,0.00012029425,0.00011383655],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012756267,0.0002759821,0.00035794752,0.0002839963,0.000059639853,0.0000657063,0.00013488576,0.00008763609,0.0000017758687],"category_scores_gemma":[0.00020196459,0.00026323416,0.000026597243,0.00059267884,0.0000547767,0.00029034805,0.00004889556,0.0004641939,6.1748045e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010515054,0.000031516276,0.031808376,0.0020127804,0.00013125657,0.000034265933,0.004000193,0.16397424,0.7741571,0.00029236154,0.000034232282,0.023418551],"study_design_scores_gemma":[0.00094815396,0.00016372424,0.018625678,0.0020002765,0.00009233171,0.00025933658,0.0011189954,0.35302794,0.6200916,0.000018057124,0.0028492617,0.0008046328],"about_ca_topic_score_codex":0.00002373937,"about_ca_topic_score_gemma":0.000005981161,"teacher_disagreement_score":0.18905368,"about_ca_system_score_codex":0.000045756344,"about_ca_system_score_gemma":0.000012833146,"threshold_uncertainty_score":0.999982},"labels":[],"label_agreement":null},{"id":"W4233458446","doi":"10.2523/86727-ms","title":"Protecting Shallow Water Environment through Re-injecting Drilling Wastes Down Hole: A Proactive Management Decision","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPE International Conference on Health, Safety, and Environment in Oil and Gas Exploration and Production","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Environmental science; Petroleum engineering; Waves and shallow water; Computer science; Water resource management; Environmental resource management; Geology; Engineering; Oceanography; Mechanical engineering","score_opus":0.027707427612830317,"score_gpt":0.2341446323220742,"score_spread":0.20643720470924387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233458446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7072149,0.0017546845,0.04861763,0.22456968,0.0014548277,0.0016830144,0.0000181103,0.00036748507,0.014319685],"genre_scores_gemma":[0.6460573,0.34761694,0.0059979283,0.000030455752,0.00012175133,0.00006589022,0.000013525403,0.000021972153,0.00007425389],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987919,0.0000062908166,0.00039270744,0.00037304065,0.00024006497,0.00019599797],"domain_scores_gemma":[0.9997781,0.000015217646,0.00007894416,0.000051026913,0.000020522128,0.00005618588],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040295938,0.00018815423,0.00018106998,0.00014353333,0.00014909646,0.00006717611,0.000050887098,0.000058319092,0.000011769593],"category_scores_gemma":[0.000015485522,0.00016749822,0.000017339236,0.000045451477,0.00004696276,0.000532689,0.00004443783,0.000210611,0.0000030420656],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014540432,0.00006139303,0.00005911726,0.0004140685,0.000036503916,7.4450435e-7,0.0069659976,0.16658005,0.0034545013,0.0027965428,0.0000026540922,0.81948304],"study_design_scores_gemma":[0.0041531,0.0012938825,0.0009474265,0.005627384,0.000067498346,0.000069694055,0.02549676,0.14366655,0.07282549,0.7380796,0.006222267,0.0015503593],"about_ca_topic_score_codex":0.000030045807,"about_ca_topic_score_gemma":0.000004611611,"teacher_disagreement_score":0.81793267,"about_ca_system_score_codex":0.00015301887,"about_ca_system_score_gemma":0.0000040318537,"threshold_uncertainty_score":0.68303794},"labels":[],"label_agreement":null},{"id":"W4233650496","doi":"10.4095/299548","title":"The Tri-Territorial Bedrock Knowledge Entry Tool (KET)","year":2016,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Bedrock; Geology; Earth science; Business; Geomorphology","score_opus":0.012082001002247563,"score_gpt":0.23485987768459196,"score_spread":0.2227778766823444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233650496","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00018310806,0.010972269,0.012695351,0.000032948406,0.07548194,0.000301195,0.000042273903,0.001820798,0.8984701],"genre_scores_gemma":[0.11620099,0.056188025,0.00033665655,0.000011014394,0.10553539,0.00026341344,0.00011617795,0.0008359384,0.7205124],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981809,0.00001611078,0.0005179895,0.00027855102,0.0004525393,0.00055386015],"domain_scores_gemma":[0.99880654,0.00031914047,0.000050055325,0.00058993936,0.00012746957,0.00010686062],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004469232,0.00044320693,0.00041636356,0.00009599526,0.00012253958,0.00012608744,0.00039825492,0.00049170636,0.00012269428],"category_scores_gemma":[0.00015418997,0.00027038166,0.00026062512,0.00009845467,0.000025270896,0.00006511631,0.000071649694,0.00050816336,0.0004930659],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000061098945,0.000012225745,0.00002095656,0.00038765147,0.00031406575,0.000012504118,0.000044605993,0.0027177143,0.0001284979,0.00021777763,0.88578016,0.110357724],"study_design_scores_gemma":[0.00022724838,0.000012436512,0.000014882998,0.00028480147,0.00004458793,0.000020564377,0.000004160542,0.003941654,0.0005666039,0.0000511408,0.9943852,0.00044672636],"about_ca_topic_score_codex":0.000026006057,"about_ca_topic_score_gemma":0.000032558015,"teacher_disagreement_score":0.17795773,"about_ca_system_score_codex":0.0004159378,"about_ca_system_score_gemma":0.00027563376,"threshold_uncertainty_score":0.99997485},"labels":[],"label_agreement":null},{"id":"W4233990441","doi":"10.2118/2007-046","title":"Fully Coupled Numerical Modelling of Ground Surface Uplift in Steam Injection","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Geology; Steam injection; Environmental science; Petroleum engineering; Mechanics; Physics","score_opus":0.016299690472665218,"score_gpt":0.20730630806053552,"score_spread":0.1910066175878703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4233990441","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.658553,0.000060628594,0.3315221,0.00003005587,0.00063862297,0.000032318487,0.000011250794,0.0000510724,0.009100933],"genre_scores_gemma":[0.99896747,0.00002734097,0.0006700877,0.000015278993,0.000076224685,0.0000022357654,0.000022371303,0.000022436465,0.00019655279],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907416,0.000004738193,0.0002982991,0.00014736652,0.00017851598,0.00029691157],"domain_scores_gemma":[0.9995242,0.00004474557,0.0000302682,0.00010869242,0.00011419781,0.00017792387],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002236246,0.00012660505,0.00015101462,0.00031396947,0.000020554302,0.000030236493,0.00019834572,0.00008313473,0.00008423915],"category_scores_gemma":[0.000019257532,0.00015807859,0.000033331442,0.00019004753,0.000020239793,0.00012459491,0.000009142249,0.00022013916,0.000017226963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000068243216,0.0000057110506,0.0025010512,0.000014123424,0.000019202456,0.000012012192,0.0001111041,0.99489015,0.00041143392,0.0017655013,0.000023869145,0.00023900151],"study_design_scores_gemma":[0.00019728715,0.000016122927,0.0026739668,0.00005674486,0.0000029554083,0.000008666886,0.000079442645,0.9949955,0.00032410835,0.00011609548,0.0013796604,0.00014947669],"about_ca_topic_score_codex":0.03837528,"about_ca_topic_score_gemma":0.035894886,"teacher_disagreement_score":0.34041446,"about_ca_system_score_codex":0.00042030253,"about_ca_system_score_gemma":0.00011881285,"threshold_uncertainty_score":0.9816975},"labels":[],"label_agreement":null},{"id":"W4234358541","doi":"10.2118/2002-084","title":"New Cementing Technology Eliminates Remediation, Reduces Risk and Lowers Well Costs in the Deep Foothills of Western Alberta","year":2002,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada); Suncor Energy (Canada)","funders":"Suncor Energy Incorporated","keywords":"Foothills; Citation; Download; Computer science; Geology; Library science; Operations research; Mining engineering; Engineering; Geography; World Wide Web; Cartography","score_opus":0.006798701376452983,"score_gpt":0.18362475659800975,"score_spread":0.17682605522155678,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234358541","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97093004,0.0005499634,0.0039135427,0.0013007133,0.0004907325,0.00008013949,0.000016058702,0.00004187253,0.022676963],"genre_scores_gemma":[0.9989894,0.00033363828,0.0001841558,0.000029278704,0.000056487286,0.0000073566794,0.000008626753,0.000012508291,0.00037853656],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933535,0.000010280997,0.00020355183,0.00013125865,0.000118286254,0.00020124823],"domain_scores_gemma":[0.99960977,0.00009774306,0.00004457643,0.00011484065,0.000047292222,0.0000857932],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009539156,0.000107096974,0.00010513637,0.00037663875,0.000029797717,0.000045367626,0.00028569528,0.00006804587,0.00011587238],"category_scores_gemma":[0.00009405272,0.00010485952,0.000017954631,0.00013838937,0.00003402791,0.00009021696,0.000010550184,0.0001790048,0.000015417558],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000119096285,0.000044668883,0.35353592,0.00012026147,0.00033572153,0.000061035884,0.0099163875,0.4560481,0.0024701941,0.019222112,0.0038819576,0.15435176],"study_design_scores_gemma":[0.0006442872,0.000057251316,0.016916394,0.00024357588,0.000025951485,0.000026130649,0.0010580374,0.9477746,0.0017997964,0.000489914,0.030580275,0.0003838067],"about_ca_topic_score_codex":0.021249728,"about_ca_topic_score_gemma":0.15033646,"teacher_disagreement_score":0.4917265,"about_ca_system_score_codex":0.00010517755,"about_ca_system_score_gemma":0.000026275373,"threshold_uncertainty_score":0.9852679},"labels":[],"label_agreement":null},{"id":"W4234560840","doi":"10.4095/297783","title":"HALIP intrusions, contact metamorphism, and incipient diapirism of gypsum-carbonate sequences","year":2016,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Diapir; Metamorphism; Geology; Gypsum; Geochemistry; Carbonate; Petrology; Mineralogy; Tectonics; Paleontology; Materials science; Metallurgy","score_opus":0.018206208036879185,"score_gpt":0.22908883677501302,"score_spread":0.21088262873813382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234560840","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08939103,0.06731934,0.02957955,0.00022532187,0.014639154,0.0011594163,0.00051429373,0.002759639,0.79441226],"genre_scores_gemma":[0.96632826,0.028611561,0.0006778158,0.00001096526,0.00040010878,0.00002985861,0.000031485353,0.00012586733,0.0037840914],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9981986,0.000018431441,0.00061363145,0.0003105874,0.0005190507,0.0003396485],"domain_scores_gemma":[0.99907047,0.00015105834,0.00012294551,0.00036930636,0.00013174418,0.00015446171],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00051776983,0.00042022488,0.00076044654,0.00028985224,0.00003114293,0.000026830829,0.0001874612,0.000351138,0.00015731878],"category_scores_gemma":[0.00010168823,0.00030805136,0.00014407917,0.00011193542,0.000056870187,0.00008869402,0.00008983908,0.00031685614,0.000014252577],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000083357765,0.0002973302,0.010812163,0.023783583,0.01589207,0.0010173966,0.0026769442,0.14558217,0.15659334,0.014220132,0.17151926,0.45752224],"study_design_scores_gemma":[0.001089164,0.00018291302,0.003289501,0.004075498,0.0008181043,0.00021182647,0.00007011326,0.06721604,0.02012143,0.0008849413,0.89914685,0.0028935901],"about_ca_topic_score_codex":0.00038665513,"about_ca_topic_score_gemma":0.00001956813,"teacher_disagreement_score":0.8769372,"about_ca_system_score_codex":0.00016173135,"about_ca_system_score_gemma":0.00013173877,"threshold_uncertainty_score":0.9999372},"labels":[],"label_agreement":null},{"id":"W4234717690","doi":"10.2523/89369-ms","title":"Influence of Horizontal Section Sinuosity and Lateral Accuracy on Heavy Oil Cold Production from Close-Spaced Senlac/Winter Saskatchewan Wells","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPE/DOE Symposium on Improved Oil Recovery","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Nexen (Canada); Encana (Canada)","funders":"","keywords":"Citation; Sinuosity; Section (typography); Miller; Computer science; Library science; Information retrieval; Geology; Paleontology","score_opus":0.0037341485507583197,"score_gpt":0.18002167356920726,"score_spread":0.17628752501844894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4234717690","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99676716,0.00008097,0.00004204418,0.00027428716,0.0010147291,0.00014186211,0.000039491468,0.00031328047,0.0013261762],"genre_scores_gemma":[0.99758697,0.00068348594,0.000808452,0.000040156807,0.00046691878,0.000016588787,0.000009887918,0.000085543215,0.00030200405],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99825394,0.0000046802716,0.0005028932,0.00054744486,0.00030092816,0.0003901371],"domain_scores_gemma":[0.9992231,0.00005910571,0.00021955062,0.00018471427,0.00017666773,0.00013683637],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021018287,0.0004096233,0.0004790279,0.00020479079,0.00007661311,0.00008582742,0.00016479252,0.00025540913,0.000004296786],"category_scores_gemma":[0.00008175555,0.00043557835,0.00013021982,0.00022414068,0.00007252428,0.00073816715,0.00004889823,0.00046408706,0.000010586253],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00039893453,0.0000975772,0.00027647632,0.00066386664,0.000095953066,0.0000010547175,0.0010883647,0.088749506,0.9045779,0.000018489203,0.000083256135,0.0039486233],"study_design_scores_gemma":[0.0010760078,0.00074333826,0.0011361698,0.0011442777,0.000060187576,0.000011021084,0.00022145534,0.0026730227,0.99197227,0.00018321948,0.00030649218,0.00047256178],"about_ca_topic_score_codex":0.0005595346,"about_ca_topic_score_gemma":0.0000483538,"teacher_disagreement_score":0.08739434,"about_ca_system_score_codex":0.0002748155,"about_ca_system_score_gemma":0.00003763723,"threshold_uncertainty_score":0.9998096},"labels":[],"label_agreement":null},{"id":"W4235545426","doi":"10.2523/126253-ms","title":"Size Degradation of Shale Drill Cuttings in Deepwater Discharge Conditions from Synthetic-Based Drilling Fluids","year":2010,"lang":"en","type":"article","venue":"Proceedings of SPE International Conference on Health, Safety, and Environment in Oil and Gas Exploration and Production","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Drilling; Oil shale; Drill cuttings; Citation; Drilling fluid; Environmental science; Engineering; Mining engineering; Petroleum engineering; Library science; Computer science; Waste management; Mechanical engineering","score_opus":0.017595180792344265,"score_gpt":0.22601938285329892,"score_spread":0.20842420206095466,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235545426","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9469866,0.00014017969,0.0012673901,0.050193883,0.0004209162,0.00013327197,0.00003073543,0.000038306804,0.0007886762],"genre_scores_gemma":[0.92529565,0.072931394,0.0015120805,0.000028222372,0.00007864738,0.000020368798,0.00005708285,0.000012764673,0.00006378814],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991754,0.000004970157,0.000360665,0.00021675357,0.00013664525,0.00010555118],"domain_scores_gemma":[0.9997598,0.000036745096,0.00008260513,0.000040574145,0.000032709722,0.00004756746],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023528493,0.00011632886,0.0001585006,0.00014218155,0.000041788953,0.000027285796,0.000039239272,0.00005856434,0.000037805814],"category_scores_gemma":[0.000038269754,0.0001177717,0.00001277807,0.000050826133,0.00006062404,0.00031044523,0.000010960921,0.00015613799,9.3401104e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023358616,0.00021022247,0.0043515447,0.00072773907,0.000033247405,4.22435e-7,0.0048399246,0.032503024,0.24635555,0.013035811,0.000026928603,0.697682],"study_design_scores_gemma":[0.0024866369,0.00038014393,0.008061814,0.0018624192,0.000031390107,0.000009821337,0.0028712498,0.6549378,0.102760315,0.22306721,0.0027426027,0.0007885619],"about_ca_topic_score_codex":0.00006840441,"about_ca_topic_score_gemma":0.000026783673,"teacher_disagreement_score":0.69689345,"about_ca_system_score_codex":0.000028849101,"about_ca_system_score_gemma":0.000007431616,"threshold_uncertainty_score":0.48025903},"labels":[],"label_agreement":null},{"id":"W4235572855","doi":"10.2523/71680-ms","title":"Development and Use of a Through-Tubing Aluminum Cement Basket","year":2001,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Exhibition; Citation; Library science; Computer science; World Wide Web; Download; Engineering; Information retrieval; Art history; History","score_opus":0.030542948585762276,"score_gpt":0.22598028437067427,"score_spread":0.195437335784912,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235572855","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9902486,0.00012595774,0.007063036,0.00005288813,0.00002496316,0.000111562396,0.000005899882,0.00014541666,0.002221643],"genre_scores_gemma":[0.98390603,0.0010685403,0.01494303,0.000010880512,0.00002503513,0.000009646386,0.0000041578505,0.0000125490915,0.00002010354],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99928766,7.822885e-7,0.00027230085,0.00014685706,0.0001312905,0.00016111258],"domain_scores_gemma":[0.9997346,0.000016779493,0.000042391544,0.00003595979,0.00011908076,0.00005123111],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000107893546,0.00012348224,0.00019007102,0.00006706015,0.000028602402,0.00003011893,0.00004609671,0.000081332044,0.000008172075],"category_scores_gemma":[0.000023347957,0.00012233495,0.00001943509,0.000114261304,0.00005725636,0.00043074688,0.00004412178,0.00010188729,8.0049034e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011758391,0.0001922652,0.0054990826,0.0023749724,0.000118580036,0.000007437362,0.0065523987,0.0011179851,0.7925686,0.04406709,0.001644544,0.14573942],"study_design_scores_gemma":[0.0017005157,0.0006405629,0.011482657,0.0038000857,0.0001292109,0.00012699563,0.0044634133,0.03778609,0.8743991,0.00669733,0.05726677,0.0015072341],"about_ca_topic_score_codex":0.000009594014,"about_ca_topic_score_gemma":0.0000020363402,"teacher_disagreement_score":0.14423218,"about_ca_system_score_codex":0.000016372032,"about_ca_system_score_gemma":0.00000696236,"threshold_uncertainty_score":0.49886745},"labels":[],"label_agreement":null},{"id":"W4235694109","doi":"10.2523/106573-ms","title":"Application of Rock Strength in Drilling Evaluation","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Measurement while drilling; Casing; Petroleum engineering; Bit (key); Wellbore; Geology; Drilling fluid; Drilling engineering; Well drilling; Drill bit; Evaluation methods; Geotechnical engineering; Computer science; Engineering; Reliability engineering; Mechanical engineering","score_opus":0.00711567315084075,"score_gpt":0.22771263574282494,"score_spread":0.2205969625919842,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235694109","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23066284,0.00012511935,0.76071423,0.0000018180618,0.00007697067,0.000081076934,2.7541228e-7,0.00010969502,0.008227957],"genre_scores_gemma":[0.9979338,0.000013912613,0.0019827231,0.0000016883183,0.00003354979,0.000004958433,0.000005658848,0.0000110914025,0.0000126065715],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995379,0.00000266723,0.00017817054,0.000061143925,0.000113306305,0.000106798456],"domain_scores_gemma":[0.99982375,0.000032535376,0.000011542298,0.00008845816,0.000023797158,0.000019916955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041626813,0.000051728257,0.00006652843,0.00010895879,0.000005353324,0.0000027075118,0.00003811504,0.000037238406,0.000012366343],"category_scores_gemma":[0.000012925841,0.00005501388,0.0000146207485,0.00017696813,0.0000017785811,0.00004208745,0.0000034244026,0.000051698993,0.000008947746],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.5861055e-7,0.0000050770504,0.001111699,0.000020302366,0.0000028715401,8.957149e-8,0.00006500831,0.9485988,0.0063596684,0.0003332397,0.0000065552395,0.043495946],"study_design_scores_gemma":[0.00012499152,0.0000034280447,0.0035778745,0.00001316199,0.000003261143,2.7678396e-7,0.000035669054,0.96243376,0.033365034,0.00009386718,0.00029126328,0.000057397203],"about_ca_topic_score_codex":0.000020815525,"about_ca_topic_score_gemma":0.000032129865,"teacher_disagreement_score":0.767271,"about_ca_system_score_codex":0.000044269364,"about_ca_system_score_gemma":0.0000032900266,"threshold_uncertainty_score":0.2243401},"labels":[],"label_agreement":null},{"id":"W4235832584","doi":"10.2523/65457-ms","title":"Single-well Sonic Imaging: High-Definition Reservoir Cross-sections from Horizontal Wells","year":2000,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Download; Geology; Library science; Computer science; Information retrieval; World Wide Web","score_opus":0.011213440550740557,"score_gpt":0.19538573845477564,"score_spread":0.18417229790403508,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235832584","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.813812,0.0003532465,0.012320026,0.000063146595,0.0010366286,0.00008934948,0.00003835751,0.0019970555,0.17029017],"genre_scores_gemma":[0.99383515,0.00016363124,0.00246389,0.00003771841,0.00046149848,0.000012631818,0.00010022141,0.00008398427,0.0028412438],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889684,0.000010776182,0.00026965674,0.0002630145,0.00016397533,0.0003957339],"domain_scores_gemma":[0.99946845,0.0000607306,0.000013194792,0.00031369514,0.000024173549,0.00011976719],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000069289796,0.00022624822,0.00017336442,0.00009196367,0.00011483975,0.00017060169,0.00015385574,0.000098006705,0.002667697],"category_scores_gemma":[0.0000070156407,0.00024332911,0.00009504881,0.00019736566,0.00003362895,0.00029829275,0.000015347126,0.0002516075,0.0028132596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001478408,0.000069427166,0.0006418982,0.000029893356,0.00006580673,0.00002386472,0.00012123697,0.9751616,0.009868641,0.0005166718,0.003900169,0.0095859775],"study_design_scores_gemma":[0.0018228889,0.00011923217,0.005994806,0.00015316636,0.00007294845,0.000040377832,0.00009093857,0.60816723,0.11727286,0.0052061127,0.25950956,0.0015498846],"about_ca_topic_score_codex":0.00060207804,"about_ca_topic_score_gemma":0.000046876394,"teacher_disagreement_score":0.3669944,"about_ca_system_score_codex":0.00012754388,"about_ca_system_score_gemma":0.00000860401,"threshold_uncertainty_score":0.998244},"labels":[],"label_agreement":null},{"id":"W4235959561","doi":"10.2523/108351-ms","title":"Environmentally Sensitive Well Successfully Drills Underbalanced UsingRecycling Technology","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Underbalanced drilling; Drilling; Computer science; Citation; Petroleum engineering; Drilling fluid; Engineering; Database; Environmental science; World Wide Web","score_opus":0.0026265170942892622,"score_gpt":0.17862422772542433,"score_spread":0.17599771063113506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4235959561","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38543415,0.00012717594,0.55692637,0.00004256185,0.00047224757,0.00009652396,0.0000015457758,0.0013319999,0.055567447],"genre_scores_gemma":[0.99061865,0.0000761727,0.008598073,0.00005230885,0.00010534575,0.0000018251732,0.0000055036835,0.000057122925,0.00048499592],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989573,0.0000036787214,0.00024328307,0.00020260816,0.00012625354,0.0004668714],"domain_scores_gemma":[0.99962074,0.000058672045,0.000020102785,0.00020322869,0.000011731836,0.00008551628],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017696392,0.00020053127,0.00018604743,0.00021715729,0.000056814442,0.000022300146,0.00011147624,0.00016430215,0.00006325446],"category_scores_gemma":[0.0000088142015,0.00021123233,0.000048119593,0.000265067,0.000049007816,0.000092002505,0.000032977903,0.00022223222,0.00020823618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007909502,0.000022651746,0.0022397162,0.0000443473,0.0000887796,0.000093254064,0.00012653045,0.8217503,0.16103593,0.0012679368,0.0001715573,0.013151107],"study_design_scores_gemma":[0.0006516426,0.00004457732,0.001956237,0.00009862562,0.000029097802,0.00008972913,0.00060864585,0.29219323,0.68764687,0.00043517895,0.015415514,0.0008306617],"about_ca_topic_score_codex":0.000007921161,"about_ca_topic_score_gemma":0.000014701968,"teacher_disagreement_score":0.6051845,"about_ca_system_score_codex":0.00012605253,"about_ca_system_score_gemma":0.0000043612235,"threshold_uncertainty_score":0.86138046},"labels":[],"label_agreement":null},{"id":"W4236398402","doi":"10.2523/74483-ms","title":"Optimizing HTHP Cementing Operations","year":2002,"lang":"en","type":"article","venue":"Proceedings of IADC/SPE Drilling Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Citation; Drilling; Computer science; Exhibition; Download; Library science; Engineering; Geology; Archaeology; World Wide Web; History; Mechanical engineering","score_opus":0.022286308929777586,"score_gpt":0.19611779592623724,"score_spread":0.17383148699645964,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236398402","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6608627,0.0022464162,0.17548952,0.00022442966,0.001180589,0.00051717437,0.000018707595,0.0023377591,0.15712273],"genre_scores_gemma":[0.9709408,0.0007406095,0.027707465,0.000013944415,0.00015946577,0.000018961033,0.0000038927897,0.00006044063,0.0003543709],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99854493,0.0000019116976,0.00047054802,0.00028001098,0.00025120168,0.00045141438],"domain_scores_gemma":[0.9993914,0.000032656833,0.000056193723,0.00011585916,0.0002832147,0.00012072255],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017866204,0.00027170853,0.0003151904,0.00020094642,0.00013023165,0.00017597915,0.00030198589,0.000105247964,0.00020131968],"category_scores_gemma":[0.00007670548,0.00030024492,0.00008578061,0.0003327028,0.00004690501,0.00043831868,0.0000500081,0.00027423273,0.00005574948],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002922967,0.000050756844,0.00051460904,0.00059087656,0.00011643247,0.0000024084259,0.0041267253,0.78839415,0.18665259,0.009837325,0.00070526125,0.009005943],"study_design_scores_gemma":[0.000210189,0.00002644491,0.00002141914,0.0003233491,0.000027266517,0.000006853237,0.00030290315,0.9374026,0.059537463,0.000107362546,0.0016913852,0.0003427526],"about_ca_topic_score_codex":0.000008729812,"about_ca_topic_score_gemma":0.0000016520312,"teacher_disagreement_score":0.31007817,"about_ca_system_score_codex":0.000044146014,"about_ca_system_score_gemma":0.0000069748617,"threshold_uncertainty_score":0.999945},"labels":[],"label_agreement":null},{"id":"W4236686476","doi":"10.2118/176339-ms","title":"2004-2014: A Decade of Drill Pipe Grades and Industry Standards Evolutions to Address Increasing H2S Challenges","year":2015,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drill pipe; Sour gas; Drill; Engineering; Drilling; Petroleum engineering; Petroleum industry; Forensic engineering; Fossil fuel; Stress corrosion cracking; Corrosion; Mechanical engineering; Metallurgy; Waste management; Materials science; Natural gas; Environmental engineering","score_opus":0.02626875367764652,"score_gpt":0.2542162184632872,"score_spread":0.22794746478564065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236686476","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91022336,0.018927718,0.04198908,0.00032597035,0.00051778706,0.0002417911,0.0000877809,0.0008601235,0.026826406],"genre_scores_gemma":[0.9964227,0.0003556317,0.002969658,0.000010520376,0.00010576775,0.0000089055675,0.000002057815,0.00003622716,0.00008850376],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912715,0.000019081986,0.0001968114,0.0001547694,0.00024017037,0.0002620131],"domain_scores_gemma":[0.99933857,0.000058839567,0.00001624389,0.00019150136,0.00010556901,0.00028927348],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00039515912,0.00015886547,0.00021592522,0.00016820016,0.000030320376,0.000021863225,0.00009731342,0.00018144425,0.00001647078],"category_scores_gemma":[0.00015157454,0.00015634985,0.000027664151,0.00013786544,0.00003026533,0.00011472064,0.00004345782,0.00023604545,0.0000060898014],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005379058,0.00007074277,0.0049837087,0.00061970553,0.00023708145,0.000014228209,0.005105766,0.940323,0.0073114205,0.004858169,0.019819655,0.016602756],"study_design_scores_gemma":[0.0069322367,0.0010991856,0.06178272,0.0038255414,0.0004429887,0.00047181657,0.014588173,0.49243826,0.12409955,0.0041530626,0.28480318,0.005363288],"about_ca_topic_score_codex":0.00012542917,"about_ca_topic_score_gemma":0.0000543986,"teacher_disagreement_score":0.44788474,"about_ca_system_score_codex":0.00009645132,"about_ca_system_score_gemma":0.000041088457,"threshold_uncertainty_score":0.6375762},"labels":[],"label_agreement":null},{"id":"W4236708954","doi":"10.2118/2009-141","title":"The Design and Development of a Drilling Simulator for Planning and Optimizing Underbalanced Drilling Operations","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Underbalanced drilling; Drilling; Computer science; Simulation; Engineering; Mechanical engineering; Drilling fluid","score_opus":0.0246303250648679,"score_gpt":0.23200100262000387,"score_spread":0.20737067755513597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236708954","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12093437,0.00042738105,0.877763,0.00015149132,0.000204739,0.00009385365,0.00000761026,0.000041943294,0.00037565318],"genre_scores_gemma":[0.9573165,0.000055904493,0.042488065,0.000024692352,0.000042614643,0.0000126926625,0.000008636074,0.000011482261,0.000039385017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994095,0.0000052818154,0.0001950004,0.00011773061,0.00007663713,0.00019586009],"domain_scores_gemma":[0.99959135,0.00012985666,0.000018036919,0.00006315233,0.000074325326,0.0001233077],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014598403,0.000105502906,0.00010364918,0.00010363559,0.00019971203,0.00012548546,0.000112226866,0.00003932721,0.00000217458],"category_scores_gemma":[0.000040457377,0.00009969192,0.0000139543645,0.00003199047,0.000022617343,0.000085189284,0.000006638967,0.00007854352,4.091642e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003441861,8.7792694e-7,0.000058621765,0.000008238387,0.000028762823,6.516807e-7,0.00045247024,0.9932249,0.0012733892,0.0023994741,0.000013406759,0.0025357483],"study_design_scores_gemma":[0.00019041685,0.000012887044,0.00033319785,0.000095146155,0.0000043706245,0.0000029678256,0.00014397537,0.99428505,0.001498666,0.00015006201,0.0031659284,0.00011732284],"about_ca_topic_score_codex":0.00008163175,"about_ca_topic_score_gemma":0.00059630955,"teacher_disagreement_score":0.83638215,"about_ca_system_score_codex":0.0000873962,"about_ca_system_score_gemma":0.000121399666,"threshold_uncertainty_score":0.40653184},"labels":[],"label_agreement":null},{"id":"W4236874394","doi":"10.2523/64379-ms","title":"Underbalanced Horizontal Drilling: A Field Study of Wellbore Stability in Brazil","year":2000,"lang":"en","type":"article","venue":"Proceedings of SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Petrobras","keywords":"Drilling; Wellbore; Exhibition; Citation; Underbalanced drilling; Petroleum engineering; Engineering; Geology; Archaeology; Computer science; Library science; Geography; Drilling fluid; Mechanical engineering","score_opus":0.0098271566593968,"score_gpt":0.2004266894202047,"score_spread":0.1905995327608079,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236874394","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97864,0.00013330155,0.00002385422,0.00010120264,0.000029023333,0.000059408303,0.0000033155864,0.000052652198,0.020957205],"genre_scores_gemma":[0.99796236,0.0018873968,0.000073008545,0.0000019183747,0.00002231305,0.00000808849,0.0000026771272,0.000009932102,0.00003231207],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992908,0.000002338035,0.00025892397,0.0001862522,0.00010698584,0.0001546741],"domain_scores_gemma":[0.9997997,0.00002060004,0.00003131058,0.00004773797,0.000050087947,0.000050542403],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011826139,0.00013230703,0.00024254319,0.00007825364,0.000024794874,0.00002771106,0.00004310741,0.00007190645,0.000034550663],"category_scores_gemma":[0.000008563249,0.00013163358,0.00001988996,0.00013733051,0.000037492384,0.00018097507,0.000009800963,0.0001267792,7.199104e-7],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00036122923,0.0006101876,0.088920146,0.0028619363,0.0000927163,0.00000646465,0.031517416,0.0010716509,0.11298387,0.0011575281,0.00017802141,0.7602388],"study_design_scores_gemma":[0.012482562,0.006087949,0.07138876,0.0044830875,0.00025304747,0.00008579393,0.14548393,0.2642336,0.4695646,0.021755466,0.0013027579,0.0028784832],"about_ca_topic_score_codex":0.000054089516,"about_ca_topic_score_gemma":0.000023982873,"teacher_disagreement_score":0.75736034,"about_ca_system_score_codex":0.000010966049,"about_ca_system_score_gemma":0.0000052049904,"threshold_uncertainty_score":0.53678614},"labels":[],"label_agreement":null},{"id":"W4236900586","doi":"10.2523/107453-ms","title":"Using Neural Network System for Casing Collapse Occurrence and Its DepthPrediction in a Middle-Eastern Carbonate Field","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Casing; Citation; Computer science; Artificial neural network; Artificial intelligence; World Wide Web; Engineering; Petroleum engineering","score_opus":0.031592983315255105,"score_gpt":0.23437581060574744,"score_spread":0.20278282729049235,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4236900586","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80474067,0.0007970265,0.1922237,0.0000046704754,0.0011282352,0.00018720729,0.0000038726807,0.0002769941,0.00063760846],"genre_scores_gemma":[0.9985413,0.0000083629275,0.0012386529,0.000008922412,0.00016602392,0.000005570076,0.0000022719871,0.000018347348,0.000010575326],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924845,0.0000054963307,0.00021552668,0.0001343992,0.00006573817,0.00033039492],"domain_scores_gemma":[0.9997178,0.000113151946,0.000016772046,0.00006649687,0.000019020956,0.00006680748],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022508756,0.00012378178,0.00013981294,0.00008606005,0.000040979638,0.000029343752,0.00004212906,0.00007900715,6.5908523e-7],"category_scores_gemma":[0.000012726833,0.00013293354,0.000024295781,0.00016956478,0.0000037524965,0.00008779026,0.000012851787,0.000101996535,3.774625e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012466012,0.0000017686534,0.0033548225,0.00029198753,0.000007970113,0.000010523991,0.00010572513,0.99417883,0.0005118634,0.00012677432,0.000007758263,0.0013894788],"study_design_scores_gemma":[0.00026553727,0.000017319364,0.00022487332,0.0002531739,0.000010494286,0.000029697892,0.00010170874,0.997568,0.0013282431,0.000004601092,0.000058815225,0.00013754002],"about_ca_topic_score_codex":0.000033093344,"about_ca_topic_score_gemma":0.00010521077,"teacher_disagreement_score":0.19380058,"about_ca_system_score_codex":0.00006905597,"about_ca_system_score_gemma":0.000004902112,"threshold_uncertainty_score":0.5420872},"labels":[],"label_agreement":null},{"id":"W4237696572","doi":"10.2523/77477-ms","title":"Field Testing of a New Nuclear Magnetic Resonance Logging-While-Drilling Tool","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Exhibition; Library science; Computer science; Haystack; Art history; World Wide Web; Geology; Art","score_opus":0.02336764890705751,"score_gpt":0.20241007522663906,"score_spread":0.17904242631958156,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4237696572","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96570516,0.002200963,0.003060383,0.0002619233,0.00008656157,0.00023932499,0.000015075206,0.00075075624,0.027679836],"genre_scores_gemma":[0.99065214,0.00061531336,0.008534665,0.000022648996,0.000094924035,0.000003243597,7.519803e-7,0.00002227036,0.00005402246],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991484,9.822181e-7,0.00031674423,0.00017836309,0.00014639444,0.0002090766],"domain_scores_gemma":[0.9996333,0.000050057577,0.000051894036,0.00006116688,0.0001350925,0.00006848114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009477988,0.0001433069,0.00022888409,0.000091794784,0.00003254257,0.000029288298,0.000108043496,0.00012693407,0.00006522894],"category_scores_gemma":[0.00013219223,0.00015121343,0.000038665872,0.00020488119,0.000047529917,0.0002551566,0.000038870432,0.00020292905,0.0000050604217],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053714724,0.000091403905,0.0018792686,0.0016113004,0.000019492432,0.0000048768406,0.0017259574,0.0013755743,0.45124397,0.012647712,0.00965052,0.51969624],"study_design_scores_gemma":[0.0020196834,0.003268416,0.0043970034,0.006828622,0.00015833775,0.00014558781,0.0013023787,0.69134647,0.25038707,0.015291937,0.022896634,0.0019578282],"about_ca_topic_score_codex":0.00001700901,"about_ca_topic_score_gemma":5.2779285e-7,"teacher_disagreement_score":0.6899709,"about_ca_system_score_codex":0.000011871509,"about_ca_system_score_gemma":0.000004155379,"threshold_uncertainty_score":0.6166305},"labels":[],"label_agreement":null},{"id":"W4238074870","doi":"10.2118/2005-104","title":"Structural Integrity of Casing and Cement Annulus in a Thermal Well Under Steam Stimulation","year":2005,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada); University of Calgary","funders":"","keywords":"Casing; Structural integrity; Annulus (botany); Petroleum engineering; Cement; Steam injection; Materials science; Thermal; Stimulation; Composite material; Structural engineering; Engineering; Medicine; Physics","score_opus":0.015193323600227512,"score_gpt":0.21802719359799635,"score_spread":0.20283386999776884,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238074870","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99059063,0.000097391516,0.0019190598,0.00016128672,0.00025758304,0.000036545276,0.000021853939,0.000026321815,0.0068893284],"genre_scores_gemma":[0.9994981,0.0000124746775,0.00028612916,0.000025924493,0.00006918536,0.0000026849905,0.000015196178,0.00001058732,0.00007969524],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99945253,0.0000074606914,0.000173555,0.00010337175,0.00010228228,0.00016079273],"domain_scores_gemma":[0.99974537,0.000020533867,0.000019505205,0.00006757558,0.00004694928,0.000100089484],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000064927066,0.000094721574,0.00009610726,0.00021591778,0.000017066122,0.00003079058,0.00009991568,0.000048226135,0.00016729788],"category_scores_gemma":[0.0000107067035,0.00010518912,0.000016527272,0.000046697012,0.000022401562,0.00013694594,0.000010505156,0.00016332195,0.0000050832114],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003082227,0.0000015406456,0.00650433,0.000010689755,0.000014211402,0.0000022852719,0.00016823964,0.98805654,0.00086753216,0.0014139322,0.000014495181,0.0029431186],"study_design_scores_gemma":[0.00023666493,0.000007984567,0.058768198,0.00005143665,0.000002805344,0.0000043153605,0.00007144557,0.93939084,0.0005611809,0.00008280632,0.0007198333,0.00010250854],"about_ca_topic_score_codex":0.010609959,"about_ca_topic_score_gemma":0.052501854,"teacher_disagreement_score":0.052263867,"about_ca_system_score_codex":0.0003781812,"about_ca_system_score_gemma":0.00007696672,"threshold_uncertainty_score":0.9959785},"labels":[],"label_agreement":null},{"id":"W4238850170","doi":"10.2523/108711-ms","title":"Pressure Losses of Non-Newtonian Fluids in Drilling Operations","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Citation; Drilling; Computer science; Exhibition; Operations research; Library science; Geology; Petroleum engineering; Engineering; Archaeology; Mechanical engineering; Geography","score_opus":0.0048106903858308545,"score_gpt":0.20888076397967914,"score_spread":0.2040700735938483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238850170","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2111194,0.00036765635,0.77175796,0.00001019848,0.00024300806,0.0000760379,0.0000021603892,0.00018324195,0.016240314],"genre_scores_gemma":[0.98308176,0.000053460084,0.016378146,0.000006114789,0.000060604223,0.0000022229283,0.0000025603124,0.000021387006,0.0003937415],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994318,0.0000020046205,0.00022297991,0.00007947391,0.000075014395,0.00018872209],"domain_scores_gemma":[0.9997762,0.00003068209,0.00000437069,0.00012636611,0.000019920373,0.00004248268],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015899977,0.00008815461,0.00012108487,0.00013378962,0.00001547025,0.000011794858,0.0000751709,0.000058988124,0.000037413738],"category_scores_gemma":[0.000012069009,0.00008826086,0.000027068278,0.00020303957,0.000010438111,0.00008431239,0.000008935033,0.00009526664,0.000009367113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.902359e-7,0.000007639963,0.0014202229,0.00006476044,0.000012719539,0.0000016684896,0.00022064052,0.9424354,0.054871574,0.00018446482,0.000056709006,0.0007235389],"study_design_scores_gemma":[0.00012616615,0.000008100428,0.0028161977,0.000056924895,0.000005527544,0.0000014387451,0.000051380735,0.9158488,0.07898596,0.000008087179,0.0019836118,0.00010780269],"about_ca_topic_score_codex":0.00008365073,"about_ca_topic_score_gemma":0.00017325713,"teacher_disagreement_score":0.77196234,"about_ca_system_score_codex":0.000013413554,"about_ca_system_score_gemma":0.0000065744425,"threshold_uncertainty_score":0.35991734},"labels":[],"label_agreement":null},{"id":"W4238883941","doi":"10.2523/71361-ms","title":"Drilling With Aerated Drilling Fluid From a Floating Unit Part 2: Drilling the Well","year":2001,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Drilling; Drilling fluid; Petroleum engineering; Separator (oil production); Measurement while drilling; Work (physics); Drilling engineering; Drill pipe; Marine engineering; Well drilling; Mechanical engineering; Engineering; Computer science","score_opus":0.014076166728869131,"score_gpt":0.2009004145350739,"score_spread":0.18682424780620477,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4238883941","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96051097,0.00033524152,0.03071187,0.00022002308,0.00007508201,0.00021521689,0.000016912647,0.000656369,0.0072583137],"genre_scores_gemma":[0.9942924,0.0016301104,0.0035939284,0.00004062932,0.000325474,0.000015754631,0.000020214882,0.00004794501,0.00003356998],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99860156,0.000005203271,0.00040739638,0.00030751774,0.00025056468,0.00042777671],"domain_scores_gemma":[0.99929124,0.0000961109,0.000087311026,0.00010565018,0.000294916,0.00012479827],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034038295,0.00027696657,0.00031381202,0.00010453357,0.00017349946,0.0001454703,0.00018277545,0.00017831553,0.0000372937],"category_scores_gemma":[0.000055012893,0.00021836712,0.000053199965,0.00040351157,0.00011862749,0.00043623467,0.00004573182,0.00042482233,0.000007131997],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035033544,0.00015076582,0.015833616,0.00078564516,0.00030038162,0.000034744477,0.0056893607,0.19357264,0.7411176,0.013703579,0.0015330788,0.026928224],"study_design_scores_gemma":[0.0012666591,0.00042230968,0.0013502775,0.0036558849,0.00021086718,0.00014572252,0.005585621,0.7917907,0.17524493,0.006527513,0.0124886595,0.0013108602],"about_ca_topic_score_codex":0.00006496268,"about_ca_topic_score_gemma":0.00001150956,"teacher_disagreement_score":0.5982181,"about_ca_system_score_codex":0.000034712306,"about_ca_system_score_gemma":0.000018859193,"threshold_uncertainty_score":0.8904753},"labels":[],"label_agreement":null},{"id":"W4239606783","doi":"10.1139/cgj-37-2-497","title":"Erratum: In situ multiphase fluidization (\"upflow washing\") for the remediation of hydrocarbon contaminated sands","year":2000,"lang":"en","type":"erratum","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Environmental remediation; Fluidization; Geotechnical engineering; Environmental science; Hydrocarbon; Contamination; Geology; Waste management; Petroleum engineering; Engineering; Fluidized bed; Chemistry","score_opus":0.007301518356921769,"score_gpt":0.1989197595584039,"score_spread":0.19161824120148213,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239606783","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0066055777,0.056073375,0.7708853,0.0026291453,0.1218215,0.0054158275,0.0010053986,0.0014973162,0.034066554],"genre_scores_gemma":[0.98684376,0.0057991524,0.00041193204,0.00010534233,0.0030848582,0.000057948066,0.00055692036,0.00021302405,0.0029270686],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982063,0.000031610918,0.0007257128,0.0002013079,0.00026430283,0.000570748],"domain_scores_gemma":[0.9989939,0.00015069726,0.00011977245,0.00028623073,0.000101043224,0.00034838179],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00056473975,0.00032001734,0.00045387642,0.0006347805,0.000116426476,0.00007955534,0.0004188193,0.0008678906,0.00001848439],"category_scores_gemma":[0.00027495963,0.00028923538,0.0001810734,0.00042356027,0.000045109806,0.000106439096,0.000008936341,0.0018732231,0.0000029366488],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010594582,0.0000074932705,0.00000281762,0.00009198833,0.000043452226,0.000024080398,0.00007378044,0.6563426,0.00077793817,0.000008105651,0.33577487,0.006842284],"study_design_scores_gemma":[0.00056123827,0.00004677039,0.00008725355,0.00053756556,0.0000688199,0.000042398737,0.00001634755,0.7444956,0.00030689934,0.00007119366,0.2534707,0.0002952406],"about_ca_topic_score_codex":0.0017360597,"about_ca_topic_score_gemma":0.012518297,"teacher_disagreement_score":0.9802382,"about_ca_system_score_codex":0.0006723131,"about_ca_system_score_gemma":0.00047236102,"threshold_uncertainty_score":0.99995595},"labels":[],"label_agreement":null},{"id":"W4239632022","doi":"10.2118/156297-ms","title":"A New High Strength Drill Pipe Maximizing Safety and Performace in Low Temperature Enviornments","year":2012,"lang":"en","type":"article","venue":"SPE Russian Oil and Gas Exploration and Production Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Permafrost; Drill; Drill pipe; Arctic; Drill string; Petroleum engineering; Toughness; Mechanical engineering; Engineering; Environmental science; Geology; Materials science; Metallurgy","score_opus":0.011452887653900012,"score_gpt":0.20304964869840733,"score_spread":0.19159676104450732,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239632022","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96124184,0.004410062,0.019668108,0.010420761,0.00082249654,0.00029443373,0.00001781476,0.00063337845,0.0024911233],"genre_scores_gemma":[0.9661281,0.032300036,0.0011196225,0.000025555877,0.00021125197,0.000010662559,0.000039658695,0.0000140041175,0.00015109082],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992627,0.000018818999,0.00020680937,0.00021925112,0.00009396332,0.00019844556],"domain_scores_gemma":[0.99971336,0.000010004015,0.000026626076,0.00008621637,0.000011631755,0.00015216549],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017507045,0.00016576877,0.00016354164,0.000100432975,0.0001076408,0.0000883959,0.000020053967,0.00012613682,0.00001467592],"category_scores_gemma":[0.000015114584,0.00015413846,0.000011656206,0.00011480889,0.00003900274,0.00078818045,0.0000200665,0.00023264498,0.0000021070095],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009916052,0.000044962162,0.0006749635,0.0004552914,0.000014628893,0.0000019097495,0.0017705236,0.00167672,0.03528415,0.00650804,0.00016023865,0.9533094],"study_design_scores_gemma":[0.01861869,0.002048,0.13733459,0.011855701,0.0006151618,0.0015791162,0.010999617,0.18408433,0.4742909,0.07312952,0.07511584,0.010328516],"about_ca_topic_score_codex":0.0000136191875,"about_ca_topic_score_gemma":0.000015969645,"teacher_disagreement_score":0.9429809,"about_ca_system_score_codex":0.000023520071,"about_ca_system_score_gemma":0.0000076778615,"threshold_uncertainty_score":0.6285584},"labels":[],"label_agreement":null},{"id":"W4239684305","doi":"10.2523/108338-ms","title":"Combining a Mechanical and Chemical Solution To Mitigate Corrosion inMPD/UBD/Air-Drilling Operations","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Drilling; Citation; Computer science; Engineering; Operations research; Library science; Mechanical engineering","score_opus":0.007797618883827121,"score_gpt":0.20726182607822383,"score_spread":0.1994642071943967,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239684305","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3212571,0.000051164763,0.6767562,0.000064780426,0.0002705275,0.00008535359,0.0000011618232,0.0004526873,0.0010610498],"genre_scores_gemma":[0.98098344,0.000017999042,0.018698571,0.00008750403,0.00010316345,0.0000068461172,0.000009607527,0.00003366384,0.000059237467],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991523,0.0000044900735,0.00023295652,0.0001765468,0.00011559761,0.00031808263],"domain_scores_gemma":[0.9995964,0.000045909812,0.0000058708283,0.000116470655,0.000027175807,0.00020813369],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002503743,0.00014234422,0.00014439391,0.00009471626,0.000081389495,0.000035459834,0.00006312692,0.00010434813,0.000010617886],"category_scores_gemma":[0.000036664358,0.00014712736,0.000030473795,0.0001706327,0.000012166101,0.00009635833,0.000041685336,0.00017234839,0.000029266304],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000047859553,0.000009280996,0.000035334895,0.000023120405,0.000006497766,0.0000033919375,0.00021187543,0.35869443,0.6347082,0.0020013913,0.00014512551,0.004156555],"study_design_scores_gemma":[0.00018534047,0.000019770212,0.00007442181,0.00006127789,0.000007876977,0.000012810542,0.000034080538,0.7720323,0.22680102,0.00003873745,0.000546505,0.00018582959],"about_ca_topic_score_codex":0.000018057448,"about_ca_topic_score_gemma":0.000026739373,"teacher_disagreement_score":0.6597263,"about_ca_system_score_codex":0.000054856366,"about_ca_system_score_gemma":0.0000049726473,"threshold_uncertainty_score":0.59996796},"labels":[],"label_agreement":null},{"id":"W4239797610","doi":"10.2523/75689-ms","title":"Field Study on the Use of Cement Pulsation to Control Gas Migration","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPE Gas Technology Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Husky Energy (Canada)","funders":"Louisiana State University","keywords":"Citation; Cement; Library science; Control (management); Computer science; Engineering; Operations research; Archaeology; World Wide Web; History; Artificial intelligence","score_opus":0.018072800967670704,"score_gpt":0.1934426374072534,"score_spread":0.1753698364395827,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239797610","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.990341,0.000032894175,0.0015376332,0.0063547567,0.000113783586,0.0005454688,0.000002214705,0.00029493202,0.0007772798],"genre_scores_gemma":[0.9992402,0.00008416971,0.0004518305,0.000048592035,0.000030290517,0.00006507283,3.5863187e-7,0.000020805966,0.000058638576],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992558,0.0000015030616,0.0002711229,0.0001454872,0.00015095415,0.0001751498],"domain_scores_gemma":[0.9996302,0.00005060791,0.000060992366,0.00012795792,0.00010522757,0.000025022908],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000106653606,0.0001343516,0.00018301076,0.0002994224,0.00003043318,0.000018067201,0.00017645047,0.000106868894,0.000012780277],"category_scores_gemma":[0.00008652919,0.00011211965,0.00003395887,0.00035468288,0.000022452963,0.000090635316,0.000022256381,0.0001598024,0.000014521058],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005991724,0.00042438897,0.019084573,0.00018405875,0.0002594736,0.0000016142117,0.0024640996,0.10919769,0.84296614,0.008496795,0.0074898717,0.009371377],"study_design_scores_gemma":[0.0006542055,0.0017609004,0.00035526193,0.00017723908,0.00008379005,0.000005007696,0.0007675703,0.177024,0.8145466,0.00041437155,0.003925516,0.00028557546],"about_ca_topic_score_codex":0.000008992724,"about_ca_topic_score_gemma":0.0000023883172,"teacher_disagreement_score":0.067826316,"about_ca_system_score_codex":0.00003234862,"about_ca_system_score_gemma":0.000001195537,"threshold_uncertainty_score":0.45721066},"labels":[],"label_agreement":null},{"id":"W4239981509","doi":"10.2523/75685-ms","title":"New Completion Techniques Improve Production Rates in a Maturing Gas Reservoir","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPE Gas Technology Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Coiled tubing; Petroleum engineering; Drilling; Well stimulation; Productivity; Fossil fuel; Production (economics); Directional drilling; Natural gas field; Completion (oil and gas wells); Oil production; Environmental science; Geology; Engineering; Petroleum; Reservoir engineering; Natural gas; Economics; Waste management; Mechanical engineering","score_opus":0.0070814848623650065,"score_gpt":0.1939320103073859,"score_spread":0.1868505254450209,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239981509","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97891897,0.0009390312,0.0008953485,0.0043847933,0.0004486695,0.0005802986,0.0000020185857,0.0036703588,0.010160522],"genre_scores_gemma":[0.9786766,0.0016360802,0.018998409,0.0000052716414,0.00019425353,0.000059484766,0.0000016685718,0.000072182534,0.0003560241],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99873686,0.0000012270303,0.0003903529,0.00032426862,0.00014658833,0.00040072328],"domain_scores_gemma":[0.9996088,0.000008857593,0.00008006659,0.00014998057,0.000101696205,0.00005055874],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016738946,0.000240547,0.00031707634,0.00085291103,0.00003681268,0.000029972596,0.0002827608,0.00030088244,0.000013320523],"category_scores_gemma":[0.00005337658,0.0002672489,0.000045751796,0.00081900205,0.000064390646,0.00030280923,0.00006892446,0.00045303308,0.000018991826],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000919623,0.000033216602,0.0019767499,0.00041664368,0.00002320356,0.0000020684251,0.00020382524,0.0028054866,0.9816661,0.0015128343,0.0017243387,0.009626344],"study_design_scores_gemma":[0.00019022143,0.000087952736,0.00006509093,0.0003516404,0.000013157387,0.00004175047,0.00009240009,0.0252752,0.96736306,0.0034225616,0.0028307403,0.00026622185],"about_ca_topic_score_codex":0.000018768025,"about_ca_topic_score_gemma":0.0000033724002,"teacher_disagreement_score":0.022469714,"about_ca_system_score_codex":0.00012058143,"about_ca_system_score_gemma":0.0000042688666,"threshold_uncertainty_score":0.99997795},"labels":[],"label_agreement":null},{"id":"W4240065841","doi":"10.32920/16840354","title":"Microstructure Analyses Of Reinforcement Mechanism Of Cement In Stabilizing Champlain Sea Clay","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Cement; Curing (chemistry); Microstructure; Compressive strength; Materials science; Portland cement; Ettringite; Cement kiln; Composite material; Geotechnical engineering; Geology","score_opus":0.024569535407051722,"score_gpt":0.25793645480465144,"score_spread":0.2333669193975997,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240065841","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.52232,0.0020940527,0.47000626,0.000011909189,0.0011141928,0.00047122198,0.00008019327,0.0002054081,0.0036967727],"genre_scores_gemma":[0.99172723,0.00048443317,0.0074885716,0.0000061308547,0.000033273638,0.000018024819,0.00015610339,0.000047610218,0.000038630238],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998378,0.000020000667,0.0007816326,0.00027683316,0.0002644553,0.00027907515],"domain_scores_gemma":[0.9992205,0.000037792568,0.00010972693,0.0005026081,0.00007404716,0.000055353015],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023370847,0.00032430774,0.0006734571,0.00031016555,0.000010265003,0.000021265016,0.00021778623,0.00026155004,0.00017987253],"category_scores_gemma":[0.000018524363,0.0003297194,0.00018395834,0.00021117936,0.00001625115,0.000037501966,0.00025243423,0.00042475088,5.8831296e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026651164,0.000009557621,0.000048353584,0.0017185502,0.00015060752,0.0000043510154,0.0004953119,0.8541718,0.14281577,0.0003342645,0.000014876129,0.00023390385],"study_design_scores_gemma":[0.00020790311,0.00001551841,0.000055375607,0.0006581862,0.000037854807,0.0000013004517,0.00036621184,0.47711304,0.521055,0.00016614926,0.000048323633,0.0002751448],"about_ca_topic_score_codex":0.0004119291,"about_ca_topic_score_gemma":0.00007007614,"teacher_disagreement_score":0.46940723,"about_ca_system_score_codex":0.00014725733,"about_ca_system_score_gemma":0.000049177666,"threshold_uncertainty_score":0.9999155},"labels":[],"label_agreement":null},{"id":"W4240084824","doi":"10.2523/108343-ms","title":"The Use of MPD and an Unweighted Fluid System for Drilling ROPImprovement","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"Shell Canada","keywords":"Drilling; Computer science; Citation; Underbalanced drilling; Drilling fluid; Library science; Engineering; Mechanical engineering","score_opus":0.01795892052679593,"score_gpt":0.20685657980250752,"score_spread":0.1888976592757116,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240084824","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2331719,0.0003141363,0.76520354,0.0000057792195,0.00040448684,0.00019951239,0.000003673558,0.0003079946,0.00038898626],"genre_scores_gemma":[0.9909583,0.000055989203,0.008751422,0.000004761596,0.00009014924,0.000006873057,0.0000030164183,0.000026576203,0.00010293731],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994412,0.0000029304351,0.00020617845,0.00008370239,0.00006896128,0.00019702336],"domain_scores_gemma":[0.999593,0.00014936071,0.000014967032,0.0001521724,0.00003336503,0.000057143174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024271836,0.00008855126,0.00009829837,0.000037581798,0.00006226776,0.00003613649,0.000054728273,0.000038332044,6.5042593e-7],"category_scores_gemma":[0.000010370667,0.00006244501,0.000025565403,0.00005745904,0.000012045429,0.0000796253,0.000008780777,0.00003787109,5.250384e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034315613,0.000016977217,0.0002323344,0.00071718235,0.00017317792,0.0000022264694,0.0003822473,0.7922962,0.12208073,0.021508014,0.00033235777,0.06222424],"study_design_scores_gemma":[0.00017704685,0.000039236995,0.000088316214,0.000036050023,0.000012212868,0.0000013839275,0.00012363124,0.89636934,0.089673184,0.000013191439,0.01336864,0.00009775092],"about_ca_topic_score_codex":0.000020230982,"about_ca_topic_score_gemma":0.000019991548,"teacher_disagreement_score":0.7577864,"about_ca_system_score_codex":0.00002671102,"about_ca_system_score_gemma":0.0000025384534,"threshold_uncertainty_score":0.25464338},"labels":[],"label_agreement":null},{"id":"W4240157077","doi":"10.2523/80448-ms","title":"Effect of Volumetric Failure on Sand Production in Oil-Wellbores","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"Killam Trusts","keywords":"Shear (geology); Ultimate tensile strength; Geotechnical engineering; Failure mechanism; Failure mode and effects analysis; Geology; Shear stress; Materials science; Mechanics; Composite material","score_opus":0.005522911286600615,"score_gpt":0.18514401291367,"score_spread":0.17962110162706937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240157077","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97802895,0.00038538867,0.000018526403,0.000092380054,0.00007830212,0.000033274082,0.0000020835755,0.00004731291,0.021313773],"genre_scores_gemma":[0.99617094,0.0035293957,0.00013325282,7.8959715e-7,0.000028161123,0.000009599516,0.000002959979,0.000012753577,0.00011215138],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993577,0.000004838854,0.00019215004,0.00018298218,0.000110615496,0.00015169078],"domain_scores_gemma":[0.9997882,0.000025862088,0.00004325026,0.00004051371,0.0000578798,0.000044286317],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025891085,0.00014575063,0.00022927337,0.00026666324,0.000024055431,0.000026992875,0.00002753197,0.0000796981,0.0000054592206],"category_scores_gemma":[0.00007003881,0.00013206669,0.000023128874,0.0002817756,0.000046487403,0.00017078583,0.0000053148237,0.00012344365,0.0000012373495],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013819712,0.00007548104,0.011378233,0.0061650607,0.00004407514,0.0000020850252,0.0015877045,0.0019545353,0.23185155,0.0033884016,0.00046129915,0.74295336],"study_design_scores_gemma":[0.001015591,0.00064805883,0.0011462698,0.0015189806,0.00004539632,0.00002890207,0.0009982842,0.008446483,0.98372674,0.0013143172,0.00074251345,0.00036843878],"about_ca_topic_score_codex":0.000006594321,"about_ca_topic_score_gemma":0.0000013227938,"teacher_disagreement_score":0.7518752,"about_ca_system_score_codex":0.0000122405045,"about_ca_system_score_gemma":0.000004125321,"threshold_uncertainty_score":0.53855234},"labels":[],"label_agreement":null},{"id":"W4240238853","doi":"10.1139/geomatica-2018-0007","title":"A cyclic self-learning Chinese word segmentation for the geoscience domain","year":2020,"lang":"en","type":"article","venue":"GEOMATICA","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; Domain (mathematical analysis); Context (archaeology); Benchmark (surveying); Text segmentation; Natural language processing; Segmentation; Artificial intelligence; Word (group theory); Information retrieval; Earth science; Geography; Archaeology; Geology; Linguistics; Cartography","score_opus":0.00596136852586742,"score_gpt":0.19956571277753926,"score_spread":0.19360434425167183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240238853","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1401004,0.00013527035,0.8576727,0.00044034055,0.00018334648,0.00023451642,0.0000022817492,0.00073533953,0.0004957904],"genre_scores_gemma":[0.9766331,0.000025973995,0.022978213,0.00009240649,0.00015437733,0.000062006955,0.0000036050199,0.000024619949,0.00002571232],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994599,0.000007844835,0.00013088137,0.00010111129,0.00010397483,0.00019625919],"domain_scores_gemma":[0.9996249,0.00019572847,0.000016504313,0.0000907133,0.000009974273,0.0000621906],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012458063,0.0000996435,0.000091798516,0.000019803612,0.00011690032,0.000053242056,0.0001335121,0.000024632913,0.0000155543],"category_scores_gemma":[0.0000817265,0.00007218861,0.000042675973,0.00020709368,0.00001384109,0.000072429604,0.000016650516,0.000100098456,0.000048369206],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000017178801,0.0000030260344,0.000114395225,0.000109420056,0.000020727897,6.426052e-7,0.0021805635,0.9892234,0.0023654648,0.00007964301,0.00009089916,0.0058100834],"study_design_scores_gemma":[0.000149426,0.000015777141,0.0006153583,0.000012823726,0.000011611606,0.000001352416,0.0001623808,0.99238443,0.00020093394,0.00018596009,0.0061613433,0.00009859408],"about_ca_topic_score_codex":0.0000015243498,"about_ca_topic_score_gemma":7.74713e-7,"teacher_disagreement_score":0.83653265,"about_ca_system_score_codex":0.000016912321,"about_ca_system_score_gemma":0.00000469806,"threshold_uncertainty_score":0.2943766},"labels":[],"label_agreement":null},{"id":"W4240359647","doi":"10.2118/03-05-tn","title":"Controlling Cement Tops Through Use of Fibre-Based Slurries Reduces Drilling Costs","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Schlumberger (Canada); Devon Energy (Canada)","funders":"","keywords":"Casing; Cement; Petroleum engineering; Drilling; Oil well; Mining engineering; Coal mining; Coal; Spark plug; TOPS; Geology; Lead (geology); Debris; Slurry; Environmental science; Engineering; Waste management; Environmental engineering; Materials science; Mechanical engineering","score_opus":0.012377276572038477,"score_gpt":0.1899170954289451,"score_spread":0.17753981885690664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240359647","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9037926,0.006045478,0.08350621,0.0011595401,0.0023232957,0.00013948824,0.000033332715,0.00022624883,0.002773799],"genre_scores_gemma":[0.9876972,0.00033382225,0.011769816,0.000048203106,0.000063576794,0.0000032662288,0.0000013549703,0.000041960422,0.000040799205],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99859256,0.000021217013,0.0006226921,0.00011369982,0.00018993813,0.00045990435],"domain_scores_gemma":[0.9991769,0.00009465277,0.00017846526,0.00021320932,0.00015766906,0.00017910589],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023174862,0.00020078156,0.0004681829,0.0016933476,0.00006179577,0.00003696026,0.00021834671,0.00022203014,0.00002764607],"category_scores_gemma":[0.00021686323,0.00020389784,0.0001283531,0.00060569437,0.00007868619,0.0001935764,0.0000043713667,0.00041776264,0.0000026595917],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011077726,0.000012173972,0.0007675648,0.00004452596,0.00014982167,0.00007322355,0.000057528207,0.975467,0.016266108,0.004567059,0.00077246816,0.0018114211],"study_design_scores_gemma":[0.0019732127,0.00045579224,0.00007191892,0.00068125536,0.00014063867,0.00025796748,0.00044387986,0.08257606,0.38553247,0.00079278887,0.52646834,0.000605671],"about_ca_topic_score_codex":0.0010264189,"about_ca_topic_score_gemma":0.002910944,"teacher_disagreement_score":0.892891,"about_ca_system_score_codex":0.0003263992,"about_ca_system_score_gemma":0.00023914286,"threshold_uncertainty_score":0.83147126},"labels":[],"label_agreement":null},{"id":"W4240560846","doi":"10.2118/2004-279","title":"Compaction Resistant Wellbore for Sand-Producing Wells","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Citation; Wellbore; Download; Compaction; Engineering; Geology; Mining engineering; Library science; Petroleum engineering; Geotechnical engineering; Computer science; World Wide Web","score_opus":0.014242676628820247,"score_gpt":0.21213424613579263,"score_spread":0.19789156950697237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240560846","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6554367,0.00038015438,0.20652328,0.003566659,0.007976133,0.00037205603,0.0005469146,0.00075583963,0.12444226],"genre_scores_gemma":[0.99772704,0.000033861143,0.0012987584,0.00007461815,0.00025219758,0.000021695276,0.000081763974,0.00003094202,0.00047914262],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922216,0.000002956758,0.0001721734,0.00018661821,0.00012382593,0.000292281],"domain_scores_gemma":[0.99949443,0.000021815682,0.000020624913,0.0001471302,0.00009473955,0.00022127842],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008597803,0.0001380572,0.0001166789,0.00022557484,0.00007366491,0.000099300996,0.00020570419,0.000059467715,0.00008530009],"category_scores_gemma":[0.000033455282,0.00016145088,0.000053211752,0.00006485949,0.000019429366,0.00012598312,0.0000057912307,0.00013273109,0.000055538698],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000069414764,0.0000036433314,0.00011715353,0.00002948001,0.000044904864,0.000006703317,0.0001153002,0.9847508,0.003044651,0.009513318,0.0020422018,0.00032491586],"study_design_scores_gemma":[0.0013779635,0.00006630356,0.0043793516,0.0003578474,0.000027525948,0.000026205247,0.00013691314,0.64748764,0.01618192,0.0035087455,0.32572398,0.00072559586],"about_ca_topic_score_codex":0.009953093,"about_ca_topic_score_gemma":0.01961758,"teacher_disagreement_score":0.3422903,"about_ca_system_score_codex":0.0006004198,"about_ca_system_score_gemma":0.00015828524,"threshold_uncertainty_score":0.9982718},"labels":[],"label_agreement":null},{"id":"W4240717570","doi":"10.2523/110121-ms","title":"Experimental and Numerical Investigations of the Borehole Ballooning inRough Fractures","year":2007,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Citation; Ballooning; Exhibition; Borehole; Drilling; Computer science; Library science; Information retrieval; Geology; World Wide Web; Operations research; History; Engineering; Archaeology; Physics; Paleontology; Mechanical engineering","score_opus":0.010921273385033766,"score_gpt":0.23446033693096005,"score_spread":0.2235390635459263,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240717570","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98809296,0.00029399616,0.007355746,0.000096173724,0.000033139106,0.00009171593,0.0000063287107,0.00010171338,0.0039282036],"genre_scores_gemma":[0.9976131,0.000039087874,0.0022665798,0.000020972182,0.000040420437,0.000003775174,0.0000015556258,0.0000095619625,0.000005001101],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994495,9.713941e-7,0.0002018791,0.00010479836,0.00011811076,0.00012472845],"domain_scores_gemma":[0.99977344,0.000024865114,0.00004127414,0.000036195863,0.00006940879,0.00005478748],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012521507,0.00009285069,0.00012857422,0.00004773913,0.000041190386,0.000017443106,0.000066219785,0.000082447434,0.0000048178435],"category_scores_gemma":[0.0000435731,0.00007538491,0.000026166112,0.00013265404,0.00013298633,0.00019127852,0.0000453003,0.00015429215,2.380053e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010214428,0.000027884802,0.002389022,0.00013155205,0.000010605237,2.8995433e-7,0.00093164115,0.00028306982,0.9736569,0.019388702,0.00026594038,0.0029041693],"study_design_scores_gemma":[0.00017981918,0.0000875733,0.01633594,0.000273229,0.000014737231,0.000012161476,0.0009740222,0.004272483,0.974449,0.0028485828,0.0004018992,0.0001505464],"about_ca_topic_score_codex":0.000010192059,"about_ca_topic_score_gemma":5.075045e-7,"teacher_disagreement_score":0.01654012,"about_ca_system_score_codex":0.000010685671,"about_ca_system_score_gemma":0.0000050584513,"threshold_uncertainty_score":0.30741072},"labels":[],"label_agreement":null},{"id":"W4240984359","doi":"10.2523/59119-ms","title":"Environmental Management, Cost Management, and Asset Management for High-Volume Oil Field Waste Injection Projects","year":2000,"lang":"en","type":"article","venue":"Proceedings of IADC/SPE Drilling Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Asset management; Project management; Oil field; Computer science; Library science; Engineering; Business; Management; Petroleum engineering; Economics; Finance","score_opus":0.007990542475206251,"score_gpt":0.18572357847418042,"score_spread":0.17773303599897416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4240984359","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8420326,0.000408112,0.040297553,0.000097470824,0.00067246764,0.001572228,0.00006847742,0.00089868513,0.11395239],"genre_scores_gemma":[0.9760009,0.0047142645,0.013025675,0.00002666952,0.0001034631,0.0002155577,0.000026969446,0.000069659654,0.0058168448],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984095,0.0000025953577,0.0003958503,0.0004669151,0.0002489627,0.00047615374],"domain_scores_gemma":[0.9996224,0.000023566818,0.00007652139,0.00014503527,0.000032221553,0.00010025434],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018071025,0.0003439848,0.00030718715,0.00024663797,0.00011574712,0.00013533892,0.00025470936,0.000110455214,0.00008520159],"category_scores_gemma":[0.0000034699456,0.0003902181,0.00006707672,0.00019864712,0.000044603086,0.00032031574,0.00007534401,0.00016540829,0.000021316659],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020338918,0.00018204712,0.0025039571,0.010683821,0.0010761425,0.000018677127,0.0009361864,0.057366524,0.004866463,0.018379517,0.005115007,0.8986683],"study_design_scores_gemma":[0.0066768574,0.00088356715,0.0043616253,0.003903413,0.001133991,0.000069945614,0.005174124,0.83333397,0.060837068,0.005416661,0.07467295,0.003535852],"about_ca_topic_score_codex":0.0000064631718,"about_ca_topic_score_gemma":8.622555e-7,"teacher_disagreement_score":0.8951324,"about_ca_system_score_codex":0.000068672765,"about_ca_system_score_gemma":0.0000022516276,"threshold_uncertainty_score":0.999855},"labels":[],"label_agreement":null},{"id":"W4241005883","doi":"10.2118/19580-ms","title":"Detailed Geotechnical Investigation Around In-Place Mat Foundation Including T-Bar and Cpt Comparisons","year":2007,"lang":"en","type":"article","venue":"Proceedings of Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Citation; Engineering; Wellhead; Foundation (evidence); Library science; Archaeology; Computer science; Geography; Mechanical engineering","score_opus":0.02356142121307863,"score_gpt":0.24077377399940264,"score_spread":0.217212352786324,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241005883","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97413194,0.00016553792,0.022993948,0.00022305913,0.00007543307,0.0001761849,7.739637e-7,0.00074184913,0.0014912616],"genre_scores_gemma":[0.99351513,0.000109741304,0.0062940833,0.00000592337,0.00002080133,0.000015684927,0.0000034839131,0.000024846131,0.000010298077],"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99889004,0.0000013978457,0.00041426174,0.00023892712,0.00013263167,0.0003227113],"domain_scores_gemma":[0.999593,0.00005041274,0.000080751284,0.00008692207,0.00012612679,0.00006275671],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004345886,0.00019004937,0.00029902754,0.0005845829,0.00004742092,0.000034804605,0.00021136821,0.00031643626,0.000003889312],"category_scores_gemma":[0.00013180148,0.00021469149,0.000019929423,0.0005354654,0.00021587126,0.00023474764,0.00008484759,0.0004435745,0.0000048842912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004686955,0.000059084177,0.48239228,0.0009416976,0.000080528036,0.000008811662,0.00079113495,0.013083866,0.35855904,0.12399175,0.0002443214,0.019800624],"study_design_scores_gemma":[0.0009900617,0.00015502896,0.04514795,0.0008247003,0.00005238068,0.00009294949,0.0016640298,0.6628962,0.2731683,0.013152312,0.0010814893,0.00077459717],"about_ca_topic_score_codex":0.0000057227103,"about_ca_topic_score_gemma":0.000029852834,"teacher_disagreement_score":0.64981234,"about_ca_system_score_codex":0.00008535758,"about_ca_system_score_gemma":0.000015965226,"threshold_uncertainty_score":0.8754865},"labels":[],"label_agreement":null},{"id":"W4241037325","doi":"10.2118/2009-050","title":"Simulation of Bacterial Souring Control in an Alberta Heavy-Oil Reservoir","year":2009,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Petroleum engineering; Reservoir simulation; Environmental science; Geology","score_opus":0.011780995934545796,"score_gpt":0.2181271707737178,"score_spread":0.206346174839172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241037325","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98090047,0.000024535786,0.0050376663,0.00023134596,0.0005700744,0.000029359859,0.000040342755,0.000047602727,0.013118603],"genre_scores_gemma":[0.99943995,0.000007315683,0.00008702848,0.000043767646,0.00016596654,0.0000040418086,0.00005010279,0.000014819975,0.00018701523],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992206,0.0000131250945,0.00025233586,0.00014248649,0.00013024996,0.00024122189],"domain_scores_gemma":[0.9994989,0.00006528249,0.000027231361,0.00014749699,0.000081220154,0.00017984591],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000088311535,0.00012166203,0.00015288945,0.00032139,0.000019540179,0.00005609205,0.00024902142,0.000071881506,0.00017343074],"category_scores_gemma":[0.00006862045,0.0001489763,0.000032759042,0.000074087555,0.0000139583935,0.00023952243,0.0000043783925,0.00013859781,0.000010647688],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016560176,0.0000068039235,0.001060451,0.000008026268,0.000010320224,0.0000054673774,0.000131238,0.9955483,0.0014119744,0.0008424641,0.000020805634,0.00093756395],"study_design_scores_gemma":[0.00046250533,0.000027538546,0.00561517,0.00007283932,0.0000030730696,0.0000012186491,0.000016230084,0.9901471,0.00024672537,0.00012223845,0.003142024,0.0001432997],"about_ca_topic_score_codex":0.010071043,"about_ca_topic_score_gemma":0.10595382,"teacher_disagreement_score":0.09588278,"about_ca_system_score_codex":0.00020853376,"about_ca_system_score_gemma":0.00008912229,"threshold_uncertainty_score":0.996521},"labels":[],"label_agreement":null},{"id":"W4241126452","doi":"10.1139/t02-044","title":"Coefficient of consolidation from the linear segment of the <i>t</i><sup>1/2</sup> curve: Reply","year":2002,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Consolidation (business); Geotechnical engineering; Mathematics; Geology","score_opus":0.010728205316024114,"score_gpt":0.18478400016325153,"score_spread":0.1740557948472274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241126452","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7735839,0.0075354204,0.2038606,0.007893211,0.00212048,0.0009056884,0.0005315134,0.00031346254,0.003255708],"genre_scores_gemma":[0.9991545,0.00016865163,0.00023145236,0.00021639983,0.00016465344,0.0000020366324,0.0000026311643,0.000020343035,0.00003935224],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99902487,0.00003570788,0.00038303132,0.00008726572,0.0002188869,0.00025024015],"domain_scores_gemma":[0.9992251,0.00011158876,0.000068126465,0.00033696415,0.00006396654,0.00019429221],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002842986,0.00010993958,0.00015848025,0.00006017664,0.00009873718,0.00002077097,0.00036868587,0.00008395837,0.00015454898],"category_scores_gemma":[0.0001332812,0.00007375061,0.00011595223,0.00022639001,0.00008004204,0.00003494597,0.000020979283,0.00048824114,0.000009828642],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.669991e-7,0.00000689292,0.00011699956,0.00000695136,0.000027395585,0.000003653068,0.00016517511,0.9900053,0.00033276313,0.00004630691,0.007022146,0.0022655441],"study_design_scores_gemma":[0.0001728122,0.000017575248,0.00046504888,0.00013221338,0.000025440182,0.000038681697,0.000052966785,0.94466704,0.0021371148,0.000039524897,0.05215756,0.00009403574],"about_ca_topic_score_codex":0.0020537812,"about_ca_topic_score_gemma":0.00023467751,"teacher_disagreement_score":0.22557056,"about_ca_system_score_codex":0.00012933328,"about_ca_system_score_gemma":0.000057364185,"threshold_uncertainty_score":0.31047165},"labels":[],"label_agreement":null},{"id":"W4241202965","doi":"10.2172/896511","title":"Enhanced Wellbore Stabilization and Reservoir Productivity with Aphron Drilling Fluid Technology","year":2004,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Task (project management); Computer science; Drilling fluid; Certification; Environmental science; Process engineering; Engineering; Mechanical engineering; Systems engineering","score_opus":0.0087137466239928,"score_gpt":0.20752261277821274,"score_spread":0.19880886615421994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241202965","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.186587,0.007966184,0.7323172,0.00014925985,0.0016732247,0.0011159453,0.000023317318,0.0051770057,0.064990826],"genre_scores_gemma":[0.9889046,0.004298962,0.0046022306,0.000001905698,0.00039122783,0.00006673411,0.000081016675,0.00021305951,0.0014402505],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982913,0.000007808231,0.00033133986,0.0005574687,0.00040338596,0.00040869773],"domain_scores_gemma":[0.99906,0.00002381383,0.0000635232,0.0005369425,0.00023678486,0.000078953286],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027479389,0.0004496537,0.00051015854,0.0004209675,0.00007413834,0.000047794612,0.00013704765,0.0005144533,0.000019665315],"category_scores_gemma":[0.00009651006,0.00039690698,0.000039751903,0.00053580216,0.00008119953,0.00013933361,0.000047832298,0.0005479547,0.000006309532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060168272,0.000013921059,0.00010130839,0.0015961699,0.00009905404,0.000009534074,0.00008244034,0.9897068,0.0047638104,0.00010616882,0.00022159795,0.0032931645],"study_design_scores_gemma":[0.0020067515,0.0006841337,0.00048763165,0.006996601,0.000515697,0.0005359606,0.0003966552,0.22578879,0.5614957,0.0013545697,0.19430885,0.005428651],"about_ca_topic_score_codex":0.00006123654,"about_ca_topic_score_gemma":0.00016494011,"teacher_disagreement_score":0.8023176,"about_ca_system_score_codex":0.00041131268,"about_ca_system_score_gemma":0.00021722983,"threshold_uncertainty_score":0.9998483},"labels":[],"label_agreement":null},{"id":"W4241311552","doi":"10.2118/2006-188","title":"Importance of Drilling Fluids' Rheological and Volumetric Characterization to Plan and Optimize Managed Pressure Drilling Operations","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Petrobras; University of Tulsa; U.S. Department of Energy","keywords":"Rheology; Drilling; Petroleum engineering; Drilling fluid; Characterization (materials science); Plan (archaeology); Geology; Computer science; Materials science; Mechanical engineering; Engineering; Composite material; Nanotechnology","score_opus":0.008420537758062983,"score_gpt":0.1812493140679916,"score_spread":0.17282877630992863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241311552","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8716913,0.0001783873,0.1251343,0.00016339756,0.0002557422,0.000084144674,0.00012496888,0.00007007918,0.002297657],"genre_scores_gemma":[0.9963361,0.00011069127,0.0026069514,0.000038889702,0.000108528766,0.000014631298,0.00013297332,0.000017860026,0.00063334795],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992307,0.000008402391,0.00024303184,0.00020020719,0.00011736129,0.00020033836],"domain_scores_gemma":[0.9995914,0.000029963883,0.000021173026,0.00009960659,0.00008594539,0.00017187951],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000086390166,0.0001348393,0.00015830311,0.00035519656,0.0000636708,0.00010393816,0.00013289688,0.00006492987,0.0000657704],"category_scores_gemma":[0.00004432438,0.00015224665,0.000019148345,0.00013415558,0.000030321084,0.00014504966,0.000020486012,0.00011395923,0.0000032489634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000034575505,0.0000037401455,0.018414415,0.000030571075,0.00003716775,0.0000066515213,0.00005925887,0.9682242,0.006816102,0.005649828,0.000054105036,0.0007004993],"study_design_scores_gemma":[0.0001465251,0.000013542722,0.06141067,0.000051326107,0.000012083325,0.000009006636,0.000014710802,0.9333329,0.00036604967,0.00003670322,0.0044398354,0.00016662042],"about_ca_topic_score_codex":0.002409212,"about_ca_topic_score_gemma":0.005312751,"teacher_disagreement_score":0.124644816,"about_ca_system_score_codex":0.000052164596,"about_ca_system_score_gemma":0.000031575706,"threshold_uncertainty_score":0.6208438},"labels":[],"label_agreement":null},{"id":"W4241322701","doi":"10.2523/97776-ms","title":"Thermoplastic Properties of OCTG in a SAGD Application","year":2005,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Library science; Computer science; Archaeology; Engineering; Operations research; History","score_opus":0.004641209274373181,"score_gpt":0.14774681427516373,"score_spread":0.14310560500079056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241322701","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88961107,0.0005130345,0.09802583,0.0000219827,0.000042694723,0.00008416236,3.538803e-7,0.00025063174,0.011450228],"genre_scores_gemma":[0.99918884,0.000021210522,0.000654742,0.0000040895325,0.000027157213,0.0000118881935,3.9318243e-7,0.000010498568,0.00008119022],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99975,0.000001447417,0.000097140306,0.000041237367,0.00003661337,0.00007354582],"domain_scores_gemma":[0.99990463,0.000006127732,0.00000451358,0.00006761378,0.000005096146,0.000012041535],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003295982,0.00004431566,0.00005881081,0.000044010183,0.0000032413138,0.0000027145006,0.000037410045,0.000020966589,0.000009767586],"category_scores_gemma":[0.0000035474877,0.00003750963,0.000010606632,0.00007009841,0.000005071248,0.000036139878,0.0000037023747,0.00003685069,0.000026313848],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.329835e-7,0.000006331062,0.00021614485,0.000046132816,0.0000030836447,6.1821616e-8,0.00012367016,0.9089136,0.078478314,0.00023434624,0.000012954447,0.011964404],"study_design_scores_gemma":[0.000075304284,0.0000030469423,0.00060320855,0.000029293451,0.0000013519577,5.953585e-7,0.00001464949,0.9078965,0.09028166,0.000011227271,0.0010288883,0.00005423586],"about_ca_topic_score_codex":0.000016217968,"about_ca_topic_score_gemma":0.000032053747,"teacher_disagreement_score":0.10957775,"about_ca_system_score_codex":0.00001893968,"about_ca_system_score_gemma":0.0000024698263,"threshold_uncertainty_score":0.15295984},"labels":[],"label_agreement":null},{"id":"W4241325316","doi":"10.2118/2007-091","title":"Reducing Formation Damage With Microbubble Based Drilling Fluid: Understanding the Blocking Ability","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Blocking (statistics); Drilling fluid; Petroleum engineering; Computer science; Drilling; Geology; Engineering; Mechanical engineering","score_opus":0.018267380133798018,"score_gpt":0.20075957614005896,"score_spread":0.18249219600626093,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241325316","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35193363,0.00003231698,0.6264211,0.00030398698,0.0005431417,0.000071078786,0.000016969527,0.00014237683,0.020535393],"genre_scores_gemma":[0.99869263,0.0000062677414,0.0009446768,0.00007685204,0.00013821389,0.0000061140527,0.0000375222,0.000028860879,0.000068884125],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989648,0.000010312715,0.00023997537,0.00017117521,0.00021149004,0.00040223557],"domain_scores_gemma":[0.9993671,0.00010902681,0.00003740958,0.00020695753,0.000091778034,0.00018770492],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004472816,0.00016457857,0.000108400236,0.00027373264,0.00019068859,0.0001913817,0.00029568226,0.0000612506,0.000081695594],"category_scores_gemma":[0.00003500848,0.00014455462,0.00003919318,0.00015571418,0.000049908165,0.00023633562,0.000010609888,0.00025421288,0.000012076485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060670877,0.0000023597536,0.00072791247,0.000024995383,0.000027627682,0.000012703516,0.000292794,0.99213666,0.0035662374,0.002771155,0.00012669606,0.00030477284],"study_design_scores_gemma":[0.00021547878,0.000010953029,0.0010012792,0.00016751613,0.000010007037,0.0000152587345,0.0004568492,0.99001974,0.0037634254,0.00015092007,0.0039800024,0.0002085884],"about_ca_topic_score_codex":0.0031851549,"about_ca_topic_score_gemma":0.030467581,"teacher_disagreement_score":0.646759,"about_ca_system_score_codex":0.0011294892,"about_ca_system_score_gemma":0.00013427128,"threshold_uncertainty_score":0.98722386},"labels":[],"label_agreement":null},{"id":"W4241472643","doi":"10.2523/102661-ms","title":"Fills Cleanout With Coiled Tubing in the Reverse Circulation Mode","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Exhibition; Circulation (fluid dynamics); Drilling; Computer science; Geology; Engineering; Library science; Art history; History; Mechanical engineering","score_opus":0.002844286265971285,"score_gpt":0.15693037484036654,"score_spread":0.15408608857439526,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241472643","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77534205,0.000069903814,0.16700184,0.000057658013,0.00010778539,0.00014860505,0.0000015869389,0.00043614465,0.056834407],"genre_scores_gemma":[0.9987551,0.000005291539,0.0009976102,0.000026288568,0.000056916346,0.000006940063,0.0000073683086,0.000017734481,0.00012677166],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99959195,0.00000709368,0.00010161536,0.00007115531,0.000089714245,0.00013849541],"domain_scores_gemma":[0.9998212,0.000033011816,0.0000066242687,0.000120963676,0.0000070210076,0.000011175382],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008544712,0.00007783167,0.000068221816,0.000046985497,0.000020324534,0.000024334693,0.00005881334,0.000029740337,0.000015562926],"category_scores_gemma":[0.0000030945591,0.000054074877,0.000016704213,0.00014660161,0.0000058234464,0.000076718774,0.0000028784361,0.00008798054,0.000017011836],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000103743,0.0000042161737,0.0009046677,0.000013211792,0.0000029608093,0.0000043558102,0.00013537185,0.9968377,0.0008193717,0.00057740044,0.0003889782,0.00031075004],"study_design_scores_gemma":[0.00020739586,0.0000047060357,0.00557578,0.00003825626,0.0000046937103,0.0000063335324,0.00007819831,0.99222666,0.0006518241,0.00010363184,0.0009888092,0.000113733564],"about_ca_topic_score_codex":0.00019326361,"about_ca_topic_score_gemma":0.0001402545,"teacher_disagreement_score":0.22341302,"about_ca_system_score_codex":0.000028187058,"about_ca_system_score_gemma":0.0000028831575,"threshold_uncertainty_score":0.22051094},"labels":[],"label_agreement":null},{"id":"W4241533720","doi":"10.2118/2008-132","title":"Improved Drilling Efficiency Technique Using Integrated PDM and PDC Bit Parameters","year":2008,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Husky Energy (Canada); University of Calgary","funders":"","keywords":"Bit (key); Computer science; Drilling; Engineering; Mechanical engineering; Computer network","score_opus":0.016225324266961,"score_gpt":0.19913837204720358,"score_spread":0.1829130477802426,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241533720","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.757128,0.000111444664,0.23784,0.000048988833,0.0006481283,0.00008826081,0.000043048905,0.00020214573,0.003889977],"genre_scores_gemma":[0.9939514,0.0000815421,0.0056349663,0.00003132244,0.00005717057,0.00001854492,0.000022072321,0.000033536413,0.00016947842],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99909264,0.000009038165,0.00021448864,0.00022156959,0.00012234839,0.00033992424],"domain_scores_gemma":[0.9994228,0.00003305944,0.000026725475,0.0001382477,0.000097249394,0.00028192226],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008580921,0.00019619754,0.00015994023,0.00040311652,0.00010426033,0.00007658308,0.00022980523,0.0000999026,0.000054112195],"category_scores_gemma":[0.000051049297,0.0002182402,0.000040771254,0.00014175849,0.00007636204,0.00014020612,0.00001671614,0.0002619025,0.000008744498],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000051208617,0.0000075140124,0.0018508491,0.000032302494,0.000083826315,0.00009965244,0.00026603232,0.9634887,0.03213851,0.00096512155,0.00014194396,0.0009204547],"study_design_scores_gemma":[0.00014026108,0.000014376237,0.00023643071,0.000083901905,0.0000063114376,0.00014739993,0.000035682562,0.99143493,0.004523021,0.000044156557,0.003078112,0.00025543614],"about_ca_topic_score_codex":0.01308257,"about_ca_topic_score_gemma":0.0035250944,"teacher_disagreement_score":0.23682337,"about_ca_system_score_codex":0.000322014,"about_ca_system_score_gemma":0.00018947622,"threshold_uncertainty_score":0.9934894},"labels":[],"label_agreement":null},{"id":"W4241955804","doi":"10.5539/jmsr.v5n2p122","title":"The Stress-Strain State of the Drill String at the Section of the Borehole with a Cavern","year":2016,"lang":"en","type":"article","venue":"Journal of Materials Science Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Borehole; Drill string; Drill; Geology; String (physics); Stress (linguistics); Transverse plane; Bending; Geotechnical engineering; Structural engineering; Section (typography); Engineering; Physics; Computer science; Mechanical engineering","score_opus":0.020664419774352155,"score_gpt":0.27233733148149564,"score_spread":0.25167291170714345,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4241955804","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9980935,0.000113325135,0.00037927783,0.00040695484,0.0006784349,0.0001233382,0.00004605274,0.00000615608,0.0001529761],"genre_scores_gemma":[0.9993981,0.00019761927,0.000024280653,0.0000015201721,0.00011810816,0.0000021207213,4.061787e-8,0.000011613009,0.00024660197],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9979264,0.00014462632,0.0003271922,0.00008027385,0.001175406,0.000346104],"domain_scores_gemma":[0.9988248,0.00030487162,0.000157251,0.00035147864,0.00031224897,0.000049380993],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0053238967,0.00007679077,0.00012730324,0.00007796976,0.00038071713,0.00009833973,0.0009367339,0.000021472033,0.000012234306],"category_scores_gemma":[0.00029293852,0.000023346125,0.00004799534,0.0005131399,0.0007798163,0.00016635848,0.00017410678,0.00019787229,0.00000128524],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026115544,0.0000048811303,0.00042750142,0.000028930022,0.000013320756,8.127623e-7,0.00028823706,0.072747946,0.92480963,0.000046996247,0.00007286214,0.0015327635],"study_design_scores_gemma":[0.00017438324,0.00006185863,0.014926515,0.00038718854,0.0000045656056,0.000027814862,0.00016707082,0.00067000685,0.98275524,0.00014276033,0.00064097584,0.00004162307],"about_ca_topic_score_codex":0.000035658362,"about_ca_topic_score_gemma":0.000054647913,"teacher_disagreement_score":0.07207794,"about_ca_system_score_codex":0.00015862062,"about_ca_system_score_gemma":0.0001612837,"threshold_uncertainty_score":0.29282066},"labels":[],"label_agreement":null},{"id":"W4242089396","doi":"10.2118/08-06-40","title":"Stability of Microbubble-Based Drilling Fluids Under Downhole Conditions","year":2008,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Microbubbles; Drilling fluid; Underbalanced drilling; Rheology; Pulmonary surfactant; Drilling; Materials science; Bubble; Viscosity; Petroleum engineering; Geology; Chemistry; Composite material; Mechanics; Ultrasound","score_opus":0.010981841152106415,"score_gpt":0.1813957956977423,"score_spread":0.1704139545456359,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242089396","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9609541,0.001041721,0.03496717,0.00078654924,0.0004881372,0.00004403051,0.000046833702,0.00013554259,0.001535917],"genre_scores_gemma":[0.99685514,0.00012413201,0.0028625708,0.000036058907,0.000064043204,0.0000020148195,0.0000036528752,0.00003067913,0.000021726268],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989257,0.000010889418,0.00049061055,0.00009194946,0.00013126631,0.00034961998],"domain_scores_gemma":[0.99926245,0.000043054824,0.00009074838,0.00023756761,0.00015378984,0.0002123997],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016085754,0.00014554904,0.00034239824,0.0022402785,0.000071856244,0.0000067959395,0.00025030036,0.0002159021,0.00008959761],"category_scores_gemma":[0.00004265677,0.00015478642,0.0001043814,0.00071449426,0.00015328747,0.00007962559,0.0000070571323,0.0004426937,0.0000065464374],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000054438487,0.00002081021,0.0028138715,0.00005564156,0.00009773769,0.00009589404,0.000045358138,0.8784978,0.11579116,0.0007391466,0.0015693652,0.00026778344],"study_design_scores_gemma":[0.003490872,0.00072592444,0.004641868,0.00049658417,0.00018535413,0.0019406956,0.00058674224,0.20514587,0.6549379,0.0015456647,0.12514111,0.0011613704],"about_ca_topic_score_codex":0.00082323415,"about_ca_topic_score_gemma":0.0036672212,"teacher_disagreement_score":0.67335194,"about_ca_system_score_codex":0.00027723642,"about_ca_system_score_gemma":0.00033590986,"threshold_uncertainty_score":0.63120073},"labels":[],"label_agreement":null},{"id":"W4242456284","doi":"10.2118/2003-066","title":"Numerical Modeling of Cuttings Transport With Foam in Vertical Wells","year":2003,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Numerical models; Petroleum engineering; Geotechnical engineering; Numerical modeling; Geophysics","score_opus":0.009129150697285347,"score_gpt":0.18482544963552097,"score_spread":0.17569629893823563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242456284","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.83156204,0.000051317784,0.10474534,0.00012597411,0.0002587173,0.000042352334,0.000010704517,0.000055505247,0.06314803],"genre_scores_gemma":[0.99921954,0.000019356932,0.00060661824,0.000030497902,0.00001987051,0.0000069275284,0.000008124866,0.000020478692,0.000068586654],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999263,0.000006072533,0.0002041243,0.00013191946,0.00014847114,0.0002464103],"domain_scores_gemma":[0.9996471,0.000020820427,0.000008188085,0.00009242115,0.00005446411,0.00017701295],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000071116374,0.00011305679,0.00014098907,0.00020379969,0.000012190777,0.0000135445725,0.0001499839,0.000052334683,0.00011736518],"category_scores_gemma":[0.000023756535,0.000120078024,0.000028764014,0.00010034559,0.000019476027,0.00008074631,0.0000015485821,0.00017363786,0.000010708193],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036270308,0.000005309216,0.0071207,0.000012570069,0.000018590887,0.000019836109,0.00008201025,0.98540384,0.00009705094,0.0071532526,0.000014362606,0.00006887612],"study_design_scores_gemma":[0.00023619586,0.000013778443,0.0009325837,0.000086597574,0.0000042692363,0.000011063614,0.00003315611,0.9945106,0.0005575722,0.00011367001,0.003359467,0.00014103895],"about_ca_topic_score_codex":0.006720228,"about_ca_topic_score_gemma":0.0076244413,"teacher_disagreement_score":0.16765748,"about_ca_system_score_codex":0.00014861606,"about_ca_system_score_gemma":0.00015031581,"threshold_uncertainty_score":0.9998941},"labels":[],"label_agreement":null},{"id":"W4242781408","doi":"10.2523/94980-ms","title":"Use of Quantitative Risk Analysis for Uncertainty Quantification on Drilling Operations-Review and Lessons Learned","year":2005,"lang":"en","type":"article","venue":"Proceedings of SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Authorization; Computer science; Drilling; Risk analysis (engineering); Monte Carlo method; Function (biology); Oil drilling; Petroleum industry; Cumulative distribution function; Petroleum engineering; Reliability engineering; Operations research; Engineering; Probability density function; Mechanical engineering; Computer security; Statistics; Mathematics","score_opus":0.04243074915373583,"score_gpt":0.2714293245903866,"score_spread":0.22899857543665075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242781408","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7994609,0.0020047093,0.19694564,0.00055770343,0.000051015104,0.00033072344,0.00022230181,0.0002466854,0.00018030731],"genre_scores_gemma":[0.9600775,0.009294222,0.030485816,0.000013677418,0.000023073299,0.000030640316,0.0000186327,0.000031937125,0.000024450208],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989492,0.0000042262363,0.00041431995,0.00028004427,0.00013558452,0.00021660018],"domain_scores_gemma":[0.9992743,0.00017810396,0.00013780697,0.00010811239,0.00021158527,0.000090084905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022022851,0.00023505595,0.0006047746,0.00029787762,0.00004874221,0.000058765207,0.00009631339,0.000044059263,0.0000038527614],"category_scores_gemma":[0.00022009021,0.00024036117,0.00009204834,0.0004739584,0.00009399327,0.00017753479,0.000018302337,0.0001761663,4.5872588e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009828585,0.000014992139,0.0009776528,0.00068073755,0.00029178045,4.0830546e-8,0.00028923716,0.9673573,0.011089078,0.009315889,0.000015073659,0.009958398],"study_design_scores_gemma":[0.00014481407,0.000116118834,0.0031296355,0.00031838912,0.0004964175,5.043207e-7,0.00020728746,0.99102324,0.0037187831,0.0000164051,0.0005789689,0.00024941808],"about_ca_topic_score_codex":0.00010413374,"about_ca_topic_score_gemma":0.00002041312,"teacher_disagreement_score":0.16645983,"about_ca_system_score_codex":0.00003019198,"about_ca_system_score_gemma":0.0000107178885,"threshold_uncertainty_score":0.9801644},"labels":[],"label_agreement":null},{"id":"W4242863639","doi":"10.4095/306539","title":"Newmarket Till aquitard: optimum grain packing with a pore-filling calcite-rich cement","year":2018,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Geology; Calcite; Geochemistry; Aquifer; Feldspar; Moraine; Plagioclase; Mineralogy; Quartz; Geomorphology; Glacial period; Groundwater; Geotechnical engineering; Paleontology","score_opus":0.01816970906780759,"score_gpt":0.23352246823303174,"score_spread":0.21535275916522414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4242863639","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0032426014,0.0033919176,0.30520052,0.000035372053,0.005724176,0.00077406794,0.000092620256,0.003373215,0.6781655],"genre_scores_gemma":[0.80497485,0.009857724,0.06748119,0.00018373757,0.01087661,0.00040293587,0.0019860212,0.0027056388,0.101531275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99618244,0.000022346974,0.00078151905,0.00072054984,0.001183658,0.0011094616],"domain_scores_gemma":[0.99827856,0.0000881032,0.00014517701,0.00084352423,0.00033089254,0.00031376877],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000930688,0.0009640565,0.0009351605,0.00048688083,0.00012786328,0.00019706122,0.0004114193,0.0005371496,0.00046181984],"category_scores_gemma":[0.00007765698,0.000822352,0.00022052333,0.00046615239,0.000058660626,0.00015884965,0.00010997827,0.0007904159,0.000087053326],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027031616,0.000050633695,0.00033115598,0.0024174901,0.0015186148,0.000399702,0.0005169447,0.7991284,0.0001862393,0.00006201046,0.18239129,0.012970453],"study_design_scores_gemma":[0.00053047476,0.00016818714,0.00004705967,0.0018162819,0.00029494346,0.00023085743,0.00010619586,0.22671129,0.00088421477,0.000027681761,0.7672453,0.0019375347],"about_ca_topic_score_codex":0.00019167278,"about_ca_topic_score_gemma":0.000089627574,"teacher_disagreement_score":0.80173224,"about_ca_system_score_codex":0.0006605557,"about_ca_system_score_gemma":0.00024702892,"threshold_uncertainty_score":0.9994227},"labels":[],"label_agreement":null},{"id":"W4243127872","doi":"10.2523/91610-ms","title":"Hydraulic Optimization of Foam Drilling For Maximum Drilling Rate","year":2004,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling; Citation; Computer science; Exhibition; Library science; Engineering; Mechanical engineering; Archaeology; History","score_opus":0.007684355798189636,"score_gpt":0.18944668793228614,"score_spread":0.1817623321340965,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243127872","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009369933,0.0002333223,0.9863384,0.000042972424,0.00047474095,0.0001864704,0.0000040658106,0.0005469957,0.0028031217],"genre_scores_gemma":[0.8868626,0.00013982624,0.112677366,0.000021751674,0.00012685417,0.000019027846,0.000019155394,0.00006813947,0.00006529446],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992035,0.0000044793655,0.00029421342,0.00014706167,0.00008272871,0.00026800807],"domain_scores_gemma":[0.9996287,0.00006378147,0.000030176192,0.00016257797,0.000052081905,0.00006265593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019923478,0.00016021835,0.00020397635,0.0001185298,0.00004341162,0.000022633292,0.00009783965,0.0000828622,0.000015544128],"category_scores_gemma":[0.000034375502,0.00016533739,0.00009103449,0.00018194791,0.000012812602,0.00012966497,0.000009987616,0.000075268654,0.0000072582957],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000033716442,0.0000072920006,0.0000073548867,0.00012878707,0.000028504808,5.190119e-7,0.000094738425,0.9938027,0.0038616434,0.00080011424,0.000027747838,0.0012372087],"study_design_scores_gemma":[0.0004927841,0.000023251057,0.000005815776,0.000080742444,0.000017248067,0.0000017587395,0.000025750534,0.9270992,0.06999653,0.001021099,0.0010437162,0.00019208826],"about_ca_topic_score_codex":0.000011323659,"about_ca_topic_score_gemma":0.0000024626695,"teacher_disagreement_score":0.87749267,"about_ca_system_score_codex":0.000052099036,"about_ca_system_score_gemma":0.000011743926,"threshold_uncertainty_score":0.6742263},"labels":[],"label_agreement":null},{"id":"W4243188737","doi":"10.4133/1.2922756","title":"Detection of Underground Voids with Surface Waves","year":2000,"lang":"en","type":"article","venue":"Symposium on the Application of Geophysics to Engineering and Environmental Problems 2000","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Surface wave; Geology; Acoustics; Environmental science; Computer science; Telecommunications; Physics","score_opus":0.0022977053916445438,"score_gpt":0.14069830040719278,"score_spread":0.13840059501554824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243188737","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9555766,0.00010868301,0.043099895,0.000040428997,0.00002615763,0.00027154095,0.000015228117,0.0001019469,0.0007595384],"genre_scores_gemma":[0.99921364,0.00019602595,0.00033418357,0.000008236807,0.000024452618,0.000033674707,0.000008000171,0.000043234482,0.00013855482],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993603,0.000005329683,0.00018143012,0.00015408931,0.00014325709,0.0001555585],"domain_scores_gemma":[0.999622,0.00004126503,0.000025949712,0.0002520661,0.0000037847353,0.000054972592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006907602,0.0001696456,0.00015149117,0.000035230412,0.000036636342,0.000010139353,0.00009804451,0.0000432769,0.0000067069386],"category_scores_gemma":[5.2289795e-7,0.00014011691,0.000029895979,0.00013889551,0.000035757414,0.000055993354,0.000010256607,0.00010700797,0.000019074596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006881142,0.000017675537,0.000012291332,0.000050538078,0.000022131167,4.5562466e-8,0.00015097717,0.6660179,0.32918102,0.00011841975,0.0000018980948,0.0044202153],"study_design_scores_gemma":[0.0002963457,0.00026612487,0.0012170041,0.00011274189,0.000034540946,0.0000055025253,0.000069254704,0.75159824,0.24264425,0.00014912694,0.0032369802,0.00036986562],"about_ca_topic_score_codex":0.000034785036,"about_ca_topic_score_gemma":9.826972e-7,"teacher_disagreement_score":0.086536765,"about_ca_system_score_codex":0.000046745077,"about_ca_system_score_gemma":0.0000026167675,"threshold_uncertainty_score":0.5713802},"labels":[],"label_agreement":null},{"id":"W4243613711","doi":"10.2523/79810-ms","title":"Challenges of Drilling an Ultra-Deep Well in Deepwater - Spa Prospect","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPE/IADC Drilling Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Citation; Drilling; Library science; Computer science; World Wide Web; Art history; History; Engineering","score_opus":0.018568668423137993,"score_gpt":0.20827369981242735,"score_spread":0.18970503138928935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243613711","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8672815,0.002376337,0.0063578305,0.00005222973,0.0005021057,0.00044840624,0.0000049320834,0.0004987456,0.1224779],"genre_scores_gemma":[0.98985076,0.0037299318,0.0061575733,0.000004523533,0.00009025869,0.000020684927,0.0000029173368,0.0001001351,0.000043190852],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99764055,0.0000079362435,0.00080601004,0.00051713345,0.00036872862,0.0006596182],"domain_scores_gemma":[0.9990785,0.0000594616,0.00016514034,0.00021989258,0.00030690068,0.00017010534],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00058575184,0.00044310367,0.0007019372,0.0004065445,0.00004177607,0.000060518178,0.00040639163,0.00022281712,0.000056010325],"category_scores_gemma":[0.000100990546,0.00046263073,0.00011193126,0.0003934789,0.0000998782,0.0005168173,0.000018264127,0.00040972373,0.000015420163],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000851047,0.0003957984,0.029049957,0.005691517,0.00023859373,0.000015578553,0.012245846,0.35961944,0.48002926,0.094139375,0.00002425403,0.018465282],"study_design_scores_gemma":[0.0008176694,0.0001910471,0.0014972637,0.0012633521,0.000045346682,0.000023582315,0.0013520096,0.13051213,0.85687494,0.005647938,0.00088077434,0.00089394825],"about_ca_topic_score_codex":0.000017977547,"about_ca_topic_score_gemma":0.00002090472,"teacher_disagreement_score":0.3768457,"about_ca_system_score_codex":0.00006528612,"about_ca_system_score_gemma":0.000026929765,"threshold_uncertainty_score":0.99978256},"labels":[],"label_agreement":null},{"id":"W4243622741","doi":"10.2523/72280-ms","title":"PDC Bits and Rotary Steerable Tools - Functional Challenges, Stabilization Requirements and the Establishment of Operational Compatibility","year":2001,"lang":"en","type":"article","venue":"Proceedings of SPE/IADC Middle East Drilling Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Computer science; Citation; Drilling; Compatibility (geochemistry); World Wide Web; Engineering; Mechanical engineering","score_opus":0.059332231725158016,"score_gpt":0.20785804173907002,"score_spread":0.14852581001391202,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243622741","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98093146,0.004126733,0.01141727,0.00074053725,0.00015327358,0.00043194563,0.000013312533,0.00025612695,0.0019293493],"genre_scores_gemma":[0.9914858,0.005219056,0.0031611996,0.0000065923577,0.00003885975,0.000035148725,0.000009307549,0.000020017993,0.00002403179],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987373,0.000005477543,0.00046582124,0.00030888125,0.00024437593,0.00023815586],"domain_scores_gemma":[0.9992328,0.000064086285,0.00011732424,0.00013523856,0.0003999707,0.000050569146],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004642651,0.00020972887,0.0003597904,0.00021246664,0.00009692656,0.00005240627,0.00018592851,0.00015582722,0.000019143574],"category_scores_gemma":[0.00014831056,0.00018248487,0.000029248074,0.00029294935,0.00037027165,0.00038780176,0.00010048911,0.0002203529,9.639499e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00045898874,0.00035127357,0.09962962,0.0035544496,0.0005948401,0.000002806834,0.005055056,0.1078643,0.070718214,0.61559606,0.00008843266,0.096085936],"study_design_scores_gemma":[0.003606105,0.0002523585,0.009930015,0.0012681861,0.000114767,0.00007535219,0.0033445184,0.9204636,0.034062948,0.02468168,0.0014899143,0.0007105403],"about_ca_topic_score_codex":0.0000139290605,"about_ca_topic_score_gemma":0.000007367669,"teacher_disagreement_score":0.8125993,"about_ca_system_score_codex":0.000036235997,"about_ca_system_score_gemma":0.000024219917,"threshold_uncertainty_score":0.7441517},"labels":[],"label_agreement":null},{"id":"W4243773440","doi":"10.2523/106874-ms","title":"Ultradeep Extended-Reach Stimulations","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Citation; Exhibition; Library science; World Wide Web; Drilling; Computer science; Information retrieval; Engineering; Archaeology; Geography; Mechanical engineering","score_opus":0.005718274189717116,"score_gpt":0.20372551527269925,"score_spread":0.19800724108298212,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4243773440","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.023905763,0.00012421822,0.83549774,0.000010096055,0.00030949406,0.000035727182,8.2491914e-7,0.0011167828,0.13899933],"genre_scores_gemma":[0.99301034,0.000010525963,0.0061637405,0.000013889042,0.00010930762,0.0000011367263,0.0000046375762,0.000023318547,0.00066307373],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99955654,0.0000010830254,0.00011215676,0.00006589395,0.000069193695,0.00019510202],"domain_scores_gemma":[0.9997648,0.00004453352,0.000003465002,0.0001119083,0.000009181555,0.000066117864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000097135766,0.00007561286,0.000059816048,0.000066291475,0.00002476277,0.000012351665,0.00005116192,0.00003993849,0.00008945047],"category_scores_gemma":[0.000007885812,0.00007473297,0.000027188757,0.00012217292,0.0000060534303,0.000053870037,0.0000035265812,0.00008265954,0.000097828204],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.07476e-7,0.000006836613,0.00018035012,0.000011323782,0.000012275447,0.0000035195308,0.000067764406,0.97706145,0.0033555066,0.0028412188,0.00050589617,0.015953325],"study_design_scores_gemma":[0.00017385105,0.000009277461,0.010210074,0.000011732696,0.0000085234415,0.000010602339,0.000043374832,0.95236176,0.0124821365,0.00027059842,0.024173608,0.00024446927],"about_ca_topic_score_codex":0.000004797849,"about_ca_topic_score_gemma":0.0000058228006,"teacher_disagreement_score":0.9691046,"about_ca_system_score_codex":0.00002212343,"about_ca_system_score_gemma":0.000001724996,"threshold_uncertainty_score":0.3047522},"labels":[],"label_agreement":null},{"id":"W4244103748","doi":"10.2118/2007-142","title":"Development of an Optimized Tubular Material for Thermal Slotted Liner Completions","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Thermal expansion; Buckling; Breakage; Materials science; Deformation (meteorology); Compressive strength; Thermal; Structural engineering; Material properties; Compression (physics); Asphalt; Material selection; Mechanical engineering; Geotechnical engineering; Engineering; Composite material","score_opus":0.01649496159943867,"score_gpt":0.2220694396592581,"score_spread":0.20557447805981943,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244103748","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7987456,0.000007964588,0.19502431,0.00004116465,0.0010366197,0.000072533396,0.00017487259,0.00008565938,0.004811313],"genre_scores_gemma":[0.95904917,0.0000014790795,0.04027758,0.000020535972,0.00016590084,0.000016367248,0.0003243568,0.000023569344,0.00012106904],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926233,0.0000035241708,0.00026580508,0.000112805945,0.00011176904,0.00024373345],"domain_scores_gemma":[0.9995289,0.0000237537,0.000025111129,0.00010098144,0.00012608539,0.00019518376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016420969,0.000111408546,0.00012364432,0.00021658618,0.000046622274,0.00003726209,0.00022212899,0.00005746243,0.00028154973],"category_scores_gemma":[0.000015889767,0.00012641361,0.000033471744,0.000041168256,0.00001973148,0.00007652537,0.000008007941,0.00006688929,0.000008157951],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004820152,0.000020560923,0.000081231396,0.000042475105,0.0001540271,0.00000991159,0.0004344072,0.9063238,0.082063474,0.0060073845,0.00019783952,0.0046167183],"study_design_scores_gemma":[0.0006269698,0.00001802429,0.0021927084,0.00004605031,0.000009565978,0.0000051479915,0.000066375345,0.91077393,0.032618746,0.000040685827,0.053348664,0.00025313252],"about_ca_topic_score_codex":0.0009047664,"about_ca_topic_score_gemma":0.008782756,"teacher_disagreement_score":0.16030358,"about_ca_system_score_codex":0.00015048843,"about_ca_system_score_gemma":0.00013287079,"threshold_uncertainty_score":0.5154998},"labels":[],"label_agreement":null},{"id":"W4244181924","doi":"10.2523/96716-ms","title":"Moving From Wireline Logging to Logging-While-Drilling in an Aggressive North Sea Drilling and Formation Evaluation Program—A Case Study of the Brenda Accumulation","year":2005,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Drilling; Logging; Exhibition; Wireline; Library science; Computer science; World Wide Web; Archaeology; Engineering; Telecommunications; History; Geography","score_opus":0.03938949889129133,"score_gpt":0.2925437143308148,"score_spread":0.25315421543952343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244181924","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9953706,0.00009806413,0.0034455801,0.000057200283,0.000035162826,0.00077198923,0.000014212927,0.0001587169,0.00004846668],"genre_scores_gemma":[0.9973364,0.0000720156,0.0023895712,0.000009116952,0.000101329366,0.000051348754,0.000020425397,0.00001933027,4.8756897e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987661,0.000010785919,0.0004943382,0.00025377804,0.00027959674,0.00019536103],"domain_scores_gemma":[0.9993157,0.000039628318,0.00017300976,0.0000857549,0.00031222898,0.00007370437],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003661727,0.00017666616,0.000240239,0.00019908468,0.00008399859,0.00006834158,0.0000900212,0.00009983142,0.000002449736],"category_scores_gemma":[0.00007824591,0.00016011564,0.000025181891,0.00027776352,0.0000335843,0.0009676256,0.00006379944,0.00021727267,3.176956e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007133958,0.00030847118,0.051662523,0.00044962016,0.000030327443,0.000008303208,0.016517451,0.5159419,0.042740423,0.000091062815,0.000020855161,0.37215772],"study_design_scores_gemma":[0.00059244834,0.00024446505,0.010992798,0.0005981831,0.00005306029,0.000033995097,0.004685561,0.97441584,0.0079717925,0.00018992306,0.000011563007,0.00021036988],"about_ca_topic_score_codex":0.0001937898,"about_ca_topic_score_gemma":0.0004774584,"teacher_disagreement_score":0.45847395,"about_ca_system_score_codex":0.00006423499,"about_ca_system_score_gemma":0.000010461045,"threshold_uncertainty_score":0.65293264},"labels":[],"label_agreement":null},{"id":"W4244431052","doi":"10.2118/2007-166","title":"Advances in SAGD Drilling in Western Canada Using Innovative Bit Technology","year":2007,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Bit (key); Petroleum engineering; Computer science; Geology; Engineering; Mechanical engineering; Computer security","score_opus":0.00899818733155602,"score_gpt":0.21863838727693644,"score_spread":0.2096401999453804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244431052","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9602113,0.00034193115,0.023957066,0.0001525158,0.0010910883,0.000052244206,0.000024942456,0.000061926505,0.014106989],"genre_scores_gemma":[0.9993913,0.00007083235,0.0003254904,0.000045502577,0.00006520457,0.0000050913272,0.000012406322,0.000021427308,0.000062716266],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989145,0.0000046505324,0.00030748543,0.0001802248,0.00014752812,0.0004456308],"domain_scores_gemma":[0.9996148,0.000036632344,0.000028804989,0.000103225415,0.00009706219,0.00011949224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014918066,0.00015025922,0.00015929011,0.001161187,0.000022319595,0.000029127053,0.00026804002,0.00008931638,0.000029610368],"category_scores_gemma":[0.000047783873,0.00018960041,0.000011301041,0.00061433756,0.000028091587,0.00018375678,0.000015564468,0.00032623071,0.0000039906063],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024375038,0.0000019514948,0.09942839,0.0000129365035,0.000008231766,0.00015104792,0.00007841978,0.8951756,0.00033314055,0.0019515463,0.000011007067,0.0028452922],"study_design_scores_gemma":[0.00043513064,0.000009604412,0.018788628,0.00038742914,0.0000019251731,0.000028903363,0.00043317498,0.93371886,0.0013337302,0.00032815733,0.044069894,0.00046453523],"about_ca_topic_score_codex":0.6601853,"about_ca_topic_score_gemma":0.99668336,"teacher_disagreement_score":0.3364981,"about_ca_system_score_codex":0.00223988,"about_ca_system_score_gemma":0.00071687397,"threshold_uncertainty_score":0.773168},"labels":[],"label_agreement":null},{"id":"W4244995666","doi":"10.2523/105935-ms","title":"Oxidation as a Rheology Modifier and a Potential Cause of Explosions in Oiland Synthetic-Based Drilling Fluids","year":2007,"lang":"en","type":"article","venue":"Proceedings of International Symposium on Oilfield Chemistry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"University of Calgary","keywords":"Rheology; Petroleum engineering; Drilling fluid; Drilling; Materials science; Computer science; Biochemical engineering; Forensic engineering; Geology; Engineering; Composite material; Metallurgy","score_opus":0.005002077378610223,"score_gpt":0.20451831337936027,"score_spread":0.19951623600075005,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4244995666","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9840433,0.00004309227,0.0037543783,0.00011527291,0.00013274112,0.000038587517,0.000003227707,0.0000475141,0.011821889],"genre_scores_gemma":[0.9990647,0.00013682997,0.00057323795,0.000014080745,0.00006760706,0.0000070961196,0.0000061276087,0.000016152768,0.000114177],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992311,6.8183573e-7,0.0003001859,0.00014972736,0.00017907996,0.00013925134],"domain_scores_gemma":[0.99967986,0.00006735535,0.000054530105,0.00004869462,0.00010064851,0.00004892692],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001481439,0.00011644049,0.0001445894,0.000093944276,0.000012763404,0.000012344503,0.00012122215,0.000128205,0.00003429343],"category_scores_gemma":[0.000067766894,0.00012660636,0.00003827334,0.000074804884,0.000030835006,0.00006874666,0.000020666721,0.00014582084,7.653692e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051159714,0.000040425646,0.0017640768,0.0002040664,0.0000294902,0.0000030883223,0.0001428392,0.030726722,0.9663399,0.0003969094,0.000012233437,0.00028911556],"study_design_scores_gemma":[0.00034430344,0.00002272321,0.00017602927,0.00024408565,0.000010206229,0.000011719685,0.000073009636,0.09055634,0.90835845,0.000052909003,0.000046151697,0.00010405796],"about_ca_topic_score_codex":0.000011075352,"about_ca_topic_score_gemma":6.0238636e-7,"teacher_disagreement_score":0.05982962,"about_ca_system_score_codex":0.000034289795,"about_ca_system_score_gemma":0.000006631509,"threshold_uncertainty_score":0.5162857},"labels":[],"label_agreement":null},{"id":"W4245141112","doi":"10.17771/pucrio.acad.25705","title":"EFEITO DA FLUÊNCIA DO SAL NO CRESCIMENTO DE PRESSÃO EM ANULAR CONFINADO DE POÇOS DE PRÉ-SAL","year":2015,"lang":"pt","type":"dissertation","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"123 Certification (Canada)","funders":"","keywords":"Casing; Creep; Salt (chemistry); Materials science; Overburden; Thermal; Thermal expansion; Geology; Composite material; Geotechnical engineering; Petroleum engineering; Chemistry; Thermodynamics; Physics","score_opus":0.008986852490152504,"score_gpt":0.24746728494997428,"score_spread":0.23848043245982178,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245141112","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5888399,0.00950605,0.29876631,0.00008009977,0.008499769,0.0020940998,0.00025677524,0.003234588,0.08872242],"genre_scores_gemma":[0.96648717,0.00022312936,0.0073879743,0.00007855703,0.0013149279,0.00016044268,0.0009352608,0.0005090641,0.022903493],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99581826,0.00010517476,0.0008230845,0.00078571326,0.0007072518,0.0017605402],"domain_scores_gemma":[0.99770176,0.00012415662,0.00016053661,0.00076491415,0.00032621124,0.0009223979],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00093726336,0.0010728881,0.0008789993,0.00037215484,0.00016834139,0.00052694546,0.0007178165,0.0011719244,0.0005329708],"category_scores_gemma":[0.00020378752,0.0012461526,0.00031254598,0.00030626805,0.00003150194,0.00024453385,0.00007493581,0.0011610008,0.00053489156],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002916502,0.00024555562,0.0013034882,0.003740124,0.0010695743,0.00034686623,0.015732015,0.8610662,0.07409236,0.0012750266,0.03368439,0.0071527027],"study_design_scores_gemma":[0.0016768292,0.00023657181,0.0012084323,0.0014246637,0.00054849527,0.00007087207,0.002409355,0.9404517,0.02927781,0.0003559045,0.020122703,0.002216651],"about_ca_topic_score_codex":0.0013694516,"about_ca_topic_score_gemma":0.00024531622,"teacher_disagreement_score":0.37764728,"about_ca_system_score_codex":0.00097393483,"about_ca_system_score_gemma":0.00071633334,"threshold_uncertainty_score":0.9989988},"labels":[],"label_agreement":null},{"id":"W4245269364","doi":"10.2523/84561-ms","title":"The Use of Lightweight Cement Slurries and Downhole Chokes Improves the Success of Primary Cementing on Air-Drilled Wells","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Petroleum engineering; Cement; Slurry; Choke; Geology; Geotechnical engineering; Environmental science; Engineering; Materials science; Metallurgy; Environmental engineering","score_opus":0.0168387688174641,"score_gpt":0.20250751282265278,"score_spread":0.18566874400518868,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245269364","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.993507,0.0005042349,0.0008447427,0.0002107163,0.000060609633,0.0002803669,0.000015850314,0.00007825853,0.004498175],"genre_scores_gemma":[0.9973699,0.0018601826,0.0006717753,0.00001690085,0.000022533359,0.000013031584,0.0000022434497,0.000011905554,0.00003155335],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991715,0.0000040745017,0.00033499373,0.00014056863,0.00018036705,0.00016847927],"domain_scores_gemma":[0.9995041,0.0001087785,0.000105410516,0.00007451695,0.00017120737,0.00003596766],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002599764,0.00013760009,0.00021446196,0.000056607696,0.00008594169,0.000046136935,0.0000946876,0.0000707333,0.0000031971047],"category_scores_gemma":[0.000073414136,0.000087713146,0.00003396796,0.00011945825,0.00018121801,0.0002587933,0.000042602933,0.00014148459,2.8115616e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011508555,0.00011808894,0.0015997934,0.0016311215,0.00011596947,4.868523e-7,0.0012294964,0.0017898298,0.8534871,0.114378944,0.0013485,0.024185615],"study_design_scores_gemma":[0.0006731866,0.00059651857,0.0046773264,0.0010298506,0.00009176363,0.0000065093977,0.0010761278,0.005029443,0.96876127,0.003284833,0.014390821,0.00038236275],"about_ca_topic_score_codex":0.00001119907,"about_ca_topic_score_gemma":0.0000014584399,"teacher_disagreement_score":0.11527419,"about_ca_system_score_codex":0.000011515306,"about_ca_system_score_gemma":0.000008100558,"threshold_uncertainty_score":0.35768384},"labels":[],"label_agreement":null},{"id":"W4245304126","doi":"10.2523/78951-ms","title":"Feasibility of Fluid-Jet Based Drilling Methods for Drilling Through Unstable Formations","year":2002,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Drilling; Library science; Drilling fluid; Scientific drilling; Operations research; Computer science; Engineering; Geology; Mechanical engineering","score_opus":0.06524693775694633,"score_gpt":0.31201413435600955,"score_spread":0.2467671965990632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245304126","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005697822,0.0006631349,0.9806342,0.000038490845,0.00041846748,0.00032807558,0.000019628587,0.0006133216,0.0115868505],"genre_scores_gemma":[0.52599466,0.0000641418,0.47368804,0.000023001663,0.000050620038,0.000028602914,0.000012275361,0.000039279283,0.00009940149],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99883145,0.000022336646,0.00047873065,0.0001840457,0.0001101078,0.00037334094],"domain_scores_gemma":[0.99902856,0.00041179507,0.000040441802,0.00035713587,0.00009160621,0.00007044519],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004654634,0.00020860693,0.00032593173,0.00009691144,0.000096542346,0.000030687275,0.00014899757,0.00010491335,0.00016302032],"category_scores_gemma":[0.00011626623,0.000200124,0.00017443998,0.00029977201,0.000024349858,0.0003076419,0.000013133517,0.000113425136,0.000010334158],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023933565,0.000023241053,0.00011192325,0.00033103864,0.00003183517,1.1040642e-7,0.00028052708,0.98577535,0.00739704,0.0013961608,0.0005543772,0.0040959776],"study_design_scores_gemma":[0.00038590006,0.000019685394,0.000010632171,0.00005089449,0.00002630483,8.9832344e-7,0.000053701806,0.90130717,0.086540975,0.000609587,0.010784812,0.00020941364],"about_ca_topic_score_codex":0.000016076729,"about_ca_topic_score_gemma":0.000004018673,"teacher_disagreement_score":0.5202968,"about_ca_system_score_codex":0.000071214214,"about_ca_system_score_gemma":0.000007857335,"threshold_uncertainty_score":0.816082},"labels":[],"label_agreement":null},{"id":"W4245502801","doi":"10.2118/99522-ms","title":"3D Simulation of Rock Breakage With Air Hammers in Gas-Well Drilling","year":2006,"lang":"en","type":"article","venue":"SPE Gas Technology Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Hammer; Drilling; Breakage; Geotechnical engineering; Computer simulation; Geology; Engineering; Structural engineering; Mechanical engineering; Computer science; Simulation","score_opus":0.0021676269435667436,"score_gpt":0.1690757405900246,"score_spread":0.16690811364645786,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4245502801","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81115204,0.00039533456,0.17658664,0.00029670328,0.00026582566,0.00025205422,0.0000047003896,0.001483441,0.009563248],"genre_scores_gemma":[0.9969509,0.0000653093,0.002727294,0.0000062134786,0.00005543089,0.000010462593,0.000010756623,0.00006259314,0.00011100974],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989515,0.000006080126,0.00031828563,0.00022446162,0.000118837066,0.00038085078],"domain_scores_gemma":[0.9995521,0.000035748144,0.000048530375,0.0003027014,0.000033455217,0.00002748352],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008187475,0.00021506395,0.0002765809,0.00056309724,0.000026958773,0.000006880842,0.0001626223,0.00026056837,0.000008368386],"category_scores_gemma":[0.000005622639,0.00021922302,0.000037963633,0.00063364225,0.000046585825,0.00008924728,0.000024835874,0.00028137368,0.000026132775],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000075905878,0.000020478248,0.00381114,0.000067756526,0.000017098944,0.000016312873,0.000035042573,0.9716336,0.023484524,0.00027907162,0.000028601125,0.00059875415],"study_design_scores_gemma":[0.00045904587,0.00005799805,0.00023344274,0.00012840371,0.000018257566,0.000015386604,0.000039407736,0.9169971,0.07934871,0.00037840375,0.0020676164,0.00025622518],"about_ca_topic_score_codex":0.0000627883,"about_ca_topic_score_gemma":0.00005901852,"teacher_disagreement_score":0.18579888,"about_ca_system_score_codex":0.00008274351,"about_ca_system_score_gemma":0.000009828567,"threshold_uncertainty_score":0.89396554},"labels":[],"label_agreement":null},{"id":"W4246064280","doi":"10.2118/03-11-ge","title":"Economical Multilateral Well Technology For Canadian Heavy Oil","year":2003,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Pace; Capital cost; Process (computing); Engineering; Operations management; Computer science; Petroleum engineering; Geology; Electrical engineering","score_opus":0.004792212733431111,"score_gpt":0.17309355605705903,"score_spread":0.16830134332362792,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246064280","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9266007,0.005293715,0.0071013626,0.01412441,0.0060040466,0.00021127379,0.00012497925,0.00073056784,0.03980894],"genre_scores_gemma":[0.99362177,0.00019640596,0.0054831975,0.000102230435,0.00011966712,0.000012668137,0.0000021335766,0.00007079909,0.0003911302],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983918,0.000007745262,0.0004952487,0.00015745545,0.00006274811,0.00088501314],"domain_scores_gemma":[0.9989215,0.000027134416,0.000073120056,0.00025550663,0.00009776355,0.0006249661],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021675718,0.00022803352,0.00042119133,0.0066405386,0.00010125915,0.00003166507,0.0003865881,0.0005695653,0.00006537375],"category_scores_gemma":[0.00010577753,0.0002525238,0.0001267844,0.00062690367,0.00007884747,0.0000965349,0.000006087905,0.00063612085,0.00004130464],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000047663787,0.000055132496,0.010070981,0.0002906956,0.00095127936,0.0010942612,0.0001573924,0.78597254,0.0068595726,0.08452924,0.046051465,0.063919805],"study_design_scores_gemma":[0.00070016773,0.00012137336,0.00004038271,0.000045161116,0.000027025264,0.0008107094,0.00008059312,0.019744745,0.0067569185,0.0012095115,0.97016346,0.00029996873],"about_ca_topic_score_codex":0.017346082,"about_ca_topic_score_gemma":0.5148772,"teacher_disagreement_score":0.92411196,"about_ca_system_score_codex":0.0008331808,"about_ca_system_score_gemma":0.0005904203,"threshold_uncertainty_score":0.9999927},"labels":[],"label_agreement":null},{"id":"W4246172760","doi":"10.2523/59750-ms","title":"Importance of Completion Design Considerations for Complex, Hostile, and HPHT Wells in Frontier Areas","year":2000,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Completion (oil and gas wells); Stress (linguistics); Foothills; Geology; Lead (geology); Petroleum engineering; Workover; High pressure; Geotechnical engineering; Engineering; Engineering physics","score_opus":0.027799925803018957,"score_gpt":0.21292377520614833,"score_spread":0.18512384940312937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4246172760","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14287414,0.00048138143,0.8485209,0.00009119485,0.0001015565,0.00045516182,0.000029908168,0.00020174257,0.0072440463],"genre_scores_gemma":[0.94406635,0.00008968308,0.055605363,0.00003733761,0.00001817619,0.000017111051,0.000010286734,0.000015871698,0.00013984494],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995568,0.000006082135,0.00019038281,0.00008679536,0.000041227686,0.00011875368],"domain_scores_gemma":[0.99973905,0.00012528169,0.000010030828,0.00008057342,0.000015205291,0.000029854975],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000085326545,0.000080316946,0.0001494027,0.000050618273,0.000019667963,0.000011553855,0.000022600152,0.000029998968,0.00026743015],"category_scores_gemma":[0.0000135200635,0.00008457437,0.000019134026,0.000051322557,0.000016892698,0.00005387732,0.0000022790846,0.000039737,0.0000035843905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066691728,0.00001227282,0.0016424969,0.00005850754,0.000014876282,0.0000011051777,0.00010365202,0.9858515,0.0018469626,0.0006154044,0.008412298,0.0014341994],"study_design_scores_gemma":[0.00039321944,0.000019015019,0.016101556,0.000028240012,0.0000068076533,0.0000044074977,0.000011543534,0.97731626,0.0017334264,0.0011964608,0.0030649083,0.00012415611],"about_ca_topic_score_codex":0.000020923677,"about_ca_topic_score_gemma":0.000024507195,"teacher_disagreement_score":0.8011922,"about_ca_system_score_codex":0.000013265459,"about_ca_system_score_gemma":0.0000045813626,"threshold_uncertainty_score":0.34488428},"labels":[],"label_agreement":null},{"id":"W4247043422","doi":"10.2523/86927-ms","title":"Optimization of Hole Cleaning in Vertical Wells Using Foam","year":2004,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Citation; Drilling; Computer science; Geology; Petroleum engineering; Mechanical engineering; Engineering; Library science","score_opus":0.008827072250507738,"score_gpt":0.19582849728529414,"score_spread":0.1870014250347864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247043422","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29934257,0.000047558984,0.69755566,0.0000050384956,0.000092871276,0.000026970465,2.0376791e-7,0.0001083692,0.002820761],"genre_scores_gemma":[0.9569041,0.000014447421,0.043030776,0.00000582332,0.000019551195,5.5024486e-7,9.840109e-7,0.00001835872,0.000005418452],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996092,0.000002248471,0.00014415386,0.000059739195,0.000058033256,0.0001266283],"domain_scores_gemma":[0.9998825,0.000010184638,0.000004021965,0.00006838356,0.0000081159415,0.000026782898],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000050704275,0.00006087532,0.00008950782,0.000077104465,0.0000074836735,0.0000067268074,0.000038210135,0.00004105136,0.00001816194],"category_scores_gemma":[0.000009811809,0.0000654842,0.00001941399,0.00015009617,0.000007269499,0.000073089366,0.000007822738,0.00006407015,0.0000047256503],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.182665e-7,0.0000069811495,0.00012336318,0.000024513678,0.000003681776,0.0000015754459,0.00007207344,0.99429774,0.0048418203,0.0004548692,0.000002206205,0.00017024232],"study_design_scores_gemma":[0.00023101753,0.000006637299,0.00010896211,0.00006646717,0.0000031317609,0.0000012354759,0.00002431091,0.9707907,0.028636752,0.000040109982,0.000016665515,0.00007404025],"about_ca_topic_score_codex":0.000038774393,"about_ca_topic_score_gemma":0.000002934517,"teacher_disagreement_score":0.65756154,"about_ca_system_score_codex":0.000051657928,"about_ca_system_score_gemma":0.0000061163896,"threshold_uncertainty_score":0.26703683},"labels":[],"label_agreement":null},{"id":"W4247167879","doi":"10.17771/pucrio.acad.21694","title":"ANÁLISE GEOMECÂNICA NA PERFURAÇÃO E CIMENTAÇÃO DE POÇOS DE PETRÓLEO EM ZONAS DE SAL","year":2011,"lang":"pt","type":"dissertation","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Casing; Workover; Wellbore; Drilling; Petroleum engineering; Drilling fluid; Geology; Geotechnical engineering; Slurry; Creep; Engineering; Mechanical engineering; Materials science; Composite material","score_opus":0.012136536130121323,"score_gpt":0.23024452419660324,"score_spread":0.2181079880664819,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247167879","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7283244,0.003374599,0.23705356,0.00002686481,0.0028705946,0.00064947753,0.00007666458,0.0018777053,0.025746139],"genre_scores_gemma":[0.9695893,0.00065842416,0.007104523,0.00010032863,0.00042116293,0.00010630084,0.0005706391,0.00046903794,0.02098031],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9960017,0.000080036734,0.0008345838,0.0007650647,0.00043252515,0.0018860543],"domain_scores_gemma":[0.99805593,0.00016096966,0.00015770212,0.000741206,0.00011287685,0.0007713116],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00062298647,0.001105692,0.00082956743,0.0005258414,0.00023459071,0.00021808277,0.00073333003,0.0010886884,0.0026160097],"category_scores_gemma":[0.00009498307,0.0012881047,0.0004987987,0.00039393132,0.000028552933,0.00023742417,0.00006870021,0.0014551168,0.000610482],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005226592,0.00086635,0.0074437084,0.007600334,0.003116655,0.000839757,0.06993467,0.71322,0.09821125,0.0033846851,0.00877423,0.086085685],"study_design_scores_gemma":[0.0014112717,0.00022586063,0.0058903815,0.0013138389,0.00070309703,0.0002150266,0.0057061887,0.9281911,0.050039683,0.00020086113,0.0032265924,0.002876057],"about_ca_topic_score_codex":0.0012114198,"about_ca_topic_score_gemma":0.00023169113,"teacher_disagreement_score":0.24126488,"about_ca_system_score_codex":0.00079577934,"about_ca_system_score_gemma":0.0003875553,"threshold_uncertainty_score":0.99895686},"labels":[],"label_agreement":null},{"id":"W4247421245","doi":"10.2523/59118-ms","title":"Assurance Increased for Drill Cuttings Re-Injection in the Panuke Field Canada: Case Study of Improved Design","year":2000,"lang":"en","type":"article","venue":"Proceedings of IADC/SPE Drilling Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drill cuttings; Drill; Field (mathematics); Cutting; Engineering; Drilling; Geology; Mechanical engineering; Mathematics; Biology","score_opus":0.01687661433200825,"score_gpt":0.21351831615185912,"score_spread":0.19664170181985088,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247421245","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98859465,0.00010647412,0.009204244,0.00004951756,0.0001340673,0.0009827182,0.000007726944,0.000107055675,0.00081356027],"genre_scores_gemma":[0.99739295,0.00008070434,0.0022248835,0.000026401405,0.00007993479,0.00012893145,0.0000018307127,0.00003633979,0.00002800071],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985238,0.000011423184,0.0005849299,0.00028347658,0.00023922708,0.00035715368],"domain_scores_gemma":[0.9989335,0.00045695793,0.00012883164,0.0001502241,0.00027120058,0.000059293514],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00059322227,0.00025601068,0.0004025571,0.000119633296,0.000080592654,0.000047923262,0.0003121983,0.00010034808,0.000014438932],"category_scores_gemma":[0.00021171203,0.00022997757,0.000056008117,0.0003756558,0.000022373177,0.00017053248,0.000011981286,0.00025850264,3.7737317e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00068728684,0.0009965965,0.010589619,0.005240695,0.0004862715,0.00015597061,0.04632211,0.79726976,0.07245841,0.00041270535,0.0033556123,0.062024977],"study_design_scores_gemma":[0.0016569092,0.0007848189,0.00031647156,0.000545173,0.00008991606,0.00013955843,0.011636969,0.93742704,0.046126842,0.00017113451,0.00057652994,0.00052864046],"about_ca_topic_score_codex":0.08086911,"about_ca_topic_score_gemma":0.027116027,"teacher_disagreement_score":0.1401573,"about_ca_system_score_codex":0.00006914419,"about_ca_system_score_gemma":0.00009249529,"threshold_uncertainty_score":0.9906366},"labels":[],"label_agreement":null},{"id":"W4247468505","doi":"10.2523/108159-ms","title":"Olefin Based Synthetic Drilling Fluids' Volumetric Behavior Under DownholeConditions","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Instituto Nacional de Ciência e Tecnologia em Eletrônica Orgânica","keywords":"Drilling; Petroleum engineering; Geology; Citation; Drilling fluid; Petroleum; Computer science; Engineering; Library science; Mechanical engineering","score_opus":0.007853252365148982,"score_gpt":0.20192579431062685,"score_spread":0.19407254194547788,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247468505","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10323169,0.00027573964,0.880788,0.000016489877,0.00061454676,0.000111972535,0.000008045134,0.0012302237,0.013723283],"genre_scores_gemma":[0.99204445,0.000014961782,0.007015544,0.00006336814,0.000107015316,0.000018665713,0.0000208493,0.00007002603,0.0006451483],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988887,0.000005520166,0.00028519312,0.00019019988,0.00017119646,0.00045920536],"domain_scores_gemma":[0.99939173,0.00013294317,0.000013315211,0.00027265545,0.000031089305,0.00015829079],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024811516,0.00019833191,0.0001639367,0.00048254614,0.00008310938,0.000048183952,0.00012779163,0.00011401455,0.00066117477],"category_scores_gemma":[0.000020503216,0.00021016056,0.00010057665,0.00059903227,0.000023449807,0.00009121364,0.0000105783465,0.0002028934,0.0002858928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011607248,0.000040042523,0.00035321724,0.0000359749,0.000021981727,0.000017070559,0.00002021942,0.9775484,0.011247053,0.00072656537,0.0004326357,0.009555641],"study_design_scores_gemma":[0.00056688476,0.000036686797,0.008551392,0.00007809175,0.00010235942,0.000024524528,0.00007034616,0.91753906,0.063428536,0.000110766254,0.008691008,0.00080032164],"about_ca_topic_score_codex":0.00001530934,"about_ca_topic_score_gemma":0.000016229222,"teacher_disagreement_score":0.8888127,"about_ca_system_score_codex":0.00010297584,"about_ca_system_score_gemma":0.000010939232,"threshold_uncertainty_score":0.8570099},"labels":[],"label_agreement":null},{"id":"W4247622962","doi":"10.2523/103135-ms","title":"The Future of Drilling-Grade Barite Weight Material - A Case for aSubstitute Specification","year":2006,"lang":"en","type":"article","venue":"Proceedings of SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Exhibition; Drilling; Download; Library science; Computer science; World Wide Web; Engineering; Archaeology; Database; History; Mechanical engineering","score_opus":0.009121525529425271,"score_gpt":0.207659917069026,"score_spread":0.19853839153960073,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247622962","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9726485,0.0008601779,0.021819962,0.0004782495,0.00042283087,0.0005358431,0.0001830435,0.00036948686,0.002681921],"genre_scores_gemma":[0.99610144,0.0007892431,0.0025121097,0.0000022524173,0.0005129262,0.00002774156,0.00002160383,0.00001582553,0.000016882766],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99928385,0.0000010997522,0.0003112046,0.00013753727,0.0001039669,0.00016233878],"domain_scores_gemma":[0.99961466,0.000028341203,0.000069021575,0.00005533715,0.00019889594,0.000033738852],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016223946,0.00012139967,0.00016355849,0.000055412693,0.00007806609,0.000047895497,0.00007968552,0.000117355994,0.0000033026645],"category_scores_gemma":[0.000010837641,0.00009837497,0.000047381607,0.00010486737,0.00008397807,0.00020435308,0.00001528964,0.000096395204,5.0450046e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000121460784,0.000068892834,0.00014626402,0.0009446223,0.000031570027,0.0000054603092,0.00021276572,0.00088731665,0.67487395,0.29911104,0.0041703503,0.019426316],"study_design_scores_gemma":[0.0011201382,0.00036051119,0.0011509804,0.0005343047,0.00012684615,0.00031861837,0.0009371552,0.03993474,0.85341495,0.052554954,0.04883261,0.0007141988],"about_ca_topic_score_codex":0.00001243913,"about_ca_topic_score_gemma":0.0000080388645,"teacher_disagreement_score":0.24655609,"about_ca_system_score_codex":0.000014382207,"about_ca_system_score_gemma":0.0000054966295,"threshold_uncertainty_score":0.4011615},"labels":[],"label_agreement":null},{"id":"W4247647028","doi":"10.2523/11249-ms","title":"Formation Pressure While Drilling data verified with Wireline Formation Tester, Hibernia Field, offshore Newfoundland","year":2007,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Wireline; Submarine pipeline; Geology; Petroleum engineering; Drilling; Formation evaluation; Offshore drilling; Field (mathematics); Marine engineering; Oceanography; Engineering; Telecommunications","score_opus":0.0174140538591172,"score_gpt":0.22747589909618315,"score_spread":0.21006184523706595,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4247647028","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14932506,0.00022281561,0.8419055,0.0006682162,0.0005755405,0.000109656045,0.000046174708,0.0009849645,0.006162076],"genre_scores_gemma":[0.9941733,0.00011412944,0.005020337,0.00003974551,0.00014635823,0.000011684195,0.00026907775,0.00002677475,0.00019858644],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99888265,0.0000047294534,0.00034361804,0.00023447015,0.0002504913,0.00028404547],"domain_scores_gemma":[0.9991741,0.00007487992,0.00008125882,0.00046726697,0.00015300394,0.000049498536],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001971895,0.00019740296,0.00017034142,0.0003681751,0.000060633032,0.0000819832,0.0006926766,0.00020802772,0.000042351432],"category_scores_gemma":[0.00006344476,0.00018853538,0.000020642368,0.00017773305,0.000038471182,0.00076093146,0.00010579998,0.00036713303,0.0000329133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003882579,0.0001635146,0.020420423,0.0004998118,0.0007588349,0.00012408546,0.0007775409,0.7688029,0.04502433,0.012469993,0.0049763364,0.145594],"study_design_scores_gemma":[0.000584877,0.00006972933,0.00058450317,0.00015754958,0.00002844813,0.00010216749,0.000087937435,0.93821526,0.009749045,0.00028114056,0.049886607,0.00025274564],"about_ca_topic_score_codex":0.000020586842,"about_ca_topic_score_gemma":0.0003745774,"teacher_disagreement_score":0.8448482,"about_ca_system_score_codex":0.00007112713,"about_ca_system_score_gemma":0.00001746572,"threshold_uncertainty_score":0.768825},"labels":[],"label_agreement":null},{"id":"W4248803742","doi":"10.2523/74474-ms","title":"Designing Invert Drilling Fluids to Yield Environmentally Friendly Drilled Cuttings","year":2002,"lang":"en","type":"article","venue":"Proceedings of IADC/SPE Drilling Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Calgary","keywords":"Drilling; Citation; Engineering; World Wide Web; Computer science; Library science; Mechanical engineering","score_opus":0.01661971768760199,"score_gpt":0.18082524343298176,"score_spread":0.16420552574537978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248803742","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68353015,0.001148423,0.26688072,0.00034603232,0.0010063057,0.0009037116,0.000019520332,0.002099274,0.044065867],"genre_scores_gemma":[0.9580468,0.0007379949,0.04009215,0.00010416626,0.00026700346,0.00004641395,0.0000043142763,0.00016093437,0.0005402318],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99682343,0.000005513279,0.0008988495,0.00069289445,0.0006100781,0.0009692061],"domain_scores_gemma":[0.99878967,0.00016613488,0.00015376246,0.00025701182,0.00020621525,0.00042723716],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00040411766,0.00063951686,0.0007188196,0.0004394527,0.0001943703,0.00021170196,0.0006822431,0.0002671234,0.0004216439],"category_scores_gemma":[0.00028211123,0.00071764295,0.0001884663,0.0005639398,0.00009831911,0.00053523114,0.00013609872,0.00052740757,0.0002127423],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019809448,0.00006658376,0.0018170533,0.00051833026,0.0001546095,0.000008206504,0.0048283637,0.094142355,0.8847089,0.0012215391,0.0026765082,0.009837756],"study_design_scores_gemma":[0.0004176002,0.00022755012,0.00009582126,0.0014763951,0.000077406134,0.000026901074,0.00084687135,0.550189,0.43679982,0.00019650401,0.008451464,0.0011946072],"about_ca_topic_score_codex":0.000021732205,"about_ca_topic_score_gemma":0.0000018611014,"teacher_disagreement_score":0.4560467,"about_ca_system_score_codex":0.00015385136,"about_ca_system_score_gemma":0.000013854352,"threshold_uncertainty_score":0.99952745},"labels":[],"label_agreement":null},{"id":"W4248804324","doi":"10.2118/spe-173348-ms","title":"Challenging Assumptions About Fracture Stimulation Placement Effectiveness Using Fiber Optic Distributed Sensing Diagnostics: Diversion, Stage Isolation and Overflushing","year":2015,"lang":"en","type":"article","venue":"SPE Hydraulic Fracturing Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Perforation; Well stimulation; Hydraulic fracturing; Fracture (geology); Computer science; Petroleum engineering; Process (computing); Wellbore; Stage (stratigraphy); Geology; Environmental science; Engineering; Geotechnical engineering; Mechanical engineering; Petroleum","score_opus":0.0196827539517827,"score_gpt":0.2394843804852994,"score_spread":0.2198016265335167,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248804324","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.50670284,0.0007238181,0.49121177,0.00007686645,0.00021953422,0.00019639844,0.000010338943,0.0007539456,0.00010449476],"genre_scores_gemma":[0.9907717,0.00015977527,0.008848716,0.000012107453,0.00008082404,0.0000067191972,0.000055748627,0.000053518448,0.000010859065],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986044,0.00004128389,0.00029568194,0.00038807763,0.00022531764,0.00044522394],"domain_scores_gemma":[0.9990842,0.00023344383,0.00009345667,0.00033102933,0.000116910254,0.00014097006],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00029256416,0.0003464582,0.0003313632,0.00038176382,0.00022776544,0.000118760974,0.00015411816,0.00036750486,0.000022291912],"category_scores_gemma":[0.00025916102,0.0003852874,0.00003895962,0.00027396332,0.0000789533,0.0003749675,0.00013631498,0.0005989581,0.000021092766],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000104437295,0.000011264576,0.0011472581,0.00011809327,0.000055622815,0.000023861547,0.00025549566,0.994648,0.0010204586,0.00015466938,0.000016555605,0.0025382722],"study_design_scores_gemma":[0.00063115754,0.000033107128,0.0040472,0.00055230974,0.0000621749,0.000025138534,0.00021216497,0.9867631,0.005593682,0.0006074989,0.0010517498,0.00042070236],"about_ca_topic_score_codex":0.00005155309,"about_ca_topic_score_gemma":0.0000045770594,"teacher_disagreement_score":0.4840689,"about_ca_system_score_codex":0.00034951637,"about_ca_system_score_gemma":0.000033143566,"threshold_uncertainty_score":0.9998599},"labels":[],"label_agreement":null},{"id":"W4248999306","doi":"10.2523/78203-ms","title":"Microseismic Response of Well Casing Failures at a Thermal Heavy Oil Operation","year":2002,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Casing; Citation; Microseism; Download; Computer science; Petroleum engineering; Geology; Library science; Engineering; World Wide Web; Civil engineering","score_opus":0.007892117626242106,"score_gpt":0.1785026320327931,"score_spread":0.17061051440655098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4248999306","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9809973,0.0006774075,0.006025095,0.00009339732,0.00018265557,0.000028335255,0.0000027627502,0.00030308307,0.011689934],"genre_scores_gemma":[0.99418426,0.00005199438,0.0012806456,0.000025666046,0.000044781067,0.0000027955466,0.0000019567924,0.000032564025,0.0043753306],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994628,0.000018259643,0.00017170697,0.0000960005,0.000078143246,0.00017312827],"domain_scores_gemma":[0.9997323,0.00005165091,0.000011344421,0.00015086228,0.0000131356255,0.000040706287],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000103111866,0.00011109132,0.00011661532,0.00007077286,0.00003565055,0.00002028789,0.00006555816,0.000057222212,0.00043351113],"category_scores_gemma":[0.000010598183,0.00010677237,0.000043409673,0.00007593443,0.0000151992035,0.000077423436,0.000015343205,0.00006781807,0.00015987593],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016727414,0.000007212625,0.000019732723,0.000029664654,0.000009203136,0.0000027775006,0.00026835033,0.51434886,0.48316237,0.000010468582,0.0007454155,0.0013792156],"study_design_scores_gemma":[0.00017013097,0.000019247169,0.0000937069,0.000026375352,0.000004744009,0.0000120754985,0.000019599964,0.54101753,0.4487303,6.205494e-7,0.00978899,0.0001166704],"about_ca_topic_score_codex":0.000036139067,"about_ca_topic_score_gemma":0.000008382876,"teacher_disagreement_score":0.034432065,"about_ca_system_score_codex":0.000059811395,"about_ca_system_score_gemma":0.000001988805,"threshold_uncertainty_score":0.47466427},"labels":[],"label_agreement":null},{"id":"W4249030898","doi":"10.4133/1.3445504","title":"Characterization of a Slim‐Hole Gamma‐Ray Sonde for Potash Exploration Applications in a Simple Test Pit Environment","year":2010,"lang":"en","type":"article","venue":"Symposium on the Application of Geophysics to Engineering and Environmental Problems 2010","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"PotashCorp (Canada)","funders":"","keywords":"CTD; Potash; Simple (philosophy); Characterization (materials science); Geology; Remote sensing; Oceanography; Materials science; Nanotechnology; Metallurgy; Potassium","score_opus":0.004190890976400395,"score_gpt":0.16195860405150495,"score_spread":0.15776771307510454,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249030898","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.62100154,0.000013321624,0.37728176,0.00014416264,0.00006633098,0.0012268737,0.00015145943,0.00007121391,0.000043360138],"genre_scores_gemma":[0.9972396,0.000069989175,0.0012234234,0.000009742495,0.000058959176,0.0010974783,0.00021986417,0.00005215137,0.000028777695],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99915695,0.0000040430054,0.0003128243,0.00021289055,0.00012875733,0.00018451293],"domain_scores_gemma":[0.99941164,0.00010074378,0.00007237467,0.00034484637,0.0000064383216,0.00006394267],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014118478,0.00019092874,0.00018310384,0.00009466558,0.00004317962,0.000013330217,0.00014530192,0.000079423044,0.0000033576885],"category_scores_gemma":[0.000005180572,0.0001824067,0.000044691456,0.00011633879,0.00003262465,0.00009907081,0.00002982275,0.00016679338,0.000011067376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002103555,0.000053349064,0.000063370666,0.0000675705,0.000006602865,1.0301152e-8,0.00015289547,0.40034127,0.59774816,0.0006416082,0.0000026214652,0.0009204477],"study_design_scores_gemma":[0.00036886754,0.00012443219,0.0040767086,0.000041540297,0.000025691641,5.622743e-7,0.00005447973,0.648823,0.3349867,0.00048580635,0.010658196,0.0003540125],"about_ca_topic_score_codex":0.00001290874,"about_ca_topic_score_gemma":0.0000020026976,"teacher_disagreement_score":0.37623808,"about_ca_system_score_codex":0.00003565095,"about_ca_system_score_gemma":0.0000033132753,"threshold_uncertainty_score":0.74383295},"labels":[],"label_agreement":null},{"id":"W4249311884","doi":"10.2523/130632-ms","title":"Deliquification of South Texas Gas Wells Using Corrosion Resistant Coiled Tubing: A Six Year Case History","year":2010,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"ConocoPhillips","keywords":"Exhibition; Citation; Computer science; World Wide Web; Library science; Archaeology; History","score_opus":0.01458619875152861,"score_gpt":0.1941064705366278,"score_spread":0.1795202717850992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249311884","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9665697,0.000114981034,0.027854111,0.0000028904815,0.00078523875,0.00008669638,0.000002680369,0.00029003952,0.0042936318],"genre_scores_gemma":[0.99326664,0.000007668791,0.006283632,0.0000045629595,0.00005859384,0.0000017997243,0.0000041506078,0.000046237474,0.00032668683],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930924,0.000007590869,0.00025434862,0.00013907079,0.00011330327,0.0001764177],"domain_scores_gemma":[0.999526,0.000029984314,0.00004063714,0.00027395308,0.00005075541,0.00007863802],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016299594,0.00012974958,0.00015288887,0.00011467622,0.000027682321,0.0000096869035,0.00007702371,0.00010157358,0.00015072193],"category_scores_gemma":[0.000029957615,0.00013286721,0.00005300549,0.00009060026,0.000023814811,0.00006293951,0.000011394767,0.00019493325,0.000031539657],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000142365325,0.0000121732455,0.0001408065,0.00008916512,0.000007061222,0.000029805205,0.0005490343,0.09061355,0.9077873,0.00041584353,0.00014844305,0.00019256401],"study_design_scores_gemma":[0.00030763706,0.000024724615,0.00008579727,0.000065911925,0.000035500674,0.00007633543,0.00023418813,0.79653096,0.19929282,0.000013868508,0.0030633225,0.00026894256],"about_ca_topic_score_codex":0.000104378036,"about_ca_topic_score_gemma":0.00003493237,"teacher_disagreement_score":0.7084945,"about_ca_system_score_codex":0.00009056407,"about_ca_system_score_gemma":0.000023831353,"threshold_uncertainty_score":0.5418168},"labels":[],"label_agreement":null},{"id":"W4249674205","doi":"10.2523/83951-ms","title":"Drilling Facility Design - \"A Wells Up Approach\"","year":2003,"lang":"en","type":"article","venue":"Proceedings of Offshore Europe","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Exhibition; Drilling; Citation; Library science; Computer science; World Wide Web; Operations research; Engineering; History; Archaeology; Mechanical engineering","score_opus":0.02104819439293614,"score_gpt":0.18768523117628214,"score_spread":0.166637036783346,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4249674205","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17838676,0.0033752702,0.3303193,0.000026063295,0.0047287904,0.00097416475,0.000028288914,0.0027935312,0.47936785],"genre_scores_gemma":[0.98248863,0.00026113482,0.016467879,0.0000123168775,0.00016711417,0.0000122360325,0.0000036562783,0.000075318254,0.0005116875],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998731,0.000006573994,0.00035240356,0.0002754769,0.00025372242,0.00038079187],"domain_scores_gemma":[0.99948686,0.00003267758,0.000049075235,0.00011548661,0.00019030555,0.00012559454],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005288878,0.00026385966,0.00029922544,0.000121581375,0.000048615977,0.00005269341,0.00022411229,0.000094358635,0.000021337366],"category_scores_gemma":[0.00015805112,0.0002652358,0.000076951685,0.00042757922,0.00004456957,0.00020092956,0.000022160028,0.0002742977,0.000049730264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045976565,0.00016925015,0.0042123976,0.0026894934,0.0003064823,0.000004328905,0.0027772335,0.806856,0.10109228,0.010225397,0.06566933,0.005951886],"study_design_scores_gemma":[0.0008507809,0.0001422253,0.00045700843,0.0002098987,0.000096016694,0.000049414306,0.00038418028,0.25150317,0.381538,0.00048016757,0.3629481,0.0013410478],"about_ca_topic_score_codex":0.0000012200369,"about_ca_topic_score_gemma":1.5960445e-8,"teacher_disagreement_score":0.8041019,"about_ca_system_score_codex":0.000027205326,"about_ca_system_score_gemma":0.000011978253,"threshold_uncertainty_score":0.99998},"labels":[],"label_agreement":null},{"id":"W4250123119","doi":"10.3997/2214-4609-pdb.151.iptc14009","title":"Downhole Gauges Save Rig Time in Extended Well Tests and Provide Unique Long Term Pressure Data","year":2009,"lang":"en","type":"article","venue":"IPTC 2009: International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Pearl; Pressure measurement; Petroleum engineering; Term (time); Scale (ratio); Marine engineering; Geology; Shell (structure); Data acquisition; Engineering; Environmental science; Computer science; Mechanical engineering; Geography; Physics; Cartography; Archaeology; Operating system","score_opus":0.0090409279300534,"score_gpt":0.2313050083748718,"score_spread":0.2222640804448184,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250123119","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8964761,0.0047004516,0.047171682,0.0071538747,0.0009875692,0.00064139615,0.0003651803,0.003870822,0.03863292],"genre_scores_gemma":[0.9967538,0.00029837768,0.0013238844,0.0000561083,0.00006351567,0.000014596474,0.000094828596,0.000024247363,0.0013706079],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873614,0.000012744304,0.00030463375,0.00043573364,0.00017368598,0.00033703656],"domain_scores_gemma":[0.99921805,0.00004201831,0.000051941683,0.0005472243,0.00007895599,0.000061834435],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014865962,0.00025265416,0.00025249497,0.0005030066,0.00003094429,0.00007710482,0.0008937061,0.00026669758,0.00009580037],"category_scores_gemma":[0.000102230755,0.00026758856,0.000018897155,0.00017352127,0.00008811297,0.00031361086,0.00015775186,0.000518293,0.000059634353],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017281694,0.0007998348,0.09068441,0.0004266976,0.00089894596,0.0010408552,0.00039759598,0.24462515,0.24408455,0.03748409,0.009784941,0.36960012],"study_design_scores_gemma":[0.0010593084,0.00013624589,0.086928405,0.00044784346,0.00003694726,0.00017547146,0.000021605032,0.87610435,0.009108428,0.004163023,0.021118684,0.0006996612],"about_ca_topic_score_codex":0.000016186412,"about_ca_topic_score_gemma":0.000057582696,"teacher_disagreement_score":0.6314792,"about_ca_system_score_codex":0.00005323156,"about_ca_system_score_gemma":0.000033969995,"threshold_uncertainty_score":0.99997765},"labels":[],"label_agreement":null},{"id":"W4250407948","doi":"10.2523/107014-ms","title":"Sour-Well Serviceability of Higher-Strength Coiled Tubing","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Serviceability (structure); Download; Citation; Exhibition; Engineering; Library science; Computer science; World Wide Web; Civil engineering; Archaeology; History","score_opus":0.004972935373909194,"score_gpt":0.19323286985473143,"score_spread":0.18825993448082223,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250407948","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8387485,0.0005355329,0.0711174,0.000011738966,0.00088548823,0.00008352729,0.0000029847643,0.00091270375,0.08770213],"genre_scores_gemma":[0.9972381,0.000011814698,0.0022268428,0.000012475458,0.000118239135,0.0000010554957,0.0000034546747,0.000028489223,0.00035955233],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99922365,0.0000044869207,0.00025576027,0.00009597629,0.00011287635,0.0003072476],"domain_scores_gemma":[0.9995593,0.000091236616,0.000015859167,0.00021092837,0.00002526221,0.0000974589],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029128854,0.00012563949,0.00016212097,0.00006077107,0.000016884582,0.000007034692,0.000099148856,0.00007394639,0.00029821228],"category_scores_gemma":[0.0000058117203,0.00012278318,0.000057109664,0.00017759165,0.000012181467,0.000072694376,0.000017587521,0.00011906043,0.000052532192],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019413093,0.00014461718,0.017507466,0.0011884614,0.00017492237,0.00000816237,0.0009813746,0.9122793,0.05079252,0.0018214536,0.000740004,0.014342312],"study_design_scores_gemma":[0.0010874465,0.000055361943,0.056827363,0.00016086355,0.000081770086,0.0000084311,0.00036939146,0.42563638,0.46892124,0.00021758929,0.04561798,0.0010161913],"about_ca_topic_score_codex":0.000029244207,"about_ca_topic_score_gemma":0.000011670809,"teacher_disagreement_score":0.48664293,"about_ca_system_score_codex":0.000036517493,"about_ca_system_score_gemma":0.0000030202912,"threshold_uncertainty_score":0.5006953},"labels":[],"label_agreement":null},{"id":"W4250501279","doi":"10.2523/59161-ms","title":"Wired BHA Applications in Underbalanced Coiled Tubing Drilling","year":2000,"lang":"en","type":"article","venue":"Proceedings of IADC/SPE Drilling Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Citation; Computer science; Engineering; World Wide Web; Mechanical engineering","score_opus":0.007805529992507751,"score_gpt":0.19034252525592993,"score_spread":0.18253699526342218,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250501279","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91553974,0.0007282252,0.042565458,0.00006449161,0.00019868184,0.00054871803,0.000017139837,0.0010753467,0.039262176],"genre_scores_gemma":[0.9931199,0.001247413,0.0051308447,0.000013474992,0.0001362551,0.000079127145,0.000015450676,0.00008264042,0.00017492013],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979618,0.000004032658,0.00068415183,0.0004343897,0.00031758155,0.00059802824],"domain_scores_gemma":[0.99926746,0.00009307903,0.000092327115,0.00017957046,0.0002126732,0.00015489661],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028538096,0.0003783586,0.00053582684,0.00027841542,0.00009124175,0.0001263633,0.00046573448,0.00019325774,0.00011483656],"category_scores_gemma":[0.00004372052,0.00042149756,0.00010219984,0.0008057075,0.000076513155,0.0005390778,0.00003073649,0.00036343353,0.00003344668],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046271438,0.00013069455,0.006801188,0.0013892082,0.00014106963,0.000004512696,0.0044094166,0.73282754,0.19613114,0.018380428,0.00014489137,0.039593633],"study_design_scores_gemma":[0.001012033,0.000052521606,0.00087148754,0.0012720234,0.00004842293,0.000011022208,0.000773279,0.9000619,0.08536348,0.0054583303,0.0040434985,0.001032003],"about_ca_topic_score_codex":0.000024128267,"about_ca_topic_score_gemma":0.000009366087,"teacher_disagreement_score":0.16723436,"about_ca_system_score_codex":0.000115060466,"about_ca_system_score_gemma":0.000033738987,"threshold_uncertainty_score":0.9998237},"labels":[],"label_agreement":null},{"id":"W4250623360","doi":"10.2118/130279-pa","title":"Sour Serviceability of Higher-Strength Coiled Tubing: Final Results","year":2010,"lang":"en","type":"article","venue":"SPE Projects Facilities & Construction","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Shell Canada; Exxon Mobil Corporation","keywords":"Serviceability (structure); Structural engineering; Sour gas; Bending; Engineering; Materials science; Composite material; Waste management","score_opus":0.014085869074938273,"score_gpt":0.20649001387464214,"score_spread":0.19240414479970386,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250623360","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9835701,0.00010445224,0.00084999256,0.000025589556,0.003316536,0.0001868323,0.00018619337,0.00061890314,0.011141414],"genre_scores_gemma":[0.99474484,0.000019571604,0.004415246,0.0000025881052,0.000232939,0.0000130127155,0.00003938143,0.000022411547,0.0005099854],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998812,0.000019897689,0.00041650856,0.000220487,0.00019520144,0.00033590847],"domain_scores_gemma":[0.9993322,0.00007575144,0.00005808716,0.00035152596,0.000099887126,0.00008256562],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023033086,0.00021714957,0.0002477543,0.00012140839,0.000055841705,0.000029236906,0.00012132593,0.00016406851,0.0001116707],"category_scores_gemma":[0.000060433624,0.00022732974,0.00008042387,0.00020725475,0.00012913058,0.00020744686,0.000027479062,0.00041711016,0.000024221423],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008665067,0.0004243691,0.033095088,0.012154743,0.000878695,0.000018641334,0.02321478,0.28352466,0.34671044,0.01603482,0.0014901861,0.28158703],"study_design_scores_gemma":[0.0076826196,0.00044093054,0.02079901,0.00065094075,0.0002893261,0.00036220023,0.009168223,0.24625424,0.5189356,0.0040748925,0.18781108,0.0035309254],"about_ca_topic_score_codex":0.000147283,"about_ca_topic_score_gemma":0.000056619174,"teacher_disagreement_score":0.27805611,"about_ca_system_score_codex":0.000044584605,"about_ca_system_score_gemma":0.00003824916,"threshold_uncertainty_score":0.92702377},"labels":[],"label_agreement":null},{"id":"W4250973199","doi":"10.2523/80455-ms","title":"Under-Balanced Drilling Experience in a Shallow Clastic Oil Field, Offshore Sabah, South China Sea","year":2003,"lang":"en","type":"article","venue":"Proceedings of SPE Asia Pacific Oil and Gas Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Exhibition; China; Archaeology; Geology; History","score_opus":0.012572121358586074,"score_gpt":0.2015439323977577,"score_spread":0.18897181103917163,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4250973199","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96586514,0.00035711282,0.0008946135,0.00012570585,0.00009420317,0.000025531757,0.0000034036445,0.000100846824,0.032533474],"genre_scores_gemma":[0.9966394,0.0027086728,0.00046045336,0.0000078713865,0.000035204263,0.000015767828,0.00000411281,0.000018478246,0.00011007605],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999065,0.000002882419,0.00024867652,0.0002605291,0.00013948472,0.00028341904],"domain_scores_gemma":[0.9997339,0.000022515329,0.000043356944,0.000052441166,0.000051930198,0.000095855896],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000117844815,0.00020171348,0.00025344832,0.00012796112,0.00005320926,0.00008684957,0.000058219754,0.00011466611,0.000014962868],"category_scores_gemma":[0.00003504686,0.00020241141,0.000030238578,0.00017811774,0.000057314814,0.0002494465,0.000013701588,0.0001941428,0.0000018812274],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025505963,0.00025666438,0.12797022,0.007821791,0.00016246954,0.000031596992,0.072759375,0.01982766,0.27540922,0.0508409,0.00026313053,0.44440192],"study_design_scores_gemma":[0.0061847284,0.0008935524,0.02356719,0.009305525,0.00016960636,0.0002868874,0.10886506,0.5409843,0.2743553,0.029722368,0.0017928315,0.0038726581],"about_ca_topic_score_codex":0.000010635853,"about_ca_topic_score_gemma":0.0000058986657,"teacher_disagreement_score":0.5211566,"about_ca_system_score_codex":0.00001861085,"about_ca_system_score_gemma":0.000010688858,"threshold_uncertainty_score":0.82540977},"labels":[],"label_agreement":null},{"id":"W4251992646","doi":"10.2172/896513","title":"Enhanced Wellbore Stabilization and Reservoir Productivity with Aphron Drilling Fluid Technology","year":2004,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Computer science; Task (project management); Certification; Drilling fluid; Sizing; Environmental science; Process engineering; Engineering; Mechanical engineering; Systems engineering; Chemistry","score_opus":0.0087137466239928,"score_gpt":0.20752261277821274,"score_spread":0.19880886615421994,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4251992646","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.186587,0.007966184,0.7323172,0.00014925985,0.0016732247,0.0011159453,0.000023317318,0.0051770057,0.064990826],"genre_scores_gemma":[0.9889046,0.004298962,0.0046022306,0.000001905698,0.00039122783,0.00006673411,0.000081016675,0.00021305951,0.0014402505],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9982913,0.000007808231,0.00033133986,0.0005574687,0.00040338596,0.00040869773],"domain_scores_gemma":[0.99906,0.00002381383,0.0000635232,0.0005369425,0.00023678486,0.000078953286],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027479389,0.0004496537,0.00051015854,0.0004209675,0.00007413834,0.000047794612,0.00013704765,0.0005144533,0.000019665315],"category_scores_gemma":[0.00009651006,0.00039690698,0.000039751903,0.00053580216,0.00008119953,0.00013933361,0.000047832298,0.0005479547,0.000006309532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060168272,0.000013921059,0.00010130839,0.0015961699,0.00009905404,0.000009534074,0.00008244034,0.9897068,0.0047638104,0.00010616882,0.00022159795,0.0032931645],"study_design_scores_gemma":[0.0020067515,0.0006841337,0.00048763165,0.006996601,0.000515697,0.0005359606,0.0003966552,0.22578879,0.5614957,0.0013545697,0.19430885,0.005428651],"about_ca_topic_score_codex":0.00006123654,"about_ca_topic_score_gemma":0.00016494011,"teacher_disagreement_score":0.8023176,"about_ca_system_score_codex":0.00041131268,"about_ca_system_score_gemma":0.00021722983,"threshold_uncertainty_score":0.9998483},"labels":[],"label_agreement":null},{"id":"W4252321614","doi":"10.2523/86700-ms","title":"Exceeding Drilling Performance and Environmental Requirements with Potassium Silicate Based Drilling Fluid","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPE International Conference on Health, Safety, and Environment in Oil and Gas Exploration and Production","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Citation; Drilling fluid; Silicate; Drilling; Library science; Potassium silicate; Environmental science; Computer science; Engineering; Chemical engineering; Mechanical engineering","score_opus":0.025077318576426824,"score_gpt":0.21625632067891673,"score_spread":0.1911790021024899,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252321614","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9479513,0.00061320805,0.0022975442,0.047474552,0.00025670804,0.00019063047,0.000010246123,0.00007404534,0.0011317467],"genre_scores_gemma":[0.72792345,0.2710903,0.00081953686,0.000029684525,0.000064965185,0.000013049362,0.000018764162,0.0000129924965,0.00002721511],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990661,0.0000029710825,0.00029144736,0.00029124127,0.00019320105,0.00015502496],"domain_scores_gemma":[0.9997813,0.000008100324,0.00007936788,0.00003658917,0.000014289897,0.00008034264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022995271,0.00016499103,0.00015892021,0.00014474255,0.000107448875,0.000053469572,0.00003625239,0.00004591014,0.000005098775],"category_scores_gemma":[0.000005742258,0.0001593122,0.000008706553,0.000044034055,0.000079458296,0.00048596703,0.000018152574,0.00012828855,7.414547e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002858334,0.000078023884,0.0021565442,0.0007391371,0.000031484007,6.0754235e-7,0.0025046251,0.17116018,0.024342738,0.0017310175,0.00000591531,0.7969639],"study_design_scores_gemma":[0.0046902546,0.0015474522,0.0063561867,0.003390011,0.000048189286,0.000077006254,0.0046065045,0.9052354,0.033754963,0.035661206,0.0033998785,0.0012329615],"about_ca_topic_score_codex":0.000013539589,"about_ca_topic_score_gemma":0.0000022191884,"teacher_disagreement_score":0.79573095,"about_ca_system_score_codex":0.00009183353,"about_ca_system_score_gemma":0.000007283028,"threshold_uncertainty_score":0.6496563},"labels":[],"label_agreement":null},{"id":"W4252453712","doi":"10.2523/105413-ms","title":"Cementing Considerations for Casing While Drilling Operations: CaseHistory","year":2007,"lang":"en","type":"article","venue":"Proceedings of SPE/IADC Drilling Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Drilling; Citation; Computer science; Engineering; Geology; Mining engineering; Petroleum engineering; Library science; Mechanical engineering","score_opus":0.03613993755918658,"score_gpt":0.23347827353983017,"score_spread":0.1973383359806436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252453712","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33194503,0.00090852333,0.6442562,0.00015218207,0.0013863776,0.00084044883,0.000035664358,0.0010656869,0.019409895],"genre_scores_gemma":[0.91923535,0.00017197544,0.07993248,0.000032985918,0.00035748957,0.00003362476,0.0000116319325,0.000084449865,0.0001399948],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99789584,0.0000022556262,0.0008119667,0.00038576336,0.0002709091,0.0006332404],"domain_scores_gemma":[0.9985811,0.00027117075,0.00011395762,0.00013515577,0.0007354792,0.00016312678],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00079054816,0.0003405224,0.00041682832,0.0003469419,0.0003485904,0.00018691778,0.00018276309,0.00015900556,0.00003892401],"category_scores_gemma":[0.0003368987,0.00040161936,0.0001255329,0.00026481986,0.00008464685,0.00049174455,0.00003550599,0.00027573033,0.000008516307],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025451249,0.00006825946,0.0010974224,0.0015565876,0.00020948357,0.000008432736,0.005000318,0.5411541,0.39979976,0.04315116,0.0010512206,0.006877806],"study_design_scores_gemma":[0.0006345631,0.00006995816,0.0000769991,0.00072951755,0.00009844138,0.00004337457,0.0012162289,0.7714891,0.21679905,0.0020447623,0.0060384376,0.00075957994],"about_ca_topic_score_codex":0.000036879166,"about_ca_topic_score_gemma":0.000044513243,"teacher_disagreement_score":0.58729035,"about_ca_system_score_codex":0.00015263805,"about_ca_system_score_gemma":0.000057662262,"threshold_uncertainty_score":0.9998436},"labels":[],"label_agreement":null},{"id":"W4252565698","doi":"10.2118/2004-227","title":"Numerical Modelling of Cuttings Transport in Horizontal Wells Using Conventional Drilling Fluids","year":2004,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Drilling; Drilling fluid; Geology; Directional drilling; Numerical models; Mechanical engineering; Engineering; Numerical modeling; Geophysics","score_opus":0.017941901586133218,"score_gpt":0.20377040891796294,"score_spread":0.18582850733182973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252565698","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6041721,0.00006564872,0.3912533,0.000065862114,0.00051866344,0.00003909263,0.00003324424,0.000047792026,0.0038043289],"genre_scores_gemma":[0.99572563,0.00003339437,0.003987682,0.000020685746,0.00010947216,0.0000051048423,0.000043174026,0.00003168114,0.00004318716],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884844,0.0000056296026,0.00038735394,0.00019558036,0.00023378199,0.00032921263],"domain_scores_gemma":[0.9995624,0.000017802715,0.000034059736,0.00010086422,0.000084253006,0.00020062695],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000114483184,0.0001703129,0.0002070696,0.00040861327,0.00003182058,0.00002510858,0.0002439051,0.0000923606,0.00014690145],"category_scores_gemma":[0.0000083195255,0.00021725842,0.0000844169,0.00014575585,0.000037142017,0.00017476942,0.0000055053315,0.00023753912,0.000011872332],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003899241,0.000008465332,0.002382505,0.000024606705,0.000029595396,0.000026307887,0.00012996884,0.99132526,0.0010599906,0.0049449382,0.0000037726911,0.000060701233],"study_design_scores_gemma":[0.00042991707,0.000012916715,0.0005391547,0.0002406829,0.000007047053,0.000018326607,0.000043006734,0.9950675,0.001925783,0.00043112738,0.0010720524,0.0002124892],"about_ca_topic_score_codex":0.026608054,"about_ca_topic_score_gemma":0.004037277,"teacher_disagreement_score":0.39155352,"about_ca_system_score_codex":0.00054152554,"about_ca_system_score_gemma":0.000272152,"threshold_uncertainty_score":0.97987384},"labels":[],"label_agreement":null},{"id":"W4252727676","doi":"10.2118/115205-ms","title":"New Steel Tooth Cutting Structure Breaks Multiple Records in Australasia","year":2008,"lang":"en","type":"article","venue":"IADC/SPE Asia Pacific Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Bit (key); Drilling; Engineering; Computer science; Mechanical engineering; Structural engineering; Engineering drawing","score_opus":0.011033141123039422,"score_gpt":0.19753974889373496,"score_spread":0.18650660777069555,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252727676","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92027164,0.0005395569,0.07198579,0.00038800444,0.0006318238,0.00027634812,0.000020334108,0.0017251902,0.004161337],"genre_scores_gemma":[0.988693,0.00080379803,0.010033971,0.000007818741,0.00013919974,0.000012590734,0.000037148697,0.00005412633,0.00021834877],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983961,0.000015652833,0.00042249804,0.000447855,0.00015170487,0.000566164],"domain_scores_gemma":[0.99939036,0.000047232046,0.000057019857,0.0003345329,0.00005101939,0.00011982747],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010080484,0.00035365613,0.0003914571,0.0005733672,0.00014035562,0.00005185335,0.00017876075,0.00053662644,0.000044263492],"category_scores_gemma":[0.00004772526,0.000387012,0.000051102757,0.00056974904,0.0001127811,0.0002597426,0.000040362247,0.0006884655,0.00002140439],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009413774,0.000116007555,0.14357091,0.00058596674,0.00024256796,0.00061314675,0.0056537744,0.17794092,0.21313225,0.011270512,0.005809033,0.44097075],"study_design_scores_gemma":[0.004364565,0.0003467273,0.01449571,0.0018785532,0.00008774231,0.001656941,0.0048267306,0.76936233,0.15649292,0.021348836,0.022139749,0.0029992193],"about_ca_topic_score_codex":0.000069758,"about_ca_topic_score_gemma":0.0001175232,"teacher_disagreement_score":0.59142137,"about_ca_system_score_codex":0.000081096245,"about_ca_system_score_gemma":0.00004889621,"threshold_uncertainty_score":0.9998582},"labels":[],"label_agreement":null},{"id":"W4252785502","doi":"10.2523/iptc-12027-ms","title":"Exploratory Well Hits Target Successfully on the 8th Attempts in the Binak Oilfield, North of Persian Gulf","year":2008,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Geology; Casing; Drilling fluid; Petroleum engineering; Borehole; Oil shale; Sloughing; Drill; Drill string; Lost circulation; Mining engineering; Geotechnical engineering; Engineering; Paleontology; Mechanical engineering","score_opus":0.015430421628849594,"score_gpt":0.19469569672533668,"score_spread":0.1792652750964871,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4252785502","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97618806,0.00011315819,0.0052416027,0.003420123,0.00042088446,0.00007030136,0.000013099342,0.00020045212,0.014332328],"genre_scores_gemma":[0.9993864,0.00015776306,0.000108453045,0.00009659112,0.000049671562,0.000041376712,0.000008132005,0.000015900954,0.00013569348],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911946,0.000019832616,0.00023816398,0.00016902282,0.0002490093,0.00020453463],"domain_scores_gemma":[0.9994447,0.000098541714,0.0000486112,0.0003166541,0.00007232802,0.000019127934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012952911,0.00015675655,0.00015387931,0.0003254455,0.000051820552,0.0000146936345,0.00093097717,0.00011751732,0.000085358064],"category_scores_gemma":[0.00006264672,0.000111637775,0.00004802532,0.0002527469,0.00014513444,0.00008060204,0.000049166898,0.0004881795,0.000060234146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005708451,0.00026876215,0.18832473,0.00007964959,0.00029650514,0.00028758086,0.0029610337,0.70149386,0.00490973,0.09168295,0.006895318,0.0027427974],"study_design_scores_gemma":[0.0027664527,0.00062537397,0.090103775,0.00074589666,0.00004492615,0.00033461984,0.005673371,0.7335629,0.04920397,0.006968443,0.108191416,0.0017788662],"about_ca_topic_score_codex":0.00001723914,"about_ca_topic_score_gemma":0.00007596083,"teacher_disagreement_score":0.1012961,"about_ca_system_score_codex":0.000044415643,"about_ca_system_score_gemma":0.000029180936,"threshold_uncertainty_score":0.45524564},"labels":[],"label_agreement":null},{"id":"W4253301838","doi":"10.2523/98896-ms","title":"Effects of Long-Term Exposure to Ultrahigh Temperature on the MechanicalParameters of Cement","year":2006,"lang":"en","type":"article","venue":"Proceedings of IADC/SPE Drilling Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cement; Citation; Computer science; Drilling; Materials science; Engineering; Composite material; Library science; Mechanical engineering","score_opus":0.006371961471830308,"score_gpt":0.18393702772066578,"score_spread":0.17756506624883547,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253301838","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9935303,0.00020613981,0.0044915443,0.00006441692,0.00025054807,0.00039422754,0.000008636634,0.00012368297,0.0009305499],"genre_scores_gemma":[0.99840707,0.00011254632,0.0012734531,0.000016608732,0.00007614915,0.000027432428,0.0000031344482,0.000041169205,0.00004241834],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985932,0.0000047055987,0.00049488136,0.00024718052,0.0003566495,0.00030338016],"domain_scores_gemma":[0.99916476,0.00020176297,0.00013392269,0.00015304303,0.00027427232,0.00007222237],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020992385,0.00027448207,0.00042863804,0.00015322237,0.000034825796,0.00003570091,0.00038341508,0.0001289925,0.000010718059],"category_scores_gemma":[0.00010568011,0.00021648186,0.00011575565,0.00032720546,0.000048770522,0.0000767696,0.000034568857,0.00024331405,0.000003860188],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026268923,0.000063607906,0.0006758626,0.0013858946,0.00007232556,0.0000013105131,0.0003882255,0.05239361,0.93518865,0.008897947,0.0001421223,0.0007641832],"study_design_scores_gemma":[0.00025788578,0.00027458178,0.0024574252,0.0013549082,0.00004644724,0.0000018533608,0.00005097715,0.0053960513,0.9896055,0.00029419898,0.000026304411,0.00023390692],"about_ca_topic_score_codex":0.000014168597,"about_ca_topic_score_gemma":0.0000013621475,"teacher_disagreement_score":0.05441682,"about_ca_system_score_codex":0.000030739113,"about_ca_system_score_gemma":0.000013153793,"threshold_uncertainty_score":0.8827874},"labels":[],"label_agreement":null},{"id":"W4253386593","doi":"10.2523/59743-ms","title":"Reservoir Characterization During Underbalanced Drilling: A New Model","year":2000,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Citation; Underbalanced drilling; Computer science; Download; Petroleum engineering; Library science; Engineering; World Wide Web; Drilling fluid; Mechanical engineering","score_opus":0.007982630582698703,"score_gpt":0.17523295385655446,"score_spread":0.16725032327385575,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253386593","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7096605,0.0000432472,0.2691097,0.000049819817,0.000110598965,0.00006618211,0.0000024158705,0.0013578305,0.019599747],"genre_scores_gemma":[0.9786139,0.00027360546,0.0024143076,0.000024103334,0.00017176032,0.0000048166144,0.000024979625,0.000054980614,0.01841751],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933136,0.0000028422685,0.00016489715,0.00014026383,0.00010256388,0.00025806538],"domain_scores_gemma":[0.9996778,0.000006377398,0.0000073249344,0.0001896593,0.000008929459,0.000109904904],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000031252417,0.00013991576,0.00012197371,0.00005566072,0.000043819226,0.000041403277,0.0000992626,0.00006706937,0.0003195196],"category_scores_gemma":[0.0000029915961,0.00014611213,0.000038855505,0.00015050248,0.0000050342937,0.00018050708,0.0000069537905,0.00010650427,0.00014311555],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038228814,0.0000030717324,0.000027786255,0.000028045142,0.00001037939,0.0000012720153,0.00011869575,0.94769853,0.049367044,0.0000939114,0.00010570631,0.002541715],"study_design_scores_gemma":[0.0002362006,0.0000036036304,0.0004848316,0.0000318673,0.0000041234675,0.0000031485533,0.000003091497,0.9837762,0.013100457,0.00015194032,0.0020142144,0.00019030008],"about_ca_topic_score_codex":0.000006610299,"about_ca_topic_score_gemma":0.0000025119205,"teacher_disagreement_score":0.26895347,"about_ca_system_score_codex":0.000042886884,"about_ca_system_score_gemma":0.0000103033335,"threshold_uncertainty_score":0.59582794},"labels":[],"label_agreement":null},{"id":"W4253447575","doi":"10.2523/iptc-11237-ms","title":"Optimising Fluid Choices for Landfarm Applications","year":2007,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling fluid; Environmental science; Ecotoxicity; Bioremediation; Petroleum; Biodegradation; Petroleum engineering; Loam; Diesel fuel; Drill cuttings; Waste management; Drilling; Contamination; Soil water; Engineering; Geology; Chemistry; Soil science; Ecology","score_opus":0.009745121168498384,"score_gpt":0.24272319877587253,"score_spread":0.23297807760737416,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253447575","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0201554,0.000219527,0.95571035,0.00025657204,0.0004966116,0.00010448794,0.00001776273,0.0012335392,0.021805735],"genre_scores_gemma":[0.98598653,0.00006016014,0.013168273,0.000021145683,0.0001805622,0.000097906435,0.000026239708,0.000023092756,0.0004361193],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992904,0.0000010325747,0.00019574631,0.00016383114,0.000109131506,0.00023985325],"domain_scores_gemma":[0.9995862,0.00006691962,0.00002709477,0.000160514,0.0001189581,0.000040260005],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014297182,0.00011793532,0.00010806528,0.0004308833,0.00004863266,0.000039886618,0.0003831459,0.00013616709,0.000025031355],"category_scores_gemma":[0.000032059765,0.00013005902,0.000038827373,0.00015741012,0.000044239252,0.00007842311,0.000029470022,0.00015695124,0.00003018201],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033153956,0.000079106954,0.0033995577,0.00011946709,0.0003454999,0.000011834235,0.000079418234,0.44585326,0.11134635,0.21015593,0.0007166228,0.22785981],"study_design_scores_gemma":[0.00045635272,0.000028841203,0.00031618134,0.000050189716,0.000014582483,0.000026838425,0.000067462264,0.5557823,0.049102493,0.004422563,0.3894305,0.00030168227],"about_ca_topic_score_codex":0.000002683905,"about_ca_topic_score_gemma":0.000010539253,"teacher_disagreement_score":0.9658311,"about_ca_system_score_codex":0.000063700936,"about_ca_system_score_gemma":0.000010888946,"threshold_uncertainty_score":0.5303653},"labels":[],"label_agreement":null},{"id":"W4253585005","doi":"10.2523/74834-ms","title":"New Downhole Tool Can Solve Depth Control Problems in Coiled-Tubing Fracturing Operations","year":2002,"lang":"en","type":"article","venue":"Proceedings of SPE/ICoTA Coiled Tubing Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Exhibition; Computer science; Engineering; World Wide Web; Archaeology; History","score_opus":0.011979442605456454,"score_gpt":0.18153567358146816,"score_spread":0.16955623097601172,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253585005","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96582395,0.00075745984,0.022445768,0.0002750328,0.00022268563,0.00053009717,0.00001442023,0.00045595798,0.009474614],"genre_scores_gemma":[0.99695736,0.000930993,0.0016988761,0.000035811245,0.00016717815,0.000048955342,0.0000130482995,0.000053229254,0.0000945441],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99832433,0.000004009978,0.0005627765,0.00037273287,0.00024411811,0.00049200276],"domain_scores_gemma":[0.9994696,0.00004501471,0.00007287338,0.00010471114,0.00015428086,0.00015351485],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019964774,0.00033598903,0.00044444035,0.00030580867,0.000116848016,0.00027748186,0.00015392019,0.00017199425,0.00009095328],"category_scores_gemma":[0.000059398375,0.00036670628,0.000059814553,0.00030307082,0.000042587333,0.0007467678,0.000034763296,0.00040277565,0.000012570501],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030017358,0.0001397431,0.009764263,0.0016286025,0.0001709864,0.000010137177,0.011373913,0.47431904,0.4326432,0.0053258664,0.00080463814,0.06378957],"study_design_scores_gemma":[0.0023904997,0.00013168617,0.0019239769,0.001956112,0.000064885244,0.000032195912,0.0007517287,0.9546313,0.036171425,0.0008062117,0.0003474776,0.0007924947],"about_ca_topic_score_codex":0.00016469836,"about_ca_topic_score_gemma":0.00010729954,"teacher_disagreement_score":0.48031226,"about_ca_system_score_codex":0.00009295603,"about_ca_system_score_gemma":0.000022960427,"threshold_uncertainty_score":0.99987847},"labels":[],"label_agreement":null},{"id":"W4253693238","doi":"10.2523/107530-ms","title":"How to Select PDC Bit for Optimal Drilling Performance","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Citation; Computer science; Vendor; Information retrieval; Library science; Operations research; World Wide Web; Engineering; Business; Marketing; Mechanical engineering","score_opus":0.0069858641634151,"score_gpt":0.1872409950190536,"score_spread":0.18025513085563852,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253693238","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24578314,0.000067936206,0.7499095,0.00003914577,0.00034137696,0.00012599364,0.0000012843003,0.0005806648,0.0031509323],"genre_scores_gemma":[0.93329954,0.000017918966,0.06463512,0.000034321718,0.00031047597,0.000013207756,0.0000034727452,0.000050067625,0.0016358729],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922,8.9522405e-7,0.00012288727,0.0001330319,0.00008741259,0.00043577238],"domain_scores_gemma":[0.9996687,0.000052149197,0.000006669698,0.00012206624,0.000032240514,0.000118160235],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021398101,0.00013798421,0.00012191908,0.00011906316,0.000050065846,0.0000563993,0.000097963835,0.000056772853,0.000006351269],"category_scores_gemma":[0.000018787725,0.00013552798,0.000047075286,0.00019852002,0.0000042611964,0.00011163785,0.000010034008,0.000086415515,0.000032752294],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000593601,0.0000028446009,0.000100126665,0.00007613063,0.00001690289,8.364845e-7,0.000091918686,0.973699,0.009129741,0.00011327991,0.00091393344,0.01584938],"study_design_scores_gemma":[0.00014144611,0.000051317526,0.00014957656,0.000025913456,0.0000057719367,0.00000402957,0.000029652416,0.7796872,0.14327626,0.0000031431562,0.07639855,0.00022712443],"about_ca_topic_score_codex":0.000001420252,"about_ca_topic_score_gemma":0.0000037291381,"teacher_disagreement_score":0.6875164,"about_ca_system_score_codex":0.000044818324,"about_ca_system_score_gemma":0.000004302924,"threshold_uncertainty_score":0.552667},"labels":[],"label_agreement":null},{"id":"W4253974329","doi":"10.2118/2006-078","title":"Laboratory Testing of Novel Sealant for Leaky Wells","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta; Encana (Canada)","funders":"","keywords":"Sealant; Petroleum engineering; Computer science; Forensic engineering; Geology; Materials science; Engineering; Composite material","score_opus":0.01577883799440952,"score_gpt":0.19992374705453508,"score_spread":0.18414490906012557,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4253974329","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.749246,0.0001947186,0.1481011,0.000346186,0.0023378537,0.0001684822,0.0016353067,0.0002917181,0.0976786],"genre_scores_gemma":[0.99618566,0.0000036774097,0.0029938258,0.000025346344,0.00020453434,0.000014428368,0.00005171188,0.000023201508,0.0004976249],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99938965,0.0000019661613,0.00018377513,0.000109922665,0.0000994913,0.00021518866],"domain_scores_gemma":[0.99952435,0.00006616718,0.000027447364,0.00009198711,0.00018937253,0.00010069833],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007263985,0.00010189927,0.00010789059,0.00017695838,0.00002571283,0.00003295791,0.00018508529,0.000048319187,0.000033555774],"category_scores_gemma":[0.000049125938,0.000121462086,0.00003123241,0.00007964255,0.00002024935,0.00006678314,0.0000059063186,0.000080682745,0.000007867373],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016770294,0.0000075867238,0.0023580259,0.00004897363,0.000027338981,0.0000029037321,0.000016777909,0.96844316,0.013091032,0.013488384,0.0022419041,0.0002722497],"study_design_scores_gemma":[0.0002703538,0.000011827796,0.002711011,0.00007496948,0.0000057813118,0.000003268132,0.000011682046,0.9275661,0.0040594637,0.0001159093,0.06501477,0.00015484843],"about_ca_topic_score_codex":0.010474712,"about_ca_topic_score_gemma":0.01116938,"teacher_disagreement_score":0.24693961,"about_ca_system_score_codex":0.00014144748,"about_ca_system_score_gemma":0.00015700703,"threshold_uncertainty_score":0.9961146},"labels":[],"label_agreement":null},{"id":"W4254097760","doi":"10.12972/ksmer.2014.51.5.715","title":"Methods to Improve Cement Bond in SAGD Wells","year":2014,"lang":"en","type":"article","venue":"Journal of the Korean Society of Mineral and Energy Resources Engineers","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cement; Petroleum engineering; Bond; Geology; Engineering; Materials science; Metallurgy; Business","score_opus":0.0048697760040647626,"score_gpt":0.2004254030532437,"score_spread":0.19555562704917892,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254097760","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.861336,0.0023439082,0.13137293,0.0008848166,0.0012552228,0.000067779016,0.0000061489645,0.00006132392,0.0026718446],"genre_scores_gemma":[0.9480767,0.00030060683,0.050265238,0.00020372136,0.0004023776,0.0000024738433,5.3986054e-7,0.000043234064,0.00070509344],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990593,0.00002845045,0.00040349376,0.000092491675,0.00018511795,0.00023111964],"domain_scores_gemma":[0.9994875,0.00012923205,0.00007691462,0.0001486164,0.000031806696,0.00012591717],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060187327,0.00017178996,0.000322711,0.00008376979,0.0000249698,0.000016997468,0.0002249514,0.00007953587,0.0000032707023],"category_scores_gemma":[0.00004072408,0.00012116915,0.00023476692,0.00021060003,0.000033394244,0.00005386074,0.00004674918,0.00021314419,2.3346088e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008634954,0.0000115966,0.0001465408,0.00008586884,0.00009220762,4.6124487e-7,0.0016764292,0.94144386,0.036378626,0.00009797418,0.0062072137,0.013850614],"study_design_scores_gemma":[0.00096774666,0.00021557747,0.0014427815,0.00042150985,0.00007326328,0.000030929525,0.00088875677,0.6872021,0.03186537,0.00016421636,0.27630347,0.00042432113],"about_ca_topic_score_codex":0.000055868564,"about_ca_topic_score_gemma":0.000004707864,"teacher_disagreement_score":0.27009624,"about_ca_system_score_codex":0.000052071537,"about_ca_system_score_gemma":0.0000054244542,"threshold_uncertainty_score":0.49411345},"labels":[],"label_agreement":null},{"id":"W4254181990","doi":"10.2523/91593-ms","title":"Underbalanced Drilling in Canada: Tracking the Long-Term Performance of Underbalanced Drilling Projects in Canada","year":2004,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Underbalanced drilling; Drilling; Term (time); Computer science; Engineering; Mechanical engineering; Drilling fluid","score_opus":0.00912578418209309,"score_gpt":0.1696810521595693,"score_spread":0.1605552679774762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254181990","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9924438,0.0004074331,0.0054726135,0.00006124626,0.00050421036,0.00024363711,0.0000032526582,0.000074774754,0.00078903895],"genre_scores_gemma":[0.99930316,0.00028234985,0.00023368502,0.00004996288,0.000046456804,0.000016798942,0.0000057598454,0.000049239763,0.000012584228],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982568,0.000013109761,0.00054251956,0.00023221836,0.000323219,0.0006321311],"domain_scores_gemma":[0.99946654,0.00010080371,0.000056137324,0.00027401574,0.000029688757,0.00007279999],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016874826,0.00026574664,0.0003695573,0.00011341652,0.000047437825,0.000019714385,0.0002794689,0.000056271638,0.0000066003536],"category_scores_gemma":[0.00001800748,0.00022933148,0.000033513403,0.0005662389,0.00001732531,0.0001462787,0.000023836985,0.00039886558,6.925785e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004659821,0.0000051401867,0.112113774,0.00020772319,0.00001544788,0.000023323846,0.00023421146,0.885074,0.00089303585,0.000048474547,0.0000045475117,0.0013756388],"study_design_scores_gemma":[0.0011596666,0.000018459903,0.24813688,0.0010938203,0.000009800432,0.000014778637,0.0006949816,0.70088,0.047397703,0.000027079823,0.000016082191,0.0005507745],"about_ca_topic_score_codex":0.98931974,"about_ca_topic_score_gemma":0.9997505,"teacher_disagreement_score":0.18419406,"about_ca_system_score_codex":0.0033844996,"about_ca_system_score_gemma":0.0020835765,"threshold_uncertainty_score":0.9351866},"labels":[],"label_agreement":null},{"id":"W4254555539","doi":"10.2523/94179-ms","title":"Case History: Efficient Coiled-Tubing Sand Cleanout in a High-Angle Well Using a Complete Integrated Cleaning System","year":2005,"lang":"en","type":"article","venue":"Proceedings of SPE/ICoTA Coiled Tubing Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Coiled tubing; Wellbore; Petroleum engineering; Directional drilling; Drilling; Oil well; Oil production; High pressure; Geology; Engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.020394890226527004,"score_gpt":0.1907151931636545,"score_spread":0.17032030293712752,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4254555539","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9903302,0.0005235594,0.004832132,0.000024969402,0.00028784396,0.0002931801,0.000013690758,0.00046807982,0.0032263494],"genre_scores_gemma":[0.9970142,0.00009526797,0.0025861878,0.00001495316,0.00015906912,0.000017718661,0.000016422777,0.00007611554,0.000020058802],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980187,0.000011155414,0.0007010251,0.0004579775,0.0002624771,0.00054867624],"domain_scores_gemma":[0.99925655,0.00005638887,0.00017456475,0.00011898195,0.00023450665,0.0001589938],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041093648,0.00041003647,0.000614901,0.0004969007,0.00012215108,0.00015492417,0.0001389522,0.00018446844,0.000033854532],"category_scores_gemma":[0.000036380705,0.0004534855,0.000078939134,0.00036288277,0.000088931534,0.00042635965,0.0000611426,0.00043009323,0.000012847935],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001752295,0.00018494287,0.0017882979,0.0042302087,0.00015672387,0.00026792707,0.011562851,0.44820565,0.5115836,0.0088655,0.00033855316,0.012640512],"study_design_scores_gemma":[0.0012014414,0.000066045715,0.0000626868,0.0030512242,0.00007217916,0.0005707363,0.0033077106,0.97863066,0.012094817,0.000026859916,0.00040225682,0.00051336444],"about_ca_topic_score_codex":0.0002835266,"about_ca_topic_score_gemma":0.000024578736,"teacher_disagreement_score":0.530425,"about_ca_system_score_codex":0.00076122646,"about_ca_system_score_gemma":0.000042127296,"threshold_uncertainty_score":0.9997917},"labels":[],"label_agreement":null},{"id":"W4255146101","doi":"10.2523/99557-ms","title":"SSC Resistance of QT-900 and QT-1000 Coiled Tubing","year":2006,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Exhibition; Computer science; Library science; History; Archaeology","score_opus":0.0019100389655266386,"score_gpt":0.14239372926504834,"score_spread":0.1404836902995217,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255146101","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65190977,0.0035361322,0.04700051,0.00006345895,0.0003561434,0.000113788825,0.000007627319,0.0009141431,0.29609844],"genre_scores_gemma":[0.99514735,0.00007276936,0.0014632553,0.000005202219,0.00006402016,0.0000016245085,0.0000024993171,0.000025519183,0.0032177386],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994868,0.000003432048,0.00016927203,0.000096573516,0.000081250306,0.00016265168],"domain_scores_gemma":[0.999778,0.000037593254,0.0000120224295,0.00012483362,0.000015384376,0.000032180204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007268121,0.0000989398,0.00013940856,0.000055618875,0.000020936637,0.000016126443,0.00005176426,0.000044043263,0.000029631878],"category_scores_gemma":[0.0000044597423,0.00009932472,0.000025201394,0.00010534325,0.00001787746,0.000060914634,0.000007777991,0.00006777325,0.0000072763582],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008037404,0.000016043607,0.0013232083,0.00046709404,0.00003841712,0.000015549767,0.00012070499,0.94133204,0.04044794,0.008369844,0.0066663953,0.0011947423],"study_design_scores_gemma":[0.0014135838,0.000035523488,0.008887715,0.00058430614,0.00005372011,0.000019800193,0.000106955405,0.5660321,0.35205016,0.0012325459,0.068539016,0.0010445558],"about_ca_topic_score_codex":0.00004934411,"about_ca_topic_score_gemma":0.000049935228,"teacher_disagreement_score":0.3752999,"about_ca_system_score_codex":0.000016114787,"about_ca_system_score_gemma":0.0000034869802,"threshold_uncertainty_score":0.40503448},"labels":[],"label_agreement":null},{"id":"W4255361930","doi":"10.2118/05-03-02","title":"Numerical Modelling of Cuttings Transport With Foam in Vertical Wells","year":2005,"lang":"en","type":"article","venue":"Journal of Canadian Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Underbalanced drilling; Drilling fluid; Drilling; Petroleum engineering; Drill cuttings; Rate of penetration; Borehole; Rheology; Hydrostatic equilibrium; Well drilling; Geology; Mechanics; Geotechnical engineering; Materials science; Engineering; Mechanical engineering; Composite material","score_opus":0.00503296264026133,"score_gpt":0.1570791566876817,"score_spread":0.15204619404742037,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255361930","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8780836,0.00077088835,0.1172035,0.0017697997,0.00010661122,0.0000363442,0.000002163733,0.00007470483,0.0019524039],"genre_scores_gemma":[0.9920616,0.00015653066,0.0076408572,0.000029436505,0.00006327055,0.0000012484333,3.7563626e-7,0.00003195195,0.000014688789],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99893874,0.0000046147793,0.0004586431,0.00008324764,0.00014212112,0.00037264195],"domain_scores_gemma":[0.9995777,0.000021615877,0.000041273794,0.000122492,0.00004753734,0.00018939626],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014241063,0.00012985458,0.00034374426,0.0020212438,0.000013496531,0.0000043422942,0.00020507751,0.00017692272,0.000013422668],"category_scores_gemma":[0.000010995782,0.00012285642,0.00005852642,0.0006469553,0.000044352575,0.00009570422,0.0000023383984,0.00054963754,0.0000036194544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010811362,0.000011091132,0.002838748,0.000019452182,0.000031642183,0.00010106965,0.00005760943,0.99427426,0.00032580484,0.00035151807,0.0000676366,0.0019103603],"study_design_scores_gemma":[0.0007882357,0.00020683456,0.00042403268,0.00021109173,0.000032681302,0.00041405432,0.000071183626,0.939759,0.0090709925,0.00012732454,0.048663367,0.00023118078],"about_ca_topic_score_codex":0.0013314665,"about_ca_topic_score_gemma":0.004761264,"teacher_disagreement_score":0.11397806,"about_ca_system_score_codex":0.00018871664,"about_ca_system_score_gemma":0.00011875138,"threshold_uncertainty_score":0.50099397},"labels":[],"label_agreement":null},{"id":"W4255499769","doi":"10.2118/2006-146","title":"Field Test of SAGD as Follow-up Process to CSS in Liaohe Oilfield of China","year":2006,"lang":"en","type":"article","venue":"Canadian International Petroleum Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Test (biology); China; Process (computing); Field (mathematics); Geology; Oil field; Metamorphic petrology; Computer science; Geotechnical engineering; Geography; Mathematics; Archaeology","score_opus":0.005688549443841276,"score_gpt":0.20249427582945975,"score_spread":0.19680572638561847,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255499769","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9100073,0.00003668963,0.0022825496,0.00034548415,0.0005263791,0.00004535098,0.000046614456,0.00003013658,0.08667947],"genre_scores_gemma":[0.9987475,0.000007931035,0.00009787281,0.000039893668,0.000064525004,0.000011411972,0.000012173801,0.000013823972,0.0010048301],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993021,0.00000298076,0.0002449115,0.00011715215,0.00014403948,0.00018879813],"domain_scores_gemma":[0.9996082,0.00006136782,0.000026332353,0.00011488329,0.00008061988,0.00010857951],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000055543955,0.000103800274,0.0001480094,0.00032825104,0.000009840979,0.000017964645,0.00027638162,0.00006485968,0.00018984168],"category_scores_gemma":[0.00014120022,0.00012126635,0.000035176632,0.00013722335,0.000011555654,0.00006449107,0.0000101901815,0.00012821755,0.0000133398225],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001917352,0.000028974024,0.049044978,0.00016082471,0.000038541555,0.000027801478,0.00048945175,0.9310432,0.006380069,0.008896334,0.0018620441,0.0020086013],"study_design_scores_gemma":[0.001731217,0.00037248456,0.12563993,0.0015092128,0.000025591933,0.000025332021,0.00029998206,0.70611537,0.14222851,0.0037751165,0.017206281,0.0010709569],"about_ca_topic_score_codex":0.05767833,"about_ca_topic_score_gemma":0.112193815,"teacher_disagreement_score":0.22492783,"about_ca_system_score_codex":0.00008255208,"about_ca_system_score_gemma":0.00012824139,"threshold_uncertainty_score":0.94859666},"labels":[],"label_agreement":null},{"id":"W4255607323","doi":"10.2523/106829-ms","title":"Treatment of Hydrocarbon-Based Drilling Waste Using Supercritical CarbonDioxide","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Supercritical fluid; Supercritical fluid extraction; Drilling fluid; Extraction (chemistry); Waste management; Supercritical carbon dioxide; Petroleum engineering; Drilling; Process (computing); Supercritical water oxidation; Carbon dioxide; Environmental science; Materials science; Process engineering; Chemical engineering; Chemistry; Chromatography; Engineering; Organic chemistry; Computer science; Metallurgy","score_opus":0.013002843003606686,"score_gpt":0.22432263407681438,"score_spread":0.2113197910732077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255607323","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.689361,0.00028740577,0.30586818,0.0000034961092,0.00020916457,0.000056335328,0.0000014770125,0.00025270646,0.003960291],"genre_scores_gemma":[0.9898075,0.000016504826,0.009971793,0.000005652303,0.0001282056,0.0000017072166,0.0000029150974,0.000049693324,0.000016027347],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990631,0.0000046941395,0.0002905784,0.00013219597,0.00013813894,0.00037128973],"domain_scores_gemma":[0.9995555,0.000112532165,0.0000046413334,0.00018667387,0.000020580337,0.00012003403],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009298688,0.00018083403,0.00023949918,0.00015406906,0.000022446424,0.000009306518,0.000058798334,0.00008182108,0.000011428258],"category_scores_gemma":[0.000008877816,0.00017012224,0.00010134747,0.00016645626,0.000025561212,0.000039422983,0.0000042709266,0.000056362787,0.0000032376438],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004611633,0.000024358571,0.0007049859,0.000048027618,0.000030456118,0.000020596526,0.00007282605,0.85080755,0.14731789,0.00021317237,0.0000011597454,0.00075434847],"study_design_scores_gemma":[0.00022899325,0.000034378954,0.000027822993,0.000023670862,0.00002068632,0.000004879944,0.00004403298,0.6067319,0.39265707,0.000008612568,0.000100429854,0.00011756827],"about_ca_topic_score_codex":0.00010314539,"about_ca_topic_score_gemma":0.000015502768,"teacher_disagreement_score":0.30044654,"about_ca_system_score_codex":0.00015005862,"about_ca_system_score_gemma":0.000014367265,"threshold_uncertainty_score":0.69373834},"labels":[],"label_agreement":null},{"id":"W4255722152","doi":"10.2523/60747-ms","title":"Optimizing and Managing Coiled Tubing Frac Strings","year":2000,"lang":"en","type":"article","venue":"Proceedings of SPE/ICoTA Coiled Tubing Roundtable","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Citation; Computer science; Information retrieval; Library science; Engineering; World Wide Web; Algorithm; Combinatorics; Mathematics","score_opus":0.005989700508079318,"score_gpt":0.18005883189723468,"score_spread":0.17406913138915536,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4255722152","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95031273,0.003394188,0.0028781996,0.000106518884,0.00035795508,0.00031987787,0.0000070259125,0.0012853533,0.041338142],"genre_scores_gemma":[0.98326796,0.00272254,0.010470593,0.000034534227,0.00025857706,0.000033139808,0.0000070592314,0.00019481,0.0030108052],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973067,0.0000041022245,0.00071222364,0.0005823814,0.00042275307,0.0009718595],"domain_scores_gemma":[0.99918264,0.0000998961,0.00011648374,0.00020283854,0.00014009398,0.00025803247],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004696489,0.00055013556,0.0007188841,0.0003628429,0.0002555483,0.00071455777,0.00038515698,0.00020388103,0.00015052638],"category_scores_gemma":[0.000048919934,0.00063728006,0.00012524475,0.00065474387,0.00006659988,0.002274062,0.00010139604,0.0005592794,0.000029517914],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015652123,0.00016663343,0.006612973,0.004645584,0.0007076278,0.00003460261,0.005959232,0.7367188,0.14927886,0.004801438,0.001750252,0.0891675],"study_design_scores_gemma":[0.002848129,0.00018717536,0.0004955922,0.003285876,0.00029231384,0.00015919175,0.0016110701,0.8929917,0.075947754,0.0020692758,0.017861404,0.0022505152],"about_ca_topic_score_codex":0.00011401525,"about_ca_topic_score_gemma":0.0000025240047,"teacher_disagreement_score":0.15627293,"about_ca_system_score_codex":0.00023967857,"about_ca_system_score_gemma":0.000017643357,"threshold_uncertainty_score":0.99960786},"labels":[],"label_agreement":null},{"id":"W4256329392","doi":"10.2523/98279-ms","title":"Pore Pressure Prediction and Drilling Challenges: A Case Study of Deepwater, Subsalt Drilling From Nova Scotia, Canada","year":2006,"lang":"en","type":"article","venue":"Proceedings of IADC/SPE Drilling Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Encana (Canada)","funders":"National Center for Theoretical Sciences; U.S. Department of Energy","keywords":"Nova scotia; Flannery; Drilling; Citation; Miami; Library science; Art history; History; Operations research; Computer science; Geology; Engineering; Archaeology; Mechanical engineering","score_opus":0.013873796923657285,"score_gpt":0.1828654040076963,"score_spread":0.168991607084039,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4256329392","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9905005,0.004013255,0.0030422127,0.000023369346,0.0005952798,0.00047072352,0.00007970049,0.00033087848,0.00094406115],"genre_scores_gemma":[0.99738497,0.0005857095,0.001540945,0.0000032845571,0.00031805955,0.0000133044,0.000024781928,0.0001038086,0.000025131778],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99723476,0.000009994943,0.0010062658,0.0006357965,0.0005529862,0.00056020747],"domain_scores_gemma":[0.9986153,0.00012751989,0.00028437795,0.00023372464,0.00056614366,0.00017292617],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003092304,0.0005240117,0.0007819471,0.00025675131,0.00010812489,0.00009446149,0.00029634548,0.0002154955,0.000015061096],"category_scores_gemma":[0.000055479628,0.0005585383,0.000071586815,0.0003067571,0.000075538555,0.0003692207,0.000083039,0.0004234547,9.120704e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009908606,0.0005076547,0.08590064,0.0048698713,0.0011572089,0.0003947789,0.019003995,0.8249682,0.05365008,0.0011340496,0.00034836997,0.007966016],"study_design_scores_gemma":[0.002292647,0.0003728112,0.0037531082,0.0019795124,0.00057903747,0.000358211,0.016863205,0.91687226,0.054406967,0.00056718895,0.00062468986,0.0013303527],"about_ca_topic_score_codex":0.22838843,"about_ca_topic_score_gemma":0.11112242,"teacher_disagreement_score":0.117266014,"about_ca_system_score_codex":0.00007797584,"about_ca_system_score_gemma":0.000080213766,"threshold_uncertainty_score":0.9996866},"labels":[],"label_agreement":null},{"id":"W4280599980","doi":"10.1016/j.petrol.2022.110585","title":"Analysis of depleted gas reservoir underground gas storage wellbore integrity change during gas injection and production processes","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Wellbore; Petroleum engineering; Environmental science; Geology","score_opus":0.01436918469103094,"score_gpt":0.2117412531622182,"score_spread":0.19737206847118727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4280599980","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9934615,0.0016666764,0.004056485,0.000091449365,0.00055740913,0.00005382921,0.000004438737,0.00007386238,0.000034371686],"genre_scores_gemma":[0.99872696,0.00074515276,0.00031674065,0.0000031248712,0.00016654447,0.000008627352,0.0000014374021,0.000022205866,0.000009223],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985296,0.000014872756,0.00037794505,0.00020485622,0.0005782838,0.00029445873],"domain_scores_gemma":[0.99935603,0.000040963456,0.0001300477,0.00014435225,0.00019767706,0.00013092549],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001067949,0.00016900524,0.00033722178,0.0015003465,0.00021850171,0.000072380004,0.00019546795,0.00003783985,0.0000054113775],"category_scores_gemma":[0.00019514954,0.000168947,0.000060951697,0.002429266,0.00006688275,0.00077926513,0.00008092488,0.0005002212,9.9865716e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015328078,0.000016030603,0.002636931,0.00035538722,0.00012378505,0.000008724122,0.0010161091,0.95301634,0.042058386,0.000011977981,0.000009059054,0.00073195295],"study_design_scores_gemma":[0.0002713592,0.00018495852,0.01997869,0.00015419249,0.00025366768,0.00029606812,0.0012191138,0.9719541,0.0050743767,0.00002536415,0.00032287763,0.00026519972],"about_ca_topic_score_codex":0.000032488282,"about_ca_topic_score_gemma":0.00001851912,"teacher_disagreement_score":0.03698401,"about_ca_system_score_codex":0.0002659571,"about_ca_system_score_gemma":0.00005492901,"threshold_uncertainty_score":0.6889459},"labels":[],"label_agreement":null},{"id":"W4280623378","doi":"10.3390/app12105141","title":"Hole Cleaning Performance of V-Shaped Hole Cleaning Device in Horizontal Well Drilling: Numerical Modeling and Experiments","year":2022,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"National Natural Science Foundation of China","keywords":"Drilling; Mechanics; Fluent; Spiral (railway); Flow (mathematics); Helix angle; Materials science; Directional drilling; Mechanical engineering; Completion (oil and gas wells); Petroleum engineering; Computational fluid dynamics; Engineering; Physics","score_opus":0.01839951685373332,"score_gpt":0.22250007944497557,"score_spread":0.20410056259124226,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4280623378","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98504514,0.0003942141,0.00931737,0.000005398456,0.00018066904,0.00009784133,0.0000012208145,0.00012840354,0.0048297443],"genre_scores_gemma":[0.99714345,0.000037817314,0.0027058106,0.000016247552,0.00003503163,0.00002886799,0.000002047197,0.000024268395,0.000006486428],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987461,0.000011233002,0.0002818343,0.0002832496,0.0003230141,0.00035457016],"domain_scores_gemma":[0.99974585,0.000041948482,0.00003708873,0.000105999374,0.000007424063,0.000061694234],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044967848,0.0001532628,0.0002110812,0.00016938416,0.00025929252,0.000037787362,0.00025209,0.000032191052,0.000018063365],"category_scores_gemma":[0.000004813498,0.00016768358,0.000025170963,0.0005265806,0.00005839698,0.00015164904,0.00012712793,0.00024357719,0.0000043287446],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000071033583,0.0000125559645,0.0008631275,0.000028447723,0.000004787266,0.00000125575,0.0011335645,0.9675368,0.028566157,0.00026482498,0.0000028736604,0.0015785109],"study_design_scores_gemma":[0.00022185735,0.00006719249,0.000088351895,0.00002794752,0.0000037853695,0.0000027004062,0.0023557583,0.98668385,0.010204583,0.000022641458,0.000121044206,0.00020027309],"about_ca_topic_score_codex":0.000029453462,"about_ca_topic_score_gemma":0.0000017460402,"teacher_disagreement_score":0.019147072,"about_ca_system_score_codex":0.00005480906,"about_ca_system_score_gemma":0.000017370905,"threshold_uncertainty_score":0.6837938},"labels":[],"label_agreement":null},{"id":"W4281922753","doi":"10.1115/1.4054704","title":"Experimental and Mechanistic Characterizations of Oil-Based Cement Slurry Flow Behavior Through Fractures in a Carbonate Reservoir","year":2022,"lang":"en","type":"article","venue":"Journal of Energy Resources Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petroleum Technology Research Centre; University of Regina","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Slurry; Cement; Materials science; Fracture (geology); Carbonate; Viscosity; Volumetric flow rate; Flow (mathematics); Comminution; Composite material; Geotechnical engineering; Rheology; Mechanics; Mineralogy; Petroleum engineering; Geology; Metallurgy","score_opus":0.005770551426863071,"score_gpt":0.20968774527331063,"score_spread":0.20391719384644758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4281922753","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99259424,0.0027770961,0.0040412303,0.00010186725,0.00020551374,0.000023392084,0.000011077001,0.00006599663,0.00017958462],"genre_scores_gemma":[0.9982194,0.00008550724,0.0015582655,0.00002167804,0.000030071584,0.00003446743,0.000004471627,0.000027900112,0.000018241046],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991604,0.000022957825,0.00037949046,0.00009521864,0.00017467276,0.00016725015],"domain_scores_gemma":[0.99966186,0.000031801374,0.000121469326,0.00013352514,0.00002523292,0.00002613346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010383659,0.00012206636,0.00025886667,0.0005168559,0.000059235634,0.000008256708,0.00019720962,0.000083899504,0.00003693372],"category_scores_gemma":[0.00001749801,0.00012437039,0.000046219255,0.00032100975,0.000041554034,0.000046507517,0.00007314539,0.00030169683,6.507438e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002526836,0.00010289303,0.00037738337,0.0000284482,0.000036861504,0.00008776007,0.000349628,0.81737685,0.17955735,0.0006201861,0.000016088718,0.0014212757],"study_design_scores_gemma":[0.0026401249,0.0012077854,0.0007143431,0.00026197394,0.000111706395,0.00037880943,0.0024911193,0.5223358,0.4153255,0.00078652886,0.053122364,0.00062391564],"about_ca_topic_score_codex":0.000018109342,"about_ca_topic_score_gemma":0.00000523672,"teacher_disagreement_score":0.29504102,"about_ca_system_score_codex":0.000084870306,"about_ca_system_score_gemma":0.000015304835,"threshold_uncertainty_score":0.5071677},"labels":[],"label_agreement":null},{"id":"W4282840164","doi":"10.3390/en15124288","title":"Applying Machine Learning to Predict the Rate of Penetration for Geothermal Drilling Located in the Utah FORGE Site","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Drilling; Rate of penetration; Artificial neural network; Random forest; Geothermal gradient; Machine learning; Hyperparameter; Preprocessor; Data pre-processing; Computer science; Penetration rate; Artificial intelligence; Data mining; Engineering; Petroleum engineering; Geology; Mechanical engineering","score_opus":0.007606805115766618,"score_gpt":0.19088041479618736,"score_spread":0.18327360968042075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4282840164","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.965614,0.00047009237,0.032784477,0.000070496,0.0002242577,0.00039465007,0.000017882985,0.00015851113,0.00026561186],"genre_scores_gemma":[0.9989874,0.000031751126,0.00022094834,0.000035871737,0.000071687464,0.00049710646,0.00003835544,0.000032990527,0.00008390546],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937326,0.000048064965,0.00018371649,0.0000964558,0.00011012879,0.00018839547],"domain_scores_gemma":[0.99962187,0.00019753173,0.000026887747,0.00012709165,0.0000126145505,0.000014002982],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006188926,0.00010145635,0.0001086346,0.00008714197,0.00016843402,0.000026364009,0.00017557331,0.000019452225,0.000010156043],"category_scores_gemma":[0.000034464847,0.00007470955,0.00004286511,0.000256634,0.00000786996,0.00005127466,0.00003320906,0.00018838198,8.4185257e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010745117,0.0000042969205,0.00055749284,0.00003981747,0.000013215693,5.897585e-7,0.0021638807,0.98062044,0.014804168,0.00029662487,0.00003380657,0.0014549085],"study_design_scores_gemma":[0.00017453569,0.00004116119,0.0008735182,0.000018485058,0.000008949268,0.0000020773994,0.000788862,0.9776443,0.0053736083,0.000031014322,0.0149473045,0.000096154195],"about_ca_topic_score_codex":0.000109945126,"about_ca_topic_score_gemma":0.000056795878,"teacher_disagreement_score":0.03337336,"about_ca_system_score_codex":0.000028683076,"about_ca_system_score_gemma":0.0000064470637,"threshold_uncertainty_score":0.30465668},"labels":[],"label_agreement":null},{"id":"W4283276756","doi":"10.3390/en15124496","title":"A Novel Prediction Model of the Drag Coefficient of Shale Cuttings in Herschel–Bulkley Fluid","year":2022,"lang":"en","type":"article","venue":"Energies","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"National Natural Science Foundation of China","keywords":"Herschel–Bulkley fluid; Drill cuttings; Drag; Drag coefficient; Drilling fluid; Settling; Geology; Geotechnical engineering; Mechanics; Settlement (finance); Newtonian fluid; Generalized Newtonian fluid; Non-Newtonian fluid; Drilling; Rheology; Engineering; Shear rate; Physics; Mechanical engineering; Thermodynamics; Computer science","score_opus":0.007615856923328025,"score_gpt":0.16842882146406232,"score_spread":0.1608129645407343,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283276756","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97982746,0.00029290892,0.018398996,0.000017620527,0.0002691868,0.000054804663,0.000029834822,0.000093575276,0.0010155913],"genre_scores_gemma":[0.9991552,0.000016094426,0.00063335575,0.0000063047573,0.000014838128,0.00001865225,0.0000028467732,0.00001811076,0.00013457166],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99945486,0.0000066198986,0.00018623416,0.00007712873,0.00016391723,0.00011126025],"domain_scores_gemma":[0.99977666,0.000020606789,0.000025598396,0.00015273062,0.000012390966,0.000012038486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013103201,0.000070129245,0.00010714776,0.00007406951,0.000031253978,0.0000033180568,0.00013614986,0.000021579825,0.0000077290815],"category_scores_gemma":[0.000013186274,0.00006434828,0.000045849505,0.00021953786,0.000018840708,0.00003038489,0.0000643293,0.00011045433,2.0959365e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022696267,0.000020340176,0.00015902553,0.000040695606,0.000007831837,1.1821911e-7,0.0010701017,0.8590284,0.13903175,0.00040140635,0.00010244895,0.00013560649],"study_design_scores_gemma":[0.0001557867,0.00001159589,0.00021768216,0.000030119008,0.000004862286,0.000001308215,0.0002579864,0.9417336,0.057187077,0.000024053947,0.00032422692,0.000051704304],"about_ca_topic_score_codex":0.000049468697,"about_ca_topic_score_gemma":0.0000031276368,"teacher_disagreement_score":0.0827052,"about_ca_system_score_codex":0.000046210607,"about_ca_system_score_gemma":0.000013648393,"threshold_uncertainty_score":0.26240468},"labels":[],"label_agreement":null},{"id":"W4283771361","doi":"10.1002/srin.202200209","title":"Experimental Investigation of CO<sub>2</sub>‐ and Fe<sub>3</sub>O<sub>4</sub>‐Assisted Corrosion at the Cement–Casing Interface","year":2022,"lang":"en","type":"article","venue":"steel research international","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Casing; Corrosion; Materials science; Cement; Metallurgy; Magnetite; Composite material; Petroleum engineering; Geology","score_opus":0.041078957323403574,"score_gpt":0.3009410082245773,"score_spread":0.25986205090117376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4283771361","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9936821,0.0007758446,0.002553041,0.00022975844,0.0011155009,0.00040626538,0.00012073488,0.00014944123,0.0009673282],"genre_scores_gemma":[0.9990254,0.00019602773,0.00006577153,0.00003181638,0.00018205697,0.00015170405,0.00018611258,0.00008098497,0.00008014379],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9968255,0.00021285473,0.0004957827,0.00042729298,0.001482375,0.0005561626],"domain_scores_gemma":[0.9988482,0.0003497089,0.00010036347,0.00031683015,0.00019317777,0.00019171405],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0012775974,0.00027107671,0.00023204285,0.00043226327,0.00046987622,0.00014951691,0.00045480384,0.00008914712,0.00005479504],"category_scores_gemma":[0.00014939335,0.0002704304,0.000099692865,0.00040868454,0.00025468285,0.00025962482,0.00061678997,0.0007633998,0.00004256954],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008292595,0.000046535162,0.00040909112,0.00006894117,0.00007473732,0.000011113816,0.00090484455,0.050611623,0.93997097,0.00020943346,0.0030969896,0.004512774],"study_design_scores_gemma":[0.0006355513,0.00012378162,0.0014246248,0.00013951742,0.00000898223,0.00003862714,0.00068992795,0.12239709,0.8729212,0.00006790633,0.0013326204,0.00022015636],"about_ca_topic_score_codex":0.00001765583,"about_ca_topic_score_gemma":0.00002343718,"teacher_disagreement_score":0.071785465,"about_ca_system_score_codex":0.0010788116,"about_ca_system_score_gemma":0.000080122714,"threshold_uncertainty_score":0.9999748},"labels":[],"label_agreement":null},{"id":"W4284976911","doi":"10.1038/s41598-022-14710-z","title":"Modelling rate of penetration in drilling operations using RBF, MLP, LSSVM, and DT models","year":2022,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Rate of penetration; Drilling; Computer science; Multilayer perceptron; Decision tree; Drilling fluid; Algorithm; Machine learning; Artificial neural network; Engineering; Mechanical engineering","score_opus":0.025790819347136305,"score_gpt":0.2097291439628847,"score_spread":0.18393832461574838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4284976911","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76242304,0.00045580106,0.23502785,0.000004640436,0.0016294135,0.00011390711,0.0000020314924,0.00006893052,0.00027437424],"genre_scores_gemma":[0.9948559,0.000022296492,0.0049448404,0.0000021205408,0.000022141761,0.000013662228,0.000021286636,0.000023696188,0.00009409124],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988473,0.000023070119,0.00044537548,0.00029529343,0.00019277254,0.00019618894],"domain_scores_gemma":[0.9995921,0.00001661953,0.000043933058,0.00026055652,0.000040594998,0.000046171714],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010685573,0.000104783496,0.0001503684,0.0002909748,0.00023575957,0.00010197774,0.00005737233,0.00002882219,0.000014127231],"category_scores_gemma":[0.000010714476,0.00012436773,0.00003182234,0.00046733383,0.00003116812,0.00028572584,0.0000424276,0.00014449141,2.785966e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.6767867e-7,0.000007923962,0.0000663396,0.00002958361,0.000005094075,0.000019516123,0.00080697524,0.9551304,0.04364643,0.00014098985,0.000013164168,0.00013280167],"study_design_scores_gemma":[0.00005954598,0.0000048418005,0.00000621898,0.00003595432,0.000007223389,0.00004121062,0.000103493156,0.991075,0.006462926,0.0018613905,0.00021484519,0.00012738029],"about_ca_topic_score_codex":0.000119304015,"about_ca_topic_score_gemma":0.000017517677,"teacher_disagreement_score":0.23243281,"about_ca_system_score_codex":0.00007306932,"about_ca_system_score_gemma":0.000041264062,"threshold_uncertainty_score":0.50715685},"labels":[],"label_agreement":null},{"id":"W4285105664","doi":"10.1051/itmconf/20224501046","title":"Simulation on wellbore integrity at casing shoe during fracturing for shale gas wells","year":2022,"lang":"en","type":"article","venue":"ITM Web of Conferences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Geology; Slippage; Drilling; Petroleum engineering; Slip (aerodynamics); Deformation (meteorology); Geotechnical engineering; Oil shale; Wellbore; Engineering; Structural engineering; Mechanical engineering","score_opus":0.022576191980009583,"score_gpt":0.24310934690075398,"score_spread":0.22053315492074438,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285105664","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98570234,0.0001875112,0.006107787,0.000051838957,0.0006095383,0.00020035404,0.00004317274,0.00024857614,0.0068489136],"genre_scores_gemma":[0.9993666,0.000024817318,0.00024543997,0.0000101027545,0.00011305594,0.00003121745,0.000021678114,0.000032917444,0.00015418025],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99904174,0.000018140736,0.0002696285,0.00019457705,0.00022296244,0.00025294477],"domain_scores_gemma":[0.9993628,0.00031856383,0.000058663984,0.00016922744,0.00003831723,0.000052416926],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017816052,0.00017305135,0.00022992979,0.00015064534,0.00018886426,0.000028202061,0.00017310807,0.000057095753,0.00025865601],"category_scores_gemma":[0.000047436468,0.00018371528,0.00008981068,0.00010804423,0.000021195136,0.0000816556,0.00005417255,0.00026909067,0.000005676608],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027819624,0.000013565891,0.001230827,0.00015141662,0.000028328881,0.0000024308022,0.00024645514,0.9918859,0.004401208,0.00038855692,0.000041610107,0.0015818934],"study_design_scores_gemma":[0.0003317886,0.000066720866,0.0013915945,0.00009411227,0.000015978643,0.0000024589156,0.00018357248,0.93363374,0.05439365,0.00019041364,0.009470404,0.00022556604],"about_ca_topic_score_codex":0.000026760144,"about_ca_topic_score_gemma":0.000013625393,"teacher_disagreement_score":0.05825215,"about_ca_system_score_codex":0.000117710246,"about_ca_system_score_gemma":0.000049303224,"threshold_uncertainty_score":0.7491692},"labels":[],"label_agreement":null},{"id":"W4285310459","doi":"10.1130/abs/2022pr-376117","title":"CLIMATIC INFLUENCES ON THERMAL WEATHERING OF FRACTURED ROCK","year":2022,"lang":"en","type":"article","venue":"Abstracts with programs - Geological Society of America","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Weathering; Geology; Earth science; Astrobiology; Geotechnical engineering; Geochemistry","score_opus":0.011288922335886993,"score_gpt":0.2135040317100992,"score_spread":0.20221510937421222,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285310459","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.994469,0.0003795506,0.0029408839,0.000076424905,0.0000655508,0.0002294107,0.0000046261316,0.00032384158,0.0015107098],"genre_scores_gemma":[0.9899279,0.000057479923,0.009779416,0.000093735594,0.000027439215,0.00006041628,0.000011120211,0.000026180316,0.000016339609],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987567,0.000019966534,0.00034517818,0.00018359857,0.000348031,0.0003465135],"domain_scores_gemma":[0.99944526,0.000117348085,0.00015019737,0.00018985881,0.000028139644,0.000069208945],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014765859,0.00020036825,0.00034927303,0.000021998883,0.00009577575,0.000010910825,0.00023635323,0.00007051011,0.00012231144],"category_scores_gemma":[0.000011310414,0.00015123918,0.0001622651,0.00027158193,0.00012382743,0.000055854744,0.0000557144,0.00043860707,0.0000049425885],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000020334863,0.00013650805,0.0018279953,0.00011462824,0.00011514373,0.0000029891685,0.0009162781,0.9674413,0.0013082615,0.000004496605,0.000043474574,0.02806855],"study_design_scores_gemma":[0.002307281,0.009106307,0.11916426,0.0005272804,0.00022087074,0.00003910978,0.0069982577,0.797921,0.013791846,0.00029445236,0.047647033,0.001982298],"about_ca_topic_score_codex":0.00005863527,"about_ca_topic_score_gemma":2.5975365e-7,"teacher_disagreement_score":0.16952033,"about_ca_system_score_codex":0.000028744977,"about_ca_system_score_gemma":0.000012017482,"threshold_uncertainty_score":0.61673546},"labels":[],"label_agreement":null},{"id":"W4285709872","doi":"10.46855/energy-proceedings-410","title":"Characterization of Foamy Oil and Gas-Oil Flow for Heavy Oil/Propane System in Pressure Depletion Tests","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Propane; Petroleum engineering; Characterization (materials science); Hydrostatic test; Gas oil ratio; Flow (mathematics); Fuel oil; Oil pressure; Environmental science; Fossil fuel; Materials science; Chemistry; Waste management; Geology; Engineering; Mechanics; Composite material; Organic chemistry; Nanotechnology; Aerospace engineering; Physics","score_opus":0.010733664581762708,"score_gpt":0.19358558874381285,"score_spread":0.18285192416205015,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4285709872","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57646626,0.005250702,0.4013057,0.0004700359,0.004603631,0.00056610245,0.00081383367,0.0039066677,0.006617047],"genre_scores_gemma":[0.9917176,0.0012126779,0.00548359,0.000008306955,0.00029979783,0.00019844285,0.00043731133,0.000119198034,0.0005231135],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988449,0.000015554644,0.0004468539,0.0003340954,0.00013768075,0.00022090429],"domain_scores_gemma":[0.9995115,0.000041602358,0.00007419722,0.00023933528,0.000056562632,0.00007681836],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015606987,0.000289017,0.0004911737,0.00014181303,0.000019474292,0.000045708563,0.00011977046,0.00028851698,0.000004207561],"category_scores_gemma":[0.000035206707,0.00030746628,0.00006932683,0.00010784765,0.000010121413,0.00006945934,0.00008236627,0.00027858338,0.0000023218315],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031846856,0.000019371897,0.00013285888,0.04174008,0.00010964195,0.0000041306107,0.00037567597,0.81969553,0.07782105,0.00019362975,0.000043087,0.05983311],"study_design_scores_gemma":[0.00033304733,0.000019410109,0.0003403772,0.0017336381,0.00005814516,0.000004977323,0.00001645952,0.9868849,0.008655447,0.000011702192,0.0016449646,0.00029692132],"about_ca_topic_score_codex":0.00004406813,"about_ca_topic_score_gemma":0.000019232799,"teacher_disagreement_score":0.41525128,"about_ca_system_score_codex":0.000055637876,"about_ca_system_score_gemma":0.00002107347,"threshold_uncertainty_score":0.9999378},"labels":[],"label_agreement":null},{"id":"W4287219221","doi":"10.1007/s10665-022-10232-9","title":"Effects of turbulence at the ingress into landfill gas wells","year":2022,"lang":"en","type":"article","venue":"Journal of Engineering Mathematics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Thompson Rivers University","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Turbulence; Mechanics; Landfill gas; Flow (mathematics); Wedge (geometry); Hydraulic head; Reynolds-averaged Navier–Stokes equations; Environmental science; Geotechnical engineering; Boundary layer; Suction; Geology; Municipal solid waste; Meteorology; Physics; Geometry; Engineering; Mathematics; Waste management","score_opus":0.0026501900373472925,"score_gpt":0.16682932929712524,"score_spread":0.16417913925977795,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4287219221","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9082859,0.005211607,0.083899476,0.00006226638,0.0019362031,0.00017212653,0.000004870206,0.00013469342,0.00029281448],"genre_scores_gemma":[0.99212116,0.00023970981,0.0073337425,0.000008807208,0.00013239145,0.00000884572,6.6182014e-7,0.00006327767,0.00009137676],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988664,0.000013586783,0.00048497034,0.00006025955,0.0003764809,0.0001983155],"domain_scores_gemma":[0.999101,0.0004383464,0.0001559541,0.00019412405,0.000044949797,0.00006565751],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044998675,0.00016516527,0.00031798327,0.00015170664,0.00006354869,0.000014885243,0.00035422936,0.00003488855,0.000030317207],"category_scores_gemma":[0.00012967784,0.00012759093,0.00013761675,0.00023131794,0.000018628827,0.00006489931,0.00010074975,0.00039872996,0.0000038994485],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003042204,0.000026595751,0.000012284043,0.0010621996,0.000087365595,0.000025990807,0.0013631439,0.97739774,0.018885171,0.0001374709,0.0007229722,0.00027600524],"study_design_scores_gemma":[0.0004970678,0.00013409223,0.000067872876,0.00051056163,0.00011299534,0.0003722255,0.00013016342,0.8990683,0.08852215,0.0003978433,0.009896709,0.00029003996],"about_ca_topic_score_codex":0.0000014671785,"about_ca_topic_score_gemma":1.8034602e-7,"teacher_disagreement_score":0.083835244,"about_ca_system_score_codex":0.00013417382,"about_ca_system_score_gemma":0.0000120271725,"threshold_uncertainty_score":0.52030075},"labels":[],"label_agreement":null},{"id":"W4289101150","doi":"10.2118/212027-ms","title":"Torque and Drag Calculations in Multilateral Wells","year":2022,"lang":"en","type":"article","venue":"SPE Nigeria Annual International Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drill string; Drag; Torque; Drilling; Mechanics; Drill pipe; Trajectory; Tripping; Curvature; Geology; Computer science; Engineering; Mechanical engineering; Physics; Mathematics; Geometry","score_opus":0.010477509308943218,"score_gpt":0.22617733524717307,"score_spread":0.21569982593822984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4289101150","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99281895,0.00007462831,0.0024728756,0.00028302052,0.0005571871,0.00007571089,0.000101800564,0.000085723324,0.0035300765],"genre_scores_gemma":[0.99924046,0.000096836055,0.00018401886,0.000048917984,0.00007107541,0.000022707765,0.00009791342,0.000010536383,0.00022754431],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950063,0.000012664017,0.00014025188,0.00012676297,0.000108433705,0.00011123943],"domain_scores_gemma":[0.99986,0.000014856519,0.000013277357,0.000046133722,0.00002807156,0.00003768618],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007995857,0.00008499129,0.0000811432,0.00011956831,0.000058811947,0.000046764566,0.00004867349,0.00002916679,0.0002826608],"category_scores_gemma":[0.000005769393,0.00009967759,0.000015438674,0.000057628284,0.00001880166,0.00019302571,0.000040668558,0.00013866891,0.000005070972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000090083355,0.00011468362,0.023082469,0.00011183711,0.000107477084,0.000087667904,0.012931699,0.85764796,0.050300926,0.037140917,0.0023847448,0.015999561],"study_design_scores_gemma":[0.00083143753,0.000069362184,0.034759812,0.00007363813,0.0000066610255,0.000060661157,0.0020537379,0.9431554,0.0016536543,0.0030105293,0.013887672,0.00043744736],"about_ca_topic_score_codex":0.00007867282,"about_ca_topic_score_gemma":0.000048084374,"teacher_disagreement_score":0.08550746,"about_ca_system_score_codex":0.000050448216,"about_ca_system_score_gemma":0.000007666712,"threshold_uncertainty_score":0.40647343},"labels":[],"label_agreement":null},{"id":"W4293230878","doi":"10.2118/208794-ms","title":"Progress Toward an Open-Source Drilling Community: Contributing and Curating Models","year":2022,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Interoperability; Computer science; Drilling; Workflow; Open source; Drilling fluid; Data modeling; Systems engineering; Drill pipe; Software engineering; Simulation; Engineering; Mechanical engineering; Software; World Wide Web; Operating system; Database","score_opus":0.042307457569380376,"score_gpt":0.2644995816754715,"score_spread":0.22219212410609113,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4293230878","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.735519,0.0005773138,0.25849986,0.0004153567,0.0007097209,0.00030791468,0.00006832731,0.00055171613,0.0033507687],"genre_scores_gemma":[0.9971152,0.00030318566,0.001883607,0.00008310402,0.00018066677,0.00006985372,0.00026714941,0.0000524065,0.000044807894],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986006,0.0001021212,0.00036638047,0.0002844326,0.00030288546,0.0003436022],"domain_scores_gemma":[0.99935865,0.00012007307,0.0000857032,0.00017787647,0.00013326836,0.00012440614],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00075196713,0.00023356277,0.00024846915,0.00015937327,0.00073675904,0.000594057,0.0003844524,0.000068435955,0.000041204472],"category_scores_gemma":[0.000034642504,0.000273223,0.000031472246,0.00012223542,0.000063986896,0.0008813028,0.00042231343,0.0006474569,0.0000020093878],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000028734587,0.000054610304,0.0008206867,0.000084575215,0.00007864581,0.000010549224,0.005263861,0.93775576,0.0031783378,0.010814885,0.00003435876,0.041874982],"study_design_scores_gemma":[0.0005155937,0.00009485934,0.00012950953,0.00019239275,0.00001687114,0.0000644657,0.0021499454,0.98723733,0.00095175736,0.0067159436,0.0015893605,0.00034198826],"about_ca_topic_score_codex":0.00017298445,"about_ca_topic_score_gemma":0.000016963808,"teacher_disagreement_score":0.2615962,"about_ca_system_score_codex":0.00010585187,"about_ca_system_score_gemma":0.000022800847,"threshold_uncertainty_score":0.999972},"labels":[],"label_agreement":null},{"id":"W4294913879","doi":"","title":"Crack-seal patterns: records of uncorrelated stress release variations in crustal rocks.","year":2005,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Uncorrelated; Seal (emblem); Geology; Seismology; Stress (linguistics); Archaeology; Geography; Statistics; Mathematics; Linguistics","score_opus":0.006865256261709984,"score_gpt":0.19448315217386158,"score_spread":0.1876178959121516,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4294913879","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.38675368,0.0013456686,0.58899987,0.00068382925,0.00076682033,0.0004196704,0.00034238567,0.0006801644,0.020007903],"genre_scores_gemma":[0.98777014,0.0012714736,0.008865203,0.000008024757,0.00004233435,0.000047843194,0.0006026033,0.000082056664,0.0013103423],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99746954,0.00072390615,0.00072727347,0.00044004447,0.0002901946,0.00034906637],"domain_scores_gemma":[0.99726295,0.0005590734,0.00021663656,0.001245631,0.000574083,0.00014160028],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0014085791,0.00033632063,0.00041200788,0.00035106472,0.0000714914,0.00010883499,0.0006769344,0.0003729634,0.00012149472],"category_scores_gemma":[0.0004898602,0.00041267858,0.00015798668,0.0003792644,0.000045437537,0.00012675633,0.0003734862,0.00095085404,0.000017714456],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007270162,0.0003475436,0.010600342,0.0006552248,0.00011345056,0.000009130188,0.0051005594,0.9471218,0.00050353596,0.002023649,0.00028086026,0.03323663],"study_design_scores_gemma":[0.0005054381,3.237155e-7,0.008113883,0.0039257477,0.000043188134,0.000003579659,0.000070080096,0.97144,0.01372519,0.00030348796,0.0013637593,0.00050530245],"about_ca_topic_score_codex":0.0020198333,"about_ca_topic_score_gemma":0.004056717,"teacher_disagreement_score":0.60101646,"about_ca_system_score_codex":0.00021742018,"about_ca_system_score_gemma":0.00012618823,"threshold_uncertainty_score":0.9998325},"labels":[],"label_agreement":null},{"id":"W4296390672","doi":"10.1177/16878132221125040","title":"Effect of fracture-induced stress on casing integrity during fracturing in horizontal wells","year":2022,"lang":"en","type":"article","venue":"Advances in Mechanical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Casing; Hydraulic fracturing; Fracture (geology); Geotechnical engineering; Stress (linguistics); Wellhead; Stress concentration; Geology; Petroleum engineering; Materials science; Fracture mechanics; Composite material","score_opus":0.0031251343484232433,"score_gpt":0.22300009058065798,"score_spread":0.21987495623223474,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296390672","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9844772,0.0010530462,0.012474934,0.000007968067,0.0011755103,0.00026720646,0.000011003404,0.0003308195,0.00020228012],"genre_scores_gemma":[0.9990828,0.00014540322,0.00047624725,0.000006904053,0.00009736351,0.00008644377,0.000006671018,0.000095954834,0.0000022267002],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99805164,0.0000678026,0.00055308704,0.00036657794,0.00038039984,0.00058047683],"domain_scores_gemma":[0.9990767,0.00046246106,0.000053604614,0.00030446492,0.000008666282,0.00009407708],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000577292,0.00038219715,0.0005698329,0.0004843841,0.000054293447,0.000015693458,0.00033422315,0.00012639315,0.000030014706],"category_scores_gemma":[0.0001517476,0.0004177399,0.00011571957,0.00055442424,0.000010000881,0.000274893,0.00011336169,0.0018199901,0.000002590697],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005847557,0.00003287954,0.00023639611,0.00048214107,0.000013292095,0.000092296716,0.00011584344,0.96236324,0.0328467,0.00018734255,4.4229395e-7,0.0035709282],"study_design_scores_gemma":[0.00092529063,0.00029931296,0.00032145,0.0004829789,0.000008171522,0.000016618606,0.00005814466,0.53766453,0.45951942,0.000037843813,0.00024991418,0.00041631903],"about_ca_topic_score_codex":0.000037063888,"about_ca_topic_score_gemma":0.000012949241,"teacher_disagreement_score":0.42667273,"about_ca_system_score_codex":0.0005035874,"about_ca_system_score_gemma":0.000008985249,"threshold_uncertainty_score":0.99982744},"labels":[],"label_agreement":null},{"id":"W4296475120","doi":"10.2118/208777-pa","title":"Standardization of Mechanical Specific Energy Equations and Nomenclature","year":2022,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Standardization; Computer science; Metric (unit); Analytics; Volume (thermodynamics); Operations research; Industrial engineering; Data mining; Engineering; Operations management","score_opus":0.010474983497725526,"score_gpt":0.18368347683170325,"score_spread":0.17320849333397773,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4296475120","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.014006467,0.00065343466,0.983786,0.00003716225,0.00048540795,0.000052219846,0.000040603467,0.00018308283,0.0007556154],"genre_scores_gemma":[0.995745,0.00023966005,0.003726376,0.000008493631,0.00009885494,0.000009873191,0.000120397366,0.000026540947,0.000024808156],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993081,0.000020832138,0.00020073276,0.0001299542,0.00020900845,0.00013137842],"domain_scores_gemma":[0.99971044,0.00006306206,0.000032321965,0.00012629894,0.000030483527,0.000037411188],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015633345,0.00009549849,0.00014318178,0.000120821314,0.00012597072,0.000016599612,0.00006471281,0.000032813336,0.00009620687],"category_scores_gemma":[0.000011052611,0.00011459318,0.000035726618,0.00022911576,0.000013613347,0.000048186,0.000033825952,0.00013162907,0.0000013231992],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004376639,0.0000074122786,0.000012082965,0.000019955643,0.0000128378915,7.4216143e-7,0.000112391586,0.93593687,0.023638446,0.038253367,0.00014247624,0.0018590303],"study_design_scores_gemma":[0.00020541775,0.000044722678,0.00009071339,0.00002029835,0.000011208034,0.000005764897,0.00004984762,0.91839796,0.004711078,0.0031893956,0.0731164,0.00015721278],"about_ca_topic_score_codex":0.000007734127,"about_ca_topic_score_gemma":0.0000027384692,"teacher_disagreement_score":0.9817385,"about_ca_system_score_codex":0.00007927295,"about_ca_system_score_gemma":0.0000061945134,"threshold_uncertainty_score":0.46729743},"labels":[],"label_agreement":null},{"id":"W4297103710","doi":"10.2118/210552-ms","title":"Calibrating ECD, Surge, and Swab Models Using Downhole Pressure Measurements to Avoid Wellbore Instability and Allow Safe Tripping","year":2022,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tripping; Underbalanced drilling; Surge; Measurement while drilling; Wellbore; Drilling; Petroleum engineering; Geology; Drilling fluid; Drill pipe; Marine engineering; Engineering; Mechanical engineering","score_opus":0.035522522764114765,"score_gpt":0.2047652769806083,"score_spread":0.16924275421649354,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297103710","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84402573,0.00181313,0.14858764,0.00006039837,0.00037275298,0.0004040143,0.00003776638,0.00051127275,0.004187301],"genre_scores_gemma":[0.99412185,0.000023329525,0.005554487,0.000061185085,0.000041912852,0.000023794346,0.000006471141,0.00005124391,0.000115701245],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986823,0.000049070473,0.0002971542,0.00032766137,0.00028741936,0.00035636232],"domain_scores_gemma":[0.999503,0.000051483465,0.000023278943,0.00021916538,0.000025928864,0.0001771046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00057970604,0.00022207842,0.0002612021,0.00011880619,0.00027900128,0.00008489418,0.000105712694,0.000051741197,0.00007266362],"category_scores_gemma":[0.00003065979,0.00024250464,0.000032165008,0.00022750156,0.000015164985,0.00027596008,0.00017948358,0.00025652724,6.4741755e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000772002,0.000010753066,0.0013989639,0.00018683552,0.000049256734,0.0000022213503,0.00056526525,0.9855345,0.010889666,0.00004988389,0.00010037443,0.0012045921],"study_design_scores_gemma":[0.00029883315,0.000020352816,0.00021091232,0.000043628963,0.000026617321,0.000009674718,0.00019214189,0.9937393,0.0026683537,0.000079214675,0.0024061645,0.00030480674],"about_ca_topic_score_codex":0.00012899241,"about_ca_topic_score_gemma":0.000021678004,"teacher_disagreement_score":0.15009615,"about_ca_system_score_codex":0.00007652167,"about_ca_system_score_gemma":0.00001960002,"threshold_uncertainty_score":0.9889052},"labels":[],"label_agreement":null},{"id":"W4297348064","doi":"10.56952/arma-2022-0468","title":"Experimental Study for the Validation of Drilling Optimization Model for Improved Performance in Hard Rock Formations","year":2022,"lang":"en","type":"article","venue":"Proceedings 56th US Rock Mechanics / Geomechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Rate of penetration; Hammer; Geothermal gradient; Petroleum engineering; Impact crater; Measurement while drilling; Geology; Computer science; Engineering; Mechanical engineering","score_opus":0.013543661907133046,"score_gpt":0.21059184848103807,"score_spread":0.19704818657390502,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297348064","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.04023649,0.00010926866,0.9556973,0.00004182579,0.00068832526,0.002873283,0.00008963997,0.00023725153,0.000026639176],"genre_scores_gemma":[0.99028814,0.00007880064,0.0062005804,0.000022965132,0.0000789474,0.0030522114,0.00008169299,0.0001322253,0.000064442735],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979221,0.000008287745,0.0008260623,0.0003802498,0.00034847972,0.0005147821],"domain_scores_gemma":[0.9991102,0.00008044428,0.00024470282,0.00022648796,0.00027081594,0.00006729925],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009782494,0.0003402371,0.00038545387,0.0003337305,0.00056576147,0.00008653284,0.0004861814,0.000098149714,0.000008027792],"category_scores_gemma":[0.000044015724,0.00034851072,0.00015181226,0.0005139625,0.0000013351876,0.00048113414,0.0001725817,0.00028380635,7.8432805e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006641589,0.00016316253,0.000007411285,0.00022468212,0.000054990225,3.806345e-8,0.002721166,0.95897645,0.036273036,0.0014373955,0.000036269423,0.000038993316],"study_design_scores_gemma":[0.0012293763,0.0005521388,2.5300423e-7,0.000028221268,0.00007309758,0.0000039291426,0.002018986,0.940955,0.054311186,0.00034084782,0.00013588149,0.00035112267],"about_ca_topic_score_codex":0.0000035029373,"about_ca_topic_score_gemma":9.506025e-7,"teacher_disagreement_score":0.95005167,"about_ca_system_score_codex":0.00034888362,"about_ca_system_score_gemma":0.000041286024,"threshold_uncertainty_score":0.9998967},"labels":[],"label_agreement":null},{"id":"W4297349162","doi":"10.56952/arma-2022-0408","title":"Automated Extraction of Borehole Breakout Properties from Acoustic Televiewer (ATV) Data","year":2022,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Borehole; Breakout; Geology; Seismology; Acoustics; Geotechnical engineering","score_opus":0.02754996868318523,"score_gpt":0.22634703148610996,"score_spread":0.19879706280292472,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297349162","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8068218,0.009840802,0.15245181,0.00008890422,0.0039123157,0.0005938844,0.0008116436,0.010591683,0.014887103],"genre_scores_gemma":[0.99815065,0.00008332726,0.00119074,0.000011361867,0.0000606705,0.0000160571,0.00016305404,0.000036172678,0.00028794433],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993174,0.00001351701,0.00021014358,0.00015089959,0.00016742497,0.00014058166],"domain_scores_gemma":[0.9994476,0.00002907515,0.000022002485,0.00045369598,0.000015826876,0.000031840806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000121327204,0.00010509751,0.00015125786,0.00005648139,0.000048216603,0.000014482951,0.00026191,0.000025920419,0.0003603192],"category_scores_gemma":[0.000022162802,0.00009768806,0.000024137331,0.00013922986,0.000010366414,0.00015482424,0.0001180216,0.00014816962,0.000020013878],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029010755,0.000018273498,0.00004409749,0.00006621257,0.000039237737,0.0000028412132,0.000090488335,0.9124673,0.078810245,0.000004501078,0.0059535094,0.0025004107],"study_design_scores_gemma":[0.00010616847,0.000011613279,0.0004027867,0.00002654872,0.000025155909,0.0000060648413,0.00010358448,0.9739761,0.0077113155,0.0000051505217,0.017497575,0.00012797189],"about_ca_topic_score_codex":0.0002400976,"about_ca_topic_score_gemma":0.000011760023,"teacher_disagreement_score":0.19132882,"about_ca_system_score_codex":0.000043311913,"about_ca_system_score_gemma":0.000011713535,"threshold_uncertainty_score":0.39836037},"labels":[],"label_agreement":null},{"id":"W4297405170","doi":"10.2118/210551-ms","title":"A Review of Conventionally Undrillable Wells with Ultra-Narrow Pressure Windows Successfully Drilled Utilizing MPD Over the Last Five Years in USA and Canada","year":2022,"lang":"en","type":"review","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Drilling; Petroleum engineering; Wellbore; Drill; Drill pipe; Geology; High pressure; Hydraulic pressure; Engineering; Geotechnical engineering; Mining engineering; Mechanical engineering; Engineering physics","score_opus":0.010945484150224753,"score_gpt":0.2205441026146445,"score_spread":0.20959861846441974,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297405170","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000070335045,0.99273854,0.000017260068,0.0000069100174,0.00023064595,0.0007697395,0.00007452355,0.000035535628,0.0060565327],"genre_scores_gemma":[0.00060091034,0.99799556,0.000043994845,0.00005909121,0.000036665384,0.00009371496,0.00004575464,0.00007960218,0.001044683],"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","domain_scores_codex":[0.9983261,0.00008246535,0.0006109939,0.00030104187,0.00036319578,0.0003161866],"domain_scores_gemma":[0.99907666,0.0003228357,0.00014981077,0.00034719793,0.000028836801,0.00007466205],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00034895784,0.00038921737,0.0012456964,0.000114497925,0.000044470682,0.000028877774,0.00031894457,0.000095248055,0.0010094561],"category_scores_gemma":[0.000034442644,0.0002798736,0.00014337443,0.00043806795,0.00003848099,0.00006926229,0.00004896431,0.0005011866,0.0000033094136],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010645208,0.000043526725,0.000594815,0.6659006,0.001870667,0.00014609963,0.00017859483,0.23276798,0.0000018721511,0.0007260586,0.024042532,0.07371661],"study_design_scores_gemma":[0.00018126101,0.000013382332,0.000043029366,0.038708035,0.0003321188,0.000046904013,0.000025988746,0.000855167,8.95049e-7,0.0000013920439,0.9594669,0.00032492913],"about_ca_topic_score_codex":0.043367982,"about_ca_topic_score_gemma":0.09611466,"teacher_disagreement_score":0.9354244,"about_ca_system_score_codex":0.00013126008,"about_ca_system_score_gemma":0.0004088333,"threshold_uncertainty_score":0.99996537},"labels":[],"label_agreement":null},{"id":"W4297744379","doi":"","title":"Variations des sous-pressions dans les fissures sismiques des barrages en béton - modélisation numérique","year":2005,"lang":"fr","type":"preprint","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"","keywords":"Geology; Ton; Telmatology; Physics; Seismology; Geography; Tectonics; Archaeology","score_opus":0.012534211412654598,"score_gpt":0.22545909546179194,"score_spread":0.21292488404913734,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297744379","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.123772316,0.0129808495,0.85335326,0.0015645374,0.0006215753,0.0011089322,0.00032499162,0.0037246651,0.0025488436],"genre_scores_gemma":[0.7115649,0.011249198,0.27211282,0.00007893812,0.0010737077,0.0011826354,0.00026548095,0.0003979462,0.0020743483],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9945858,0.0005305594,0.0014347536,0.0011393126,0.0005980919,0.0017114602],"domain_scores_gemma":[0.996178,0.0006933232,0.00038157857,0.0016628106,0.00031032905,0.0007740166],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.0012583875,0.0014864462,0.0011247072,0.0009385572,0.0010961923,0.0006734238,0.0012644689,0.0020797853,0.00019557806],"category_scores_gemma":[0.00076794863,0.0017137723,0.0006626889,0.00066928426,0.00037654466,0.00085247384,0.0006522119,0.0024857344,0.0000498351],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022861217,0.00023786892,0.011095248,0.00073438056,0.0003734865,0.000037832964,0.0130588915,0.9027951,0.02558102,0.018740574,0.00066790305,0.026654845],"study_design_scores_gemma":[0.0003387151,0.0000779969,0.047477134,0.0018223918,0.0002081742,0.000109013425,0.00078121753,0.88822764,0.038233243,0.01724033,0.0039494038,0.0015347181],"about_ca_topic_score_codex":0.04165226,"about_ca_topic_score_gemma":0.020417891,"teacher_disagreement_score":0.5877926,"about_ca_system_score_codex":0.003008661,"about_ca_system_score_gemma":0.00036037507,"threshold_uncertainty_score":0.9998156},"labels":[],"label_agreement":null},{"id":"W4297916292","doi":"10.2118/210223-ms","title":"Design and Development of a High Pressure-High Temperature Wellbore Simulator for Investigation of the Impact of Cyclic Stresses on the Integrity of Wellbore Sections with Cement/Casing Interfaces","year":2022,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Casing; Shrinkage; Wellbore; Annulus (botany); Cement; Permeability (electromagnetism); Geotechnical engineering; Materials science; Petroleum engineering; Composite material; Geology; Chemistry","score_opus":0.022928236995634788,"score_gpt":0.23715462233804777,"score_spread":0.21422638534241298,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4297916292","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9836459,0.00006891846,0.015721124,0.000054378223,0.000024769333,0.00032447933,0.00012351884,0.000024986108,0.000011930891],"genre_scores_gemma":[0.9987235,0.000023010574,0.0011898457,0.000002845121,0.000007709117,0.000026447837,0.000014410987,0.000009314659,0.0000028842824],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994197,0.000035718338,0.00022780862,0.000104123006,0.00012973424,0.0000829385],"domain_scores_gemma":[0.9995466,0.0001335649,0.000090659385,0.00011170509,0.00009682793,0.000020682273],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018059878,0.00010447795,0.00017161803,0.000053252676,0.00008245469,0.000008781552,0.00007872539,0.00005120829,0.0000087466715],"category_scores_gemma":[0.000028080278,0.00006294254,0.00002612266,0.00014421913,0.00009852507,0.000062237785,0.00003827026,0.00019539431,2.1156726e-8],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014589868,0.00005178978,0.00061698724,0.000370541,0.00011026928,1.2716116e-7,0.0019003684,0.78190804,0.212588,0.0014291722,0.00012553684,0.0007532643],"study_design_scores_gemma":[0.00035988077,0.0006712912,0.007935531,0.0005519683,0.000050521743,0.0000026263886,0.0010173375,0.027851332,0.96009755,0.0013116865,0.0000203957,0.00012990143],"about_ca_topic_score_codex":0.000063724976,"about_ca_topic_score_gemma":0.000011922527,"teacher_disagreement_score":0.75405675,"about_ca_system_score_codex":0.000019222804,"about_ca_system_score_gemma":0.00004918689,"threshold_uncertainty_score":0.25667223},"labels":[],"label_agreement":null},{"id":"W4298147108","doi":"10.20868/upm.thesis.232","title":"Investigación para sísmica 4D de las variaciones de las propiedades petrofísicas y de la viabilidad técnica en los yacimientos de crudos extrapesados espumantes","year":2003,"lang":"es","type":"dissertation","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Humanities; Physics; Geography; Philosophy","score_opus":0.0069177671286429435,"score_gpt":0.2597458449111935,"score_spread":0.25282807778255056,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4298147108","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7792218,0.002206305,0.19795887,0.00018105339,0.0007673197,0.0011893973,0.000081485574,0.0018403531,0.016553424],"genre_scores_gemma":[0.9438995,0.0011299948,0.049723085,0.00015639592,0.00051253306,0.00034645843,0.00023623457,0.0005089834,0.003486829],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9944133,0.0006580075,0.0011767042,0.0010774852,0.0005886232,0.002085879],"domain_scores_gemma":[0.996279,0.0015412001,0.00026882076,0.0008737918,0.00015548858,0.0008817103],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.0014599157,0.0014625164,0.0011955581,0.00072187174,0.00039150182,0.00074719946,0.0008560228,0.0016767625,0.00032881007],"category_scores_gemma":[0.0011431617,0.0015667003,0.00055840396,0.0005503106,0.00022556259,0.0003378019,0.000062927786,0.0019683586,0.00011581798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014308396,0.0005859201,0.015978552,0.00636059,0.0011827548,0.00027604893,0.006545835,0.67714137,0.21995735,0.06803538,0.0009577135,0.0028354095],"study_design_scores_gemma":[0.0018761747,0.00029700302,0.010626163,0.0035292665,0.0012643742,0.0005540893,0.0016926429,0.69885695,0.2535993,0.004340853,0.01954337,0.0038198337],"about_ca_topic_score_codex":0.00043665813,"about_ca_topic_score_gemma":0.0000542773,"teacher_disagreement_score":0.1646777,"about_ca_system_score_codex":0.00097030104,"about_ca_system_score_gemma":0.0009916917,"threshold_uncertainty_score":0.9998124},"labels":[],"label_agreement":null},{"id":"W4299500175","doi":"","title":"Forces configurationnelles et localisation de front de fissure","year":2015,"lang":"fr","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Safran Electronics (Canada)","funders":"","keywords":"Fissure; Geology","score_opus":0.012984088533042133,"score_gpt":0.21503398465888726,"score_spread":0.20204989612584512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4299500175","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.033722617,0.004146627,0.89128256,0.008580877,0.00053974113,0.00031863118,0.000079254954,0.00054518913,0.060784515],"genre_scores_gemma":[0.87064385,0.0017903874,0.11160912,0.00008401991,0.00011263082,0.00008129516,0.00074878085,0.00012375937,0.014806172],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99507964,0.00280576,0.00060663704,0.0005533597,0.0003678752,0.00058674003],"domain_scores_gemma":[0.995699,0.0011132072,0.0002509969,0.0012259786,0.0013362059,0.00037462692],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.007378603,0.00047125053,0.0004362594,0.00016022757,0.00022710858,0.0004766206,0.00076256,0.00054056605,0.00023886724],"category_scores_gemma":[0.0014487167,0.0005750038,0.00019982312,0.00019807438,0.0001413514,0.0002237468,0.0002782271,0.0008692894,0.000138385],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007872508,0.0001584171,0.0009127975,0.0004943966,0.00016388738,0.0000074998834,0.035664253,0.78991586,0.0039704717,0.14791772,0.0050501786,0.015736658],"study_design_scores_gemma":[0.0004530967,4.669046e-7,0.001262964,0.0024350653,0.00008625346,0.000022243717,0.00039220805,0.8799939,0.03904426,0.008956639,0.06676627,0.0005866059],"about_ca_topic_score_codex":0.0041024755,"about_ca_topic_score_gemma":0.0025972794,"teacher_disagreement_score":0.8369212,"about_ca_system_score_codex":0.00060429395,"about_ca_system_score_gemma":0.00048241677,"threshold_uncertainty_score":0.99967015},"labels":[],"label_agreement":null},{"id":"W4304190267","doi":"10.1007/s13202-022-01566-2","title":"Stepwise mathematical derivation of the Herschel–Bulkley laminar fluid flow equations—in pipes","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Laminar flow; Hydraulics; Drilling fluid; Fluid dynamics; Pressure drop; Newtonian fluid; Flow (mathematics); Applied mathematics; Mathematics; Mechanics; Engineering; Mechanical engineering; Physics; Drilling","score_opus":0.011054530850407054,"score_gpt":0.19659390453755826,"score_spread":0.1855393736871512,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4304190267","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6018989,0.0015270123,0.38569847,0.008985389,0.0014562755,0.00017346762,0.0000029359437,0.00013601304,0.0001215065],"genre_scores_gemma":[0.9976083,0.00027004353,0.0019600885,0.000006780582,0.00007089865,0.000017659437,0.0000011407067,0.000012280935,0.000052806103],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992307,0.00003723835,0.00039479797,0.000075576565,0.00017476008,0.000086926455],"domain_scores_gemma":[0.99963605,0.00002449854,0.00012934495,0.00013149867,0.00006317861,0.000015446334],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042641684,0.000074691634,0.00015089914,0.00040688892,0.00007284616,0.000008876425,0.000103058504,0.000048627913,0.000018991264],"category_scores_gemma":[0.00017274049,0.000064256914,0.000035263944,0.00044378676,0.00003620139,0.00020529378,0.00002738889,0.0002902584,0.00000104626],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012946377,0.0000414325,0.00015593004,0.00005642768,0.000015278869,0.000001172027,0.0005329732,0.95621675,0.02800369,0.0021718848,0.00015602683,0.012635491],"study_design_scores_gemma":[0.00076733105,0.00030225178,0.00023063312,0.00011583547,0.000044682096,0.00022504054,0.004444247,0.86574835,0.095830016,0.026688023,0.0053926855,0.00021091897],"about_ca_topic_score_codex":4.1525107e-7,"about_ca_topic_score_gemma":0.0000015765193,"teacher_disagreement_score":0.39570937,"about_ca_system_score_codex":0.000065615575,"about_ca_system_score_gemma":0.000018449346,"threshold_uncertainty_score":0.2620321},"labels":[],"label_agreement":null},{"id":"W4304194006","doi":"10.1038/s41598-022-19577-8","title":"Application of microtomography and petrography techniques for the characterization of porosity of synthetic carbonatic rock minerals before and after acidification processes","year":2022,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Petrobras; Energi Simulation","keywords":"Petrography; Porosity; Dissolution; X-ray microtomography; Mineralogy; Geology; Characterization (materials science); Materials science; Geotechnical engineering; Chemistry","score_opus":0.003143039056324571,"score_gpt":0.18222678696496208,"score_spread":0.17908374790863751,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4304194006","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9632518,0.0004578137,0.03551152,0.000010367695,0.00015798504,0.0005433476,0.00002010119,0.000040103438,0.0000069085486],"genre_scores_gemma":[0.99914354,0.000027849133,0.00039523162,7.54667e-7,0.0000065963645,0.0003650876,0.000039152237,0.000010189115,0.000011592561],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993546,0.000006333908,0.0002827815,0.00015701854,0.00013107323,0.00006817464],"domain_scores_gemma":[0.9994817,0.000022616121,0.00016656649,0.00021506152,0.000099384706,0.000014701719],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037978156,0.00006424494,0.00011581333,0.00017395295,0.000062495485,0.000014107283,0.00004763857,0.000018765873,9.68632e-7],"category_scores_gemma":[0.000017279652,0.00005497561,0.000033599266,0.00040814077,0.000063649204,0.00005109873,0.000019831152,0.00003092174,5.835322e-9],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000052421533,0.0000194182,0.011925504,0.0010447588,0.00001982218,2.3580355e-7,0.000589418,0.0027271332,0.9804935,0.000012853651,0.0000064017067,0.0031557477],"study_design_scores_gemma":[0.000054237575,0.00005014147,0.018530263,0.00008402475,0.000059572274,0.000023800581,0.00008591957,0.04342197,0.9357437,0.00071250723,0.0011239344,0.00010993767],"about_ca_topic_score_codex":0.000006085064,"about_ca_topic_score_gemma":0.000002545945,"teacher_disagreement_score":0.04474977,"about_ca_system_score_codex":0.0000067554665,"about_ca_system_score_gemma":0.000010339113,"threshold_uncertainty_score":0.22418404},"labels":[],"label_agreement":null},{"id":"W4307030604","doi":"10.21203/rs.3.rs-1633889/v1","title":"Application of soft computing approaches for modeling annular pressure loss of slim-hole wells in one of Iranian central oil fields","year":2022,"lang":"en","type":"preprint","venue":"Research Square","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Iranian Central Oil Fields Company","keywords":"Broyden–Fletcher–Goldfarb–Shanno algorithm; Computer science; Mean squared error; Soft computing; Drilling engineering; Algorithm; Drilling fluid; Applied mathematics; Multilayer perceptron; Drilling; Mathematical optimization; Mathematics; Statistics; Machine learning; Artificial neural network; Mechanical engineering; Engineering","score_opus":0.06578788378928409,"score_gpt":0.30089244639555907,"score_spread":0.235104562606275,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4307030604","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31107226,0.003462325,0.68372595,0.000033127435,0.00012634735,0.00076856307,0.00025418898,0.000088063396,0.00046918314],"genre_scores_gemma":[0.99609005,0.00019128669,0.0032926302,6.1817684e-7,0.00009386425,0.00008727008,0.00014936221,0.00006238367,0.0000325298],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99797463,0.00007433775,0.00059409725,0.00032506586,0.0005570481,0.00047481363],"domain_scores_gemma":[0.9989596,0.00021333003,0.00008994802,0.00050135184,0.00016949259,0.00006630467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011585278,0.00018551626,0.00051991595,0.00038193396,0.000039654307,0.0000137540355,0.0004556365,0.00026980753,0.000010952183],"category_scores_gemma":[0.00008059342,0.00022748939,0.00015504162,0.00029756044,0.000042907548,0.00003980045,0.0003341811,0.00096946006,2.9817068e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030506435,0.00009174157,0.0011606975,0.019359987,0.00008841864,6.982687e-7,0.0015822627,0.969038,0.0005388562,0.00023478219,0.000011678255,0.007862381],"study_design_scores_gemma":[0.00028989362,0.000043561788,0.00027234264,0.00089994987,0.000018631437,2.0542562e-7,0.0004215632,0.99436957,0.0030310827,0.00028254848,0.0002064537,0.00016418989],"about_ca_topic_score_codex":0.00038936385,"about_ca_topic_score_gemma":0.000012677095,"teacher_disagreement_score":0.68501776,"about_ca_system_score_codex":0.00008115194,"about_ca_system_score_gemma":0.00008486712,"threshold_uncertainty_score":0.92767483},"labels":[],"label_agreement":null},{"id":"W4308529133","doi":"10.1016/j.ijrmms.2022.105272","title":"Failure mode of cement sheath in salt cavern gas storge wellbore based on coupling plasticity and damage evolution","year":2022,"lang":"en","type":"article","venue":"International Journal of Rock Mechanics and Mining Sciences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"Hebei Province Outstanding Youth Fund; Chinese Academy of Sciences; National Natural Science Foundation of China","keywords":"Wellbore; Cement; Failure mode and effects analysis; Plasticity; Geotechnical engineering; Geology; Coupling (piping); Mode (computer interface); Petroleum engineering; Materials science; Forensic engineering; Engineering; Composite material","score_opus":0.007601723198971812,"score_gpt":0.21880530929320557,"score_spread":0.21120358609423376,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4308529133","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86254627,0.000114189876,0.13671121,0.00007339677,0.00047126642,0.000023595627,0.000012025672,0.000007677207,0.000040368956],"genre_scores_gemma":[0.9988737,0.000034767472,0.0010348731,0.0000105640975,0.00003541111,0.0000011222314,8.601308e-7,0.000005432465,0.0000032660653],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992075,0.000007575659,0.00020798085,0.00008235423,0.0004004732,0.000094101015],"domain_scores_gemma":[0.99974805,0.000066104585,0.00008068333,0.000023942508,0.000045372042,0.000035864265],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032595953,0.000067064655,0.00010410496,0.00026801293,0.00006842701,0.000023378057,0.00014812508,0.000016639828,0.000009206855],"category_scores_gemma":[0.00003077442,0.000064024236,0.000020603662,0.000090401896,0.0000057262523,0.00008545568,0.000038700095,0.000133817,6.8950015e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012386474,0.0000147152605,0.0005586885,0.00001003326,0.000009800531,0.0000071391173,0.00028392693,0.99540716,0.0022997526,0.0012060157,0.00001826929,0.0001721205],"study_design_scores_gemma":[0.0002811709,0.00016803843,0.00012407254,0.00011565022,0.0000053744393,0.000014648911,0.00070348865,0.9977756,0.00041320946,0.00023852834,0.000099571385,0.000060637612],"about_ca_topic_score_codex":0.000014117193,"about_ca_topic_score_gemma":0.000012639241,"teacher_disagreement_score":0.13632743,"about_ca_system_score_codex":0.0000965345,"about_ca_system_score_gemma":0.00003674965,"threshold_uncertainty_score":0.26108325},"labels":[],"label_agreement":null},{"id":"W4309074698","doi":"10.1080/13873954.2022.2143531","title":"An experimentally-verified approach for enhancing fluid drag force simulation in vertical oilwell drill strings","year":2022,"lang":"en","type":"article","venue":"Mathematical and Computer Modelling of Dynamical Systems","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drag; Drill string; Drill; Mechanics; Vibration; Bending moment; Engineering; Euler's formula; Drilling; Added mass; Drill pipe; Structural engineering; Physics; Mathematics; Mechanical engineering; Mathematical analysis; Acoustics","score_opus":0.015567952483956956,"score_gpt":0.20878940359095813,"score_spread":0.19322145110700117,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4309074698","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3524054,0.00008757372,0.64700735,0.0000012540113,0.000095255455,0.00023672938,0.000004705081,0.000102151185,0.000059579306],"genre_scores_gemma":[0.9700864,0.0000024272993,0.029672928,0.00000411392,0.000067696565,0.000090025125,0.000025136342,0.000040969408,0.0000103292305],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986604,0.000032860775,0.0005376499,0.00026164233,0.00022258352,0.00028485275],"domain_scores_gemma":[0.9995064,0.00017325736,0.00002531741,0.0001732115,0.00001855137,0.00010323502],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028446753,0.00018551249,0.00040031405,0.00009032635,0.00006912804,0.000046057317,0.00015052021,0.00007199619,0.0000028801064],"category_scores_gemma":[0.0000033654499,0.00018677571,0.00006820997,0.000103665334,0.00002275186,0.00008990759,0.000054149885,0.00016026947,4.730246e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018007084,0.00010777675,0.000005888039,0.0006711627,0.00001829169,9.221539e-7,0.00060333,0.98670846,0.002604718,0.0090676425,0.0000010199229,0.00019279036],"study_design_scores_gemma":[0.0004048267,0.00012241541,0.00000194419,0.00008321221,0.000011561512,0.0000064210517,0.00014966565,0.997686,0.00047956686,0.00083309546,0.000008968037,0.00021226596],"about_ca_topic_score_codex":0.00000967473,"about_ca_topic_score_gemma":2.523117e-7,"teacher_disagreement_score":0.61768097,"about_ca_system_score_codex":0.000082648745,"about_ca_system_score_gemma":0.0000055515015,"threshold_uncertainty_score":0.7616492},"labels":[],"label_agreement":null},{"id":"W4310290455","doi":"10.56952/igs-2022-191","title":"Log CCS vs App CCS","year":2022,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Compressive strength; Artificial neural network; Computer science; Drill; Durability; Geology; Machine learning; Engineering; Database; Materials science; Mechanical engineering","score_opus":0.004489366641295503,"score_gpt":0.1579937080674756,"score_spread":0.15350434142618008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310290455","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16028172,0.0014707018,0.39614415,0.00028197552,0.00510356,0.0002711896,0.000025832947,0.008508198,0.42791268],"genre_scores_gemma":[0.99519855,0.00002002763,0.0009323858,0.000070385926,0.000089283094,0.000019862928,0.000007665243,0.000035850873,0.0036259815],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995264,0.000004552387,0.00009117114,0.00008543926,0.00010923301,0.00018320882],"domain_scores_gemma":[0.9997861,0.000017634402,0.0000044259905,0.00014306406,0.0000044025815,0.00004441555],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007449687,0.00008253438,0.000082635284,0.000051653275,0.000060675684,0.000013470234,0.00011052577,0.000018908835,0.0006406289],"category_scores_gemma":[0.0000036397714,0.00008922973,0.000035363035,0.00013435062,0.0000044618637,0.000032205044,0.00004318201,0.0001623759,0.00010611452],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010298928,0.0000060732505,0.00007676664,0.000017753617,0.000012012702,0.00000607448,0.00006729645,0.9854946,0.0005450434,0.00093170843,0.010874057,0.0019675507],"study_design_scores_gemma":[0.00013872024,0.000018692463,0.000088679684,0.0000026602017,0.0000046568152,0.000012050693,0.000048474725,0.65093446,0.0011777923,0.00009483312,0.34730807,0.0001709141],"about_ca_topic_score_codex":0.000011739967,"about_ca_topic_score_gemma":0.0000016594796,"teacher_disagreement_score":0.83491683,"about_ca_system_score_codex":0.00004531089,"about_ca_system_score_gemma":0.0000039591555,"threshold_uncertainty_score":0.70144373},"labels":[],"label_agreement":null},{"id":"W4310360047","doi":"10.56952/igs-2022-033","title":"Theoretical and Experimental Comparison Study of Weak Point Shape Effect on Openhole Fracturing Pressure","year":2022,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Schlumberger (Canada)","funders":"","keywords":"Hydraulic fracturing; Perforation; Fracture (geology); Geology; Borehole; Point (geometry); Stress (linguistics); Perpendicular; Mechanics; Wellbore; Completion (oil and gas wells); Plane (geometry); Geotechnical engineering; Materials science; Petroleum engineering; Physics; Geometry; Composite material; Mathematics","score_opus":0.005064369651214585,"score_gpt":0.23316136434150614,"score_spread":0.22809699469029154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4310360047","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9890847,0.00042568136,0.000314106,0.000006289453,0.00017413725,0.00026495146,0.0000023667806,0.00018034772,0.00954737],"genre_scores_gemma":[0.99981236,0.000001014697,0.00005235086,0.000006721128,0.000022220365,0.000043447028,0.0000016657325,0.000028774843,0.000031469135],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993347,0.000038865157,0.00015837932,0.00014644607,0.00018209571,0.00013954469],"domain_scores_gemma":[0.9996939,0.00009372921,0.000012786815,0.00014867482,0.0000033772556,0.00004757972],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016954486,0.00012866467,0.00021411398,0.000054531367,0.000066100416,0.000018140385,0.00010273591,0.000020730624,0.00083206204],"category_scores_gemma":[0.0000060049756,0.00011528112,0.000026140113,0.00005427596,0.000016899861,0.000035563087,0.0001081734,0.00021881521,0.0000031901366],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043824435,0.0002175707,0.00067310233,0.000044791122,0.00007466321,0.0000034653376,0.0014133533,0.9867122,0.00803141,0.001803431,0.00012658413,0.0008555801],"study_design_scores_gemma":[0.0009218029,0.0016233979,0.0008064903,0.000016528149,0.000026182648,0.0000043571513,0.001967025,0.8928528,0.1008869,0.000014141747,0.0007004739,0.00017989415],"about_ca_topic_score_codex":0.000012855854,"about_ca_topic_score_gemma":4.7304914e-7,"teacher_disagreement_score":0.09385942,"about_ca_system_score_codex":0.000018576236,"about_ca_system_score_gemma":0.0000013533464,"threshold_uncertainty_score":0.9110496},"labels":[],"label_agreement":null},{"id":"W4312062802","doi":"10.2118/205953-pa","title":"Generalized Models for the Field Assessment of Drilling Fluid Viscoelasticity","year":2022,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Rheometer; Viscoelasticity; Drilling fluid; Rheology; Viscometer; Elasticity (physics); Mechanics; Drilling; Materials science; Petroleum engineering; Mechanical engineering; Geology; Viscosity; Engineering; Composite material; Physics","score_opus":0.022388988095351232,"score_gpt":0.2580272850807587,"score_spread":0.23563829698540745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312062802","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054279745,0.00041493744,0.94269,0.0001432922,0.0012822986,0.00032190734,0.000041236784,0.0002370956,0.0005894469],"genre_scores_gemma":[0.986268,0.00014139926,0.013022633,0.000070015914,0.00024145808,0.000113566115,0.000058492446,0.000050732644,0.000033704004],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988322,0.000030131536,0.0003650311,0.0001921224,0.00029646145,0.0002840557],"domain_scores_gemma":[0.9989169,0.0006502269,0.000062917345,0.00027057616,0.000057531597,0.00004183051],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004316827,0.00017323386,0.00025934193,0.00009861646,0.00032453603,0.000031041876,0.00023740565,0.00004073188,0.00007411827],"category_scores_gemma":[0.00003579819,0.00016111591,0.00015564953,0.00019322739,0.00001784546,0.00006949211,0.00006003569,0.00023666759,0.0000011689544],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011039307,0.000013921458,0.000044796732,0.00007155399,0.00005666511,4.4992345e-7,0.00011961837,0.98003376,0.010507324,0.0077935727,0.00053884834,0.000808475],"study_design_scores_gemma":[0.0003377798,0.000073752155,0.00010125915,0.00002778363,0.00004550879,0.000002707128,0.000050383383,0.9852929,0.0033590703,0.001484685,0.009040237,0.00018392845],"about_ca_topic_score_codex":0.00004976662,"about_ca_topic_score_gemma":0.0000047946114,"teacher_disagreement_score":0.93198824,"about_ca_system_score_codex":0.00010876765,"about_ca_system_score_gemma":0.000018236879,"threshold_uncertainty_score":0.6570116},"labels":[],"label_agreement":null},{"id":"W4312192488","doi":"10.1063/5.0132129","title":"Computational fluid dynamics investigation of bitumen residues in oil sands tailings transport in an industrial horizontal pipe","year":2022,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs","keywords":"Tailings; Oil sands; Asphalt; Slurry; Petroleum engineering; Particle-size distribution; Drag; Computational fluid dynamics; Bubble; Multiphase flow; Pressure drop; Fraction (chemistry); Particle size; Geotechnical engineering; Environmental science; Geology; Materials science; Mechanics; Environmental engineering; Metallurgy; Chemistry; Chromatography; Composite material; Physics","score_opus":0.013651614564671967,"score_gpt":0.20462281575701438,"score_spread":0.19097120119234243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312192488","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99440867,0.000053421983,0.005049674,0.000014112398,0.0001701506,0.000049231443,0.000053090836,0.00005629535,0.00014536193],"genre_scores_gemma":[0.998885,0.000010540269,0.0006886827,0.0000029727255,0.000070408176,0.000014462723,0.00029686283,0.00002698077,0.000004139166],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991015,0.00002270287,0.00036644135,0.00012674871,0.00023930527,0.0001433069],"domain_scores_gemma":[0.99976283,0.00003722285,0.000032298212,0.00010554944,0.000025586107,0.000036481615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021629524,0.00011569543,0.00022543628,0.00015973135,0.000021022031,0.0000043727964,0.00013059401,0.00004814621,0.0000054232432],"category_scores_gemma":[0.000005183524,0.0001519576,0.000041324147,0.00044657092,0.00003314234,0.00017060737,0.00001693854,0.00024014285,2.484607e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019216843,0.00003648882,0.02308512,0.00006453721,0.0000103840675,0.000002113204,0.0011599832,0.94002867,0.032373454,0.00091957115,0.000006952342,0.0022934938],"study_design_scores_gemma":[0.00075839093,0.000106068575,0.004062761,0.000054613753,0.000008024714,5.307227e-7,0.00015570124,0.97785306,0.015075773,0.0017569113,0.000009661778,0.00015849071],"about_ca_topic_score_codex":0.00020848683,"about_ca_topic_score_gemma":0.00005759814,"teacher_disagreement_score":0.03782439,"about_ca_system_score_codex":0.00013072255,"about_ca_system_score_gemma":0.00005205423,"threshold_uncertainty_score":0.61966515},"labels":[],"label_agreement":null},{"id":"W4312247035","doi":"10.1115/omae2022-79753","title":"Experimental Study of Newtonian Laminar Annular Horizontal Displacement Flows With Rotating Inner Cylinder","year":2022,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mechanics; Laminar flow; Cylinder; Buoyancy; Displacement (psychology); Annulus (botany); Rotation (mathematics); Newtonian fluid; Eccentricity (behavior); Rotational speed; Physics; Centrifugal force; Flow (mathematics); Classical mechanics; Materials science; Geometry; Engineering; Mechanical engineering","score_opus":0.00414119193206144,"score_gpt":0.18837703348083568,"score_spread":0.18423584154877423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312247035","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9925656,0.0004822728,0.005039247,0.000046482313,0.0002822906,0.00026224367,0.000014538711,0.0008247953,0.00048256156],"genre_scores_gemma":[0.99755067,0.0000023078735,0.001506198,0.000004131637,0.00004171713,0.0003463354,0.000013838863,0.000094439616,0.0004403794],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99848706,0.000027480826,0.0003529736,0.00034415568,0.00033379535,0.00045456053],"domain_scores_gemma":[0.9993934,0.000012717522,0.000066706976,0.00044520153,0.000025643223,0.000056342644],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00014244698,0.0002825447,0.000365248,0.00048753008,0.00017900222,0.000015963316,0.00035395176,0.00009102726,0.0002577744],"category_scores_gemma":[0.000006974952,0.00029694464,0.000048684644,0.00053936365,0.000046971007,0.00007891697,0.00021821605,0.00047139122,0.000015672469],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060570772,0.00068122277,0.014019277,0.000044290024,0.00021481018,0.00010160887,0.0013863062,0.95596945,0.025029687,0.00008026157,0.00025094976,0.0021615436],"study_design_scores_gemma":[0.0026845888,0.0059758835,0.0006717699,0.000032385262,0.000059158985,0.00009243265,0.020768836,0.9452611,0.013909629,0.000009285892,0.009911073,0.00062386156],"about_ca_topic_score_codex":0.0000542549,"about_ca_topic_score_gemma":0.000028025543,"teacher_disagreement_score":0.01938253,"about_ca_system_score_codex":0.00018913118,"about_ca_system_score_gemma":0.000017659162,"threshold_uncertainty_score":0.99994826},"labels":[],"label_agreement":null},{"id":"W4312353178","doi":"10.23977/jemm.2022.070310","title":"Seven-stage complex horizontal well 3D borehole track design","year":2022,"lang":"en","type":"article","venue":"Journal of Engineering Mechanics and Machinery","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Borehole; Track (disk drive); Monte Carlo method; Drilling; Directional drilling; Range (aeronautics); Set (abstract data type); Geology; Computer science; Simulation; Engineering; Geotechnical engineering; Mechanical engineering; Mathematics; Statistics","score_opus":0.01290439376382537,"score_gpt":0.192897365493856,"score_spread":0.17999297173003062,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312353178","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.030992392,0.0021199803,0.9643206,0.000031476604,0.0018540118,0.00010856189,0.000029683348,0.0002181091,0.00032516263],"genre_scores_gemma":[0.9783393,0.00032005837,0.02083865,0.000033413864,0.00027372676,0.000006921274,0.0000067304054,0.00009884114,0.000082357976],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988089,0.000024954415,0.0004325531,0.00012757056,0.0002941811,0.0003118378],"domain_scores_gemma":[0.9994898,0.00007850324,0.000084753934,0.00014564408,0.000030269175,0.00017102626],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006307824,0.00024584157,0.00034889838,0.00027291957,0.00009842969,0.00004755699,0.00021648449,0.000054173266,0.00008861926],"category_scores_gemma":[0.000021901997,0.00025498812,0.00011939469,0.00019866237,0.0000038745225,0.00013740762,0.00007040068,0.000685479,0.0000021274307],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014064744,0.000022139271,0.000003227878,0.000078003395,0.00008273957,0.00008898119,0.00012378804,0.9730508,0.023052206,0.0012080077,0.00087910483,0.0013969935],"study_design_scores_gemma":[0.00045900163,0.00021305193,0.00002675581,0.000028121302,0.000034197874,0.00036805443,0.000060525494,0.94902366,0.0007888474,0.00010152026,0.048618577,0.00027770145],"about_ca_topic_score_codex":0.0000036561735,"about_ca_topic_score_gemma":3.927155e-7,"teacher_disagreement_score":0.9473469,"about_ca_system_score_codex":0.00010495735,"about_ca_system_score_gemma":0.00002071796,"threshold_uncertainty_score":0.9999902},"labels":[],"label_agreement":null},{"id":"W4312519181","doi":"10.2139/ssrn.4285696","title":"Anomalous Start-Up Pressure Signals of a Bubble-Tube System for Downhole Pressure Determination at the Aquistore CO2 Injection Site","year":2022,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petroleum Technology Research Centre; University of Alberta","funders":"","keywords":"Bubble; Tube (container); Pressure measurement; Petroleum engineering; Materials science; Mechanics; Engineering; Mechanical engineering; Physics","score_opus":0.004712983087077605,"score_gpt":0.18924058963193754,"score_spread":0.18452760654485995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312519181","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.801704,0.040435772,0.15280536,0.00009076401,0.0026329425,0.0010975273,0.00024178255,0.0004535125,0.00053832907],"genre_scores_gemma":[0.99670887,0.00014770002,0.000027989818,0.000004982453,0.00023491186,0.00007960132,0.000021838316,0.000056292,0.002717824],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99823296,0.000058024525,0.0003291123,0.00015390533,0.00031020743,0.00091580796],"domain_scores_gemma":[0.9994635,0.00007796052,0.00013912427,0.00019026398,0.00008383236,0.000045294364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011707952,0.00017329467,0.00021628334,0.00011863881,0.0004160647,0.000032792028,0.00022222465,0.00006437127,0.000026171874],"category_scores_gemma":[0.00002067221,0.0001522259,0.00012435092,0.00017750965,0.0000167998,0.0001139562,0.000043975477,0.00086419785,0.0000024319752],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007267329,0.000013503865,0.000106627915,0.0002413036,0.00024760774,0.0000012601464,0.0006039888,0.98297155,0.011689243,0.00063519966,0.000404472,0.0030125792],"study_design_scores_gemma":[0.0016807929,0.0011798322,0.00009226094,0.00011553768,0.00055833405,0.0012967419,0.0020548368,0.9129043,0.0119728595,0.0011089592,0.06652298,0.00051255774],"about_ca_topic_score_codex":0.000030189498,"about_ca_topic_score_gemma":0.000081724014,"teacher_disagreement_score":0.19500485,"about_ca_system_score_codex":0.00079125195,"about_ca_system_score_gemma":0.00017731717,"threshold_uncertainty_score":0.6207592},"labels":[],"label_agreement":null},{"id":"W4312520453","doi":"10.1115/omae2022-78621","title":"Experimental Study of Displacement Flows in a Vertical Eccentric Annulus","year":2022,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Mechanics; Buoyancy; Annulus (botany); Casing; Reynolds number; Geotechnical engineering; Displacement (psychology); Materials science; Geology; Physics; Turbulence; Petroleum engineering; Composite material","score_opus":0.004827964198481638,"score_gpt":0.2009176787163819,"score_spread":0.19608971451790025,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312520453","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9967104,0.00078814477,0.001042724,0.000042199394,0.00035959698,0.00017563213,0.0000062924278,0.0004963721,0.00037860408],"genre_scores_gemma":[0.9994281,0.000005624715,0.000096550284,0.0000035358719,0.000017191413,0.00023945651,0.000004487893,0.00003921986,0.00016581049],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998793,0.000024244215,0.00033800976,0.0002376856,0.0002209672,0.00038605864],"domain_scores_gemma":[0.99959254,0.000013644829,0.000017361017,0.00032471164,0.00000948631,0.000042229374],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012179879,0.00016692426,0.0002863187,0.00070367573,0.000054060638,0.0000068310683,0.00030131385,0.00007310415,0.00038118844],"category_scores_gemma":[0.0000140494785,0.00019861053,0.00004073016,0.0007114462,0.00002554542,0.000039961607,0.00022701132,0.00036408933,0.000027064745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036463553,0.0010653036,0.0131243,0.000023881388,0.000052208645,0.0000711413,0.0004729247,0.9732915,0.010456545,0.00010364908,0.00039675998,0.0009053147],"study_design_scores_gemma":[0.0018666028,0.0012645513,0.0010525804,0.000009350489,0.00001610921,0.000020572792,0.0040240665,0.9781133,0.0071696294,0.000015093739,0.006183925,0.0002642224],"about_ca_topic_score_codex":0.00003569497,"about_ca_topic_score_gemma":0.000013806402,"teacher_disagreement_score":0.01207172,"about_ca_system_score_codex":0.00029558587,"about_ca_system_score_gemma":0.000010955416,"threshold_uncertainty_score":0.8099103},"labels":[],"label_agreement":null},{"id":"W4312527226","doi":"10.1115/omae2022-78935","title":"Primary Cementing of Horizontal Wellbores With Solid Cutting Beds","year":2022,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Annulus (botany); Mechanics; Buoyancy; Rheology; Drilling fluid; Materials science; Geotechnical engineering; Pressure drop; Fluid dynamics; Geology; Flow (mathematics); Drilling; Composite material; Physics","score_opus":0.0022688782725419337,"score_gpt":0.15845835254530113,"score_spread":0.1561894742727592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312527226","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96584547,0.0011277035,0.021529356,0.00015632418,0.00041302448,0.00011612535,0.000027604856,0.0021436433,0.008640755],"genre_scores_gemma":[0.9958827,0.000018985005,0.003104776,0.000008623258,0.000062703075,0.000074847514,0.000024893428,0.00008668299,0.00073578785],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99863225,0.000012993412,0.0003376709,0.00025884545,0.00025396838,0.0005042685],"domain_scores_gemma":[0.9994638,0.000022061335,0.00008342499,0.00035852386,0.000029349761,0.0000428467],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018183987,0.0002224023,0.0003513678,0.00057600916,0.0001622985,0.000013567849,0.0003753679,0.00010272857,0.0002122154],"category_scores_gemma":[0.000014307692,0.00024633415,0.0000642351,0.00058318785,0.00007985159,0.0000745713,0.00022563424,0.0005167463,0.000019076684],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036359244,0.000087705506,0.016268736,0.00032167762,0.00028634942,0.00007495266,0.0002019119,0.8851405,0.07522578,0.0007372401,0.0021863722,0.01943245],"study_design_scores_gemma":[0.0016572487,0.0013051083,0.0008774512,0.00013277013,0.00012553784,0.00027073157,0.0016733996,0.7702397,0.059439186,0.00020122899,0.16298223,0.0010953929],"about_ca_topic_score_codex":0.000017324404,"about_ca_topic_score_gemma":0.0000037238094,"teacher_disagreement_score":0.16079585,"about_ca_system_score_codex":0.00015903308,"about_ca_system_score_gemma":0.00002620938,"threshold_uncertainty_score":0.99999887},"labels":[],"label_agreement":null},{"id":"W4312705870","doi":"10.1115/omae2022-78264","title":"A Generalized Model for Field Assessment of Particle Settling Velocity in Viscoelastic Fluids","year":2022,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Viscoelasticity; Mechanics; Settling; Hydraulics; Drilling fluid; Elasticity (physics); Viscosity; Viscometer; Materials science; Mechanical engineering; Physics; Engineering; Thermodynamics; Drilling","score_opus":0.008883502602007785,"score_gpt":0.2318366835592222,"score_spread":0.22295318095721442,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312705870","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57178634,0.00017377036,0.4271764,0.0001768709,0.0001429721,0.000088723726,0.000019918487,0.0003532923,0.000081740814],"genre_scores_gemma":[0.9841069,0.00001545701,0.015040853,0.000018396331,0.000018930883,0.00032955286,0.0000094380775,0.000040676277,0.00041981682],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99895585,0.000012483069,0.00033149717,0.0002020352,0.00012673225,0.0003713972],"domain_scores_gemma":[0.9996018,0.000052994124,0.000033812008,0.0002575758,0.000021461265,0.000032347216],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022119036,0.00014197946,0.00028926233,0.00030745892,0.00006587391,0.000007700154,0.00023878788,0.00010697642,0.00007295752],"category_scores_gemma":[0.00004559055,0.00017453977,0.00006872588,0.0003691012,0.000023773155,0.00004184538,0.000103333216,0.0003090282,0.0000023078471],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010626353,0.000034487166,0.0016557673,0.00006457697,0.000024850033,0.0000028782247,0.00005259728,0.97593015,0.018691363,0.0019379399,0.00034768722,0.0012470752],"study_design_scores_gemma":[0.0007080785,0.00014219628,0.000096769596,0.000013120582,0.000014683551,0.0000043047526,0.000062436666,0.99267036,0.0044557005,0.000527762,0.0011361681,0.00016841305],"about_ca_topic_score_codex":0.000014263558,"about_ca_topic_score_gemma":0.000010686058,"teacher_disagreement_score":0.41232055,"about_ca_system_score_codex":0.00016012555,"about_ca_system_score_gemma":0.000033447915,"threshold_uncertainty_score":0.71175253},"labels":[],"label_agreement":null},{"id":"W4312729025","doi":"10.1115/omae2022-78930","title":"Off-Bottom Plug Placement: On the Effects of Pulling Out of the Hole","year":2022,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Injector; Spark plug; Casing; Mechanics; Petroleum engineering; Cement; Plug flow; Slurry; Mechanical engineering; Geology; Materials science; Engineering; Physics; Composite material","score_opus":0.00367728740932995,"score_gpt":0.16837218855934227,"score_spread":0.1646949011500123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312729025","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9917633,0.0013643953,0.002367555,0.00056780584,0.0013968225,0.00021687591,0.000020906213,0.00054339314,0.0017589539],"genre_scores_gemma":[0.9982318,0.000048148882,0.000083238476,0.000022582177,0.000033376895,0.000097429256,0.00000234047,0.00004724574,0.0014338368],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989536,0.000035270143,0.00027362932,0.000173631,0.00025396698,0.0003099285],"domain_scores_gemma":[0.99909735,0.00013917476,0.00008562577,0.00063714664,0.000020273394,0.000020458461],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021949667,0.00017364377,0.00025866475,0.00024770905,0.00012999299,0.000006243383,0.00066061236,0.00010528389,0.00010747782],"category_scores_gemma":[0.00010733725,0.00013123674,0.000110384186,0.00043100203,0.00010242427,0.00002025383,0.00020559377,0.0006376252,0.000023899864],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001360037,0.000054799646,0.0012330806,0.00018950923,0.00012455403,0.000004436747,0.00019615139,0.951777,0.038803127,0.0021891873,0.00263241,0.0027821474],"study_design_scores_gemma":[0.00091642706,0.00055118866,0.00044001095,0.00019821106,0.00008423763,0.000009368179,0.00048581135,0.68928975,0.19858962,0.0004318741,0.10860753,0.0003959762],"about_ca_topic_score_codex":0.000007525618,"about_ca_topic_score_gemma":0.0000025865356,"teacher_disagreement_score":0.26248726,"about_ca_system_score_codex":0.000087841356,"about_ca_system_score_gemma":0.000016032436,"threshold_uncertainty_score":0.53516793},"labels":[],"label_agreement":null},{"id":"W4312760559","doi":"10.1007/978-981-19-4775-9_4","title":"Recent Advances of Rock Engineering and Communication Technologies","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in electrical engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal","funders":"","keywords":"Theme (computing); Engineering; Emerging technologies; Civil engineering; Computer science; Artificial intelligence","score_opus":0.004852947081447722,"score_gpt":0.18198111565854186,"score_spread":0.17712816857709412,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312760559","genre_codex":"review","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00036990747,0.61154324,0.3733486,0.00014443728,0.00075435475,0.00071444904,0.000038588474,0.0036840457,0.009402388],"genre_scores_gemma":[0.6907086,0.2962417,0.01175791,0.000017284832,0.00014928338,0.00013643724,0.00010409613,0.0005985432,0.00028613888],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983758,0.0000060820544,0.00055191177,0.00034005148,0.00027038626,0.00045577236],"domain_scores_gemma":[0.99889255,0.00047060486,0.000075799515,0.00046829425,0.000033593315,0.000059146136],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001476462,0.0005443558,0.00068415795,0.00076332805,0.000036716334,0.000020975112,0.0003655743,0.00046797656,0.00004801229],"category_scores_gemma":[0.00027463736,0.00062575244,0.00008268369,0.00035668293,0.000016403203,0.000113169895,0.00013688496,0.0017614242,0.000002133209],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004260608,0.0000052803216,0.0000047754247,0.0003013589,0.000052437335,0.000007829094,0.000041452407,0.89176095,0.000895282,0.004097451,0.000006714817,0.102822214],"study_design_scores_gemma":[0.00018355135,0.00006357814,0.00000628663,0.00033748854,0.00003395701,0.000024903024,0.0000010594931,0.812298,0.0025988235,0.0011446164,0.18269885,0.00060890114],"about_ca_topic_score_codex":0.0000025929435,"about_ca_topic_score_gemma":0.0000032164987,"teacher_disagreement_score":0.6903387,"about_ca_system_score_codex":0.0003130569,"about_ca_system_score_gemma":0.0000179512,"threshold_uncertainty_score":0.99961936},"labels":[],"label_agreement":null},{"id":"W4312763652","doi":"10.1115/omae2022-80561","title":"Effects of Rheological Properties on Primary Cementing of Irregular Horizontal Wells","year":2022,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Casing; Drilling fluid; Annulus (botany); Geology; Borehole; Petroleum engineering; Rheology; Bingham plastic; Geotechnical engineering; Fluid dynamics; Drilling; Mechanics; Materials science; Engineering; Mechanical engineering","score_opus":0.003131243176805308,"score_gpt":0.1431363010988803,"score_spread":0.140005057922075,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312763652","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9921502,0.0017661878,0.0030289975,0.00006317856,0.00041168908,0.0001464174,0.000007607213,0.0007678669,0.0016578654],"genre_scores_gemma":[0.9985025,0.00003759964,0.0005628368,0.0000079931915,0.000030297413,0.000086938824,0.0000064762,0.0000438252,0.0007215483],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988303,0.000026607046,0.0003371426,0.00022209965,0.0002337718,0.000350072],"domain_scores_gemma":[0.99954826,0.000039672013,0.0000737365,0.00028671732,0.000021800202,0.00002984266],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015827031,0.00019343445,0.00040589168,0.00045745735,0.00006934389,0.0000043470345,0.00034582888,0.00013848048,0.00010267651],"category_scores_gemma":[0.000043180848,0.00019499072,0.00009583335,0.00035007414,0.00011742741,0.000035003322,0.0002116856,0.00039895572,0.000018282584],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000060520717,0.00021065823,0.0017904127,0.0009894392,0.00017406383,0.000040656454,0.00009018107,0.37206298,0.6134311,0.0016407848,0.0008709481,0.008638282],"study_design_scores_gemma":[0.0015412986,0.0025315648,0.0016663169,0.00021978261,0.00009357544,0.000051263803,0.00027491743,0.2584102,0.7035649,0.0002728699,0.030702924,0.0006704314],"about_ca_topic_score_codex":0.000007642957,"about_ca_topic_score_gemma":2.9848883e-7,"teacher_disagreement_score":0.11365281,"about_ca_system_score_codex":0.000108906104,"about_ca_system_score_gemma":0.000013526488,"threshold_uncertainty_score":0.7951491},"labels":[],"label_agreement":null},{"id":"W4312887936","doi":"10.1115/omae2022-81556","title":"A New Approach for Rock Strength Estimation Through a Semi-Point Load Strength Index and Correlation With Destructive and Nondestructive Tests","year":2022,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Compressive strength; Geological Strength Index; Ultimate tensile strength; Nondestructive testing; Fracture (geology); Repeatability; Drilling; Sample (material); Computer science; Geotechnical engineering; Geology; Engineering; Materials science; Mathematics; Statistics; Composite material; Mechanical engineering","score_opus":0.0043117721553115355,"score_gpt":0.18765215766800364,"score_spread":0.1833403855126921,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4312887936","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22715166,0.000356196,0.77079505,0.000053146327,0.000090488844,0.0002772372,0.000034927227,0.00071347214,0.00052784354],"genre_scores_gemma":[0.9205789,0.000018971443,0.07870232,0.000004331713,0.000034976005,0.000207442,0.000046542427,0.00006257648,0.00034395716],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99881697,0.000013789321,0.00022428235,0.00042448318,0.00017686811,0.00034362488],"domain_scores_gemma":[0.9995009,0.00006132785,0.000081273334,0.00023975839,0.000048765793,0.00006797459],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008948251,0.0002766611,0.0003006767,0.0002856225,0.00019803854,0.000037975944,0.00013131366,0.0001772414,0.000025752595],"category_scores_gemma":[0.000056890636,0.00029799284,0.000027991024,0.00042321716,0.000058094884,0.00023043752,0.00009685198,0.00045648564,0.0000022548952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006963993,0.000022193915,0.0034595795,0.000080982,0.00009613163,0.0000031824827,0.00044096625,0.9749075,0.00020950206,0.0011837992,0.0002874141,0.019239116],"study_design_scores_gemma":[0.0013614842,0.00035453707,0.00079543405,0.000023250606,0.000058801863,0.00020959773,0.0009129724,0.99236864,0.0002494021,0.0023917656,0.0009480563,0.00032606177],"about_ca_topic_score_codex":0.000056457342,"about_ca_topic_score_gemma":0.0000143949255,"teacher_disagreement_score":0.6934272,"about_ca_system_score_codex":0.00026385864,"about_ca_system_score_gemma":0.00006258485,"threshold_uncertainty_score":0.9999472},"labels":[],"label_agreement":null},{"id":"W4313007395","doi":"10.1115/omae2022-78848","title":"Viscoplastic Fluid Placements in a Confined Geometry With Applications in the Dump Bailing Method in the Plug and Abandonment of Oil and Gas Wells","year":2022,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Spark plug; Casing; Petroleum engineering; Aquifer; Geotechnical engineering; Oil well; Geology; Viscoplasticity; Drilling fluid; Materials science; Mechanics; Engineering; Groundwater; Mechanical engineering; Drilling; Structural engineering; Metallurgy; Finite element method","score_opus":0.0034425906511392624,"score_gpt":0.19191433041413591,"score_spread":0.18847173976299667,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313007395","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98090047,0.0010347255,0.017126357,0.00038183705,0.000027135819,0.00014249123,0.000010751948,0.00007366529,0.00030254864],"genre_scores_gemma":[0.9983364,0.00016027478,0.0009796905,0.000016593376,0.000006496255,0.00040818035,0.0000061992373,0.00001891486,0.00006726969],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991002,0.000048874568,0.00025482918,0.00020073705,0.00014682309,0.0002484997],"domain_scores_gemma":[0.99950147,0.00019412689,0.000035940997,0.00024804758,0.0000056021086,0.000014813275],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005514993,0.00014140323,0.00022946729,0.00061292696,0.000052945197,0.0000133817775,0.000240348,0.00006541367,0.000020144153],"category_scores_gemma":[0.000021290316,0.00010743908,0.000013635081,0.000785824,0.00006359922,0.000027909628,0.000076074786,0.0004084027,0.0000011919697],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004535793,0.00011067167,0.036641218,0.00017809063,0.00004141132,0.000022978547,0.0014384254,0.94850326,0.005229581,0.00081459986,0.00004190303,0.00693249],"study_design_scores_gemma":[0.003120109,0.00036151314,0.0082710385,0.00010704309,0.000045472672,0.0001293436,0.0061280816,0.9648724,0.0012968165,0.00030792126,0.014980101,0.00038013878],"about_ca_topic_score_codex":0.000083362145,"about_ca_topic_score_gemma":0.00008899876,"teacher_disagreement_score":0.02837018,"about_ca_system_score_codex":0.000057835467,"about_ca_system_score_gemma":0.00001059587,"threshold_uncertainty_score":0.43812385},"labels":[],"label_agreement":null},{"id":"W4313007714","doi":"10.1115/omae2022-79273","title":"Drilling Performance Evaluation Through Bit Cutters Reconfigurations and Micro Fractures Initiation","year":2022,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Bit (key); Rate of penetration; Petroleum engineering; Drill bit; Coring; Drilling fluid; Penetration rate; Computer science; Geology; Mechanical engineering; Engineering","score_opus":0.00867132125631384,"score_gpt":0.2126833309516762,"score_spread":0.20401200969536237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313007714","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9773073,0.0014324356,0.016141351,0.0006599197,0.0005836732,0.00015024809,0.000016952534,0.0010751953,0.0026328757],"genre_scores_gemma":[0.9976984,0.00021364192,0.0014520601,0.00005384095,0.00007231213,0.00018417851,0.000068808506,0.000043340966,0.000213384],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990294,0.000023271532,0.0002464492,0.00023608186,0.00018747842,0.0002773445],"domain_scores_gemma":[0.999615,0.000025868734,0.000052474144,0.00023638428,0.000043678432,0.000026552827],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022566623,0.00016723227,0.00016860173,0.00039770934,0.00029646725,0.000033648215,0.00015103085,0.0001234578,0.0004275594],"category_scores_gemma":[0.000033991273,0.00020366526,0.00003210263,0.00037456307,0.00004397363,0.00020536805,0.00005145038,0.00041294575,0.000037075268],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004810112,0.0000108136965,0.0016325512,0.000030910775,0.000038515358,0.000002003122,0.0002796459,0.9688826,0.010895492,0.000119803735,0.0016094794,0.016493367],"study_design_scores_gemma":[0.00034889588,0.00008595934,0.0009574668,0.000018153361,0.000036983944,0.00004787177,0.0002768635,0.9263108,0.008248735,0.0003277548,0.06307829,0.00026227537],"about_ca_topic_score_codex":0.000008222247,"about_ca_topic_score_gemma":0.0000040397795,"teacher_disagreement_score":0.06146881,"about_ca_system_score_codex":0.00017531296,"about_ca_system_score_gemma":0.00002103917,"threshold_uncertainty_score":0.8305228},"labels":[],"label_agreement":null},{"id":"W4313068975","doi":"10.1115/omae2022-79349","title":"Empirical Evaluation of Influence of pVARD on Drilling Performance Through Static, Dynamic, and Drilling Applications","year":2022,"lang":"en","type":"article","venue":"Volume 10: Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Drill; Drilling fluid; Drill bit; Measurement while drilling; Displacement (psychology); Rotational speed; Petroleum engineering; Rate of penetration; Geotechnical engineering; Structural engineering; Engineering; Geology; Mechanical engineering","score_opus":0.010689021633534386,"score_gpt":0.24684106365728367,"score_spread":0.2361520420237493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313068975","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9656144,0.0006333464,0.032591727,0.00009226797,0.00007514736,0.00018820626,0.000025137448,0.00033950972,0.00044028473],"genre_scores_gemma":[0.9968775,0.00024625822,0.002519264,0.000009706355,0.0000122065,0.00023129294,0.000014829969,0.000037711878,0.000051218452],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987072,0.000026687072,0.0004019283,0.00024073549,0.00037133467,0.00025212576],"domain_scores_gemma":[0.9993385,0.000059659502,0.00010319964,0.0003641348,0.00010646201,0.00002804217],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003896014,0.00016374156,0.0002889852,0.0003848219,0.00011507701,0.0000062195877,0.00022847706,0.00010468253,0.000046452882],"category_scores_gemma":[0.00004302762,0.00019209375,0.00003887748,0.0005301165,0.000109067725,0.00008656693,0.000088434004,0.00034365372,0.000007016346],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000067177557,0.000024724703,0.0037240027,0.000110681416,0.000033652443,3.396301e-7,0.00016350194,0.9827345,0.0042305896,0.00019563339,0.000021913655,0.008753756],"study_design_scores_gemma":[0.0003423226,0.00017586691,0.001721249,0.000039255705,0.0000487871,0.000009494362,0.00021137945,0.98663616,0.0033844882,0.0005521709,0.006706116,0.00017272087],"about_ca_topic_score_codex":0.0000058190863,"about_ca_topic_score_gemma":0.0000016882625,"teacher_disagreement_score":0.03126314,"about_ca_system_score_codex":0.00015536639,"about_ca_system_score_gemma":0.00003292512,"threshold_uncertainty_score":0.7833356},"labels":[],"label_agreement":null},{"id":"W4313304350","doi":"10.2118/1122-0054-jpt","title":"Technology Focus: Drilling and Completion Fluids (November 2022)","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling fluid; Petroleum engineering; Drilling; Lost circulation; Underbalanced drilling; Rheology; Well control; Completion (oil and gas wells); Wellbore; Fossil fuel; Environmental science; Offshore drilling; High pressure; Geology; Waste management; Engineering; Mechanical engineering; Materials science","score_opus":0.003994386241972883,"score_gpt":0.18368012627732816,"score_spread":0.17968574003535528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313304350","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8732719,0.012133211,0.10912718,0.0024974619,0.0013491082,0.00006717133,0.000007748061,0.00077209075,0.0007741439],"genre_scores_gemma":[0.99636877,0.00043894092,0.0029514139,0.000017333812,0.000107825894,0.000010480971,0.0000011305106,0.00004420277,0.000059887963],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988954,0.000014230857,0.00043827403,0.0001340392,0.00021053519,0.00030752286],"domain_scores_gemma":[0.9995516,0.000032176416,0.00011175102,0.00019478158,0.000057835507,0.000051869905],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003082141,0.00016510354,0.00036414276,0.0014939714,0.00013119043,0.000015407486,0.0002969719,0.00016515462,0.00006901273],"category_scores_gemma":[0.000039491915,0.0001752743,0.00006842092,0.0006531603,0.00007759746,0.00008174042,0.00013802263,0.0010422936,0.0000048006514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000034350473,0.0000787799,0.005821776,0.000089369154,0.00030893236,0.00027620845,0.000121565776,0.6840659,0.24335761,0.011718413,0.0031086893,0.051018424],"study_design_scores_gemma":[0.0029645828,0.0015362179,0.00054030743,0.00015497027,0.00016445275,0.008616033,0.0018702338,0.513396,0.045207728,0.020798821,0.4037522,0.0009983791],"about_ca_topic_score_codex":0.0000014403984,"about_ca_topic_score_gemma":0.0000015283572,"teacher_disagreement_score":0.40064353,"about_ca_system_score_codex":0.00015722653,"about_ca_system_score_gemma":0.000018453522,"threshold_uncertainty_score":0.71474785},"labels":[],"label_agreement":null},{"id":"W4313894936","doi":"10.3390/polym15020330","title":"A Novel Cationic Polymer Surfactant for Regulation of the Rheological and Biocidal Properties of the Water-Based Drilling Muds","year":2023,"lang":"en","type":"article","venue":"Polymers","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"Ministry of Education and Science of the Republic of Kazakhstan","keywords":"Cationic polymerization; Rheology; Drilling fluid; Pulmonary surfactant; Polymer; Materials science; Chemical engineering; Polymer science; Drilling; Polymer chemistry; Composite material; Engineering; Metallurgy","score_opus":0.018539788113380286,"score_gpt":0.18467251114472694,"score_spread":0.16613272303134666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4313894936","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9937298,0.00031362043,0.005102191,0.0002760887,0.0002865644,0.00015330709,0.000010906188,0.00008249225,0.000044998364],"genre_scores_gemma":[0.99967635,0.000008547478,0.000065235676,0.000007922637,0.000019798628,0.000012448835,0.0000030550898,0.000016808486,0.00018982572],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9995111,0.000008429047,0.0001594052,0.000077272416,0.00009491707,0.00014883176],"domain_scores_gemma":[0.9997644,0.000036391782,0.000025768204,0.00013950873,0.000017226916,0.000016720312],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011091864,0.000079124744,0.00010102838,0.000038150036,0.000059982507,0.000006630174,0.00009136814,0.000047194397,0.0000034086563],"category_scores_gemma":[0.00002007841,0.000037220787,0.00006367508,0.00015082723,0.00007624577,0.000024796718,0.00002136344,0.00004521873,4.6343882e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000051119005,0.0000038644616,0.00039886578,0.00009325983,0.000016498609,1.1008918e-8,0.00029726318,0.21639746,0.7821604,0.00011773399,0.00000493372,0.0005045709],"study_design_scores_gemma":[0.00013240147,0.000006752824,0.002582497,0.000049059065,0.000011768209,4.4089975e-7,0.000031122327,0.31112716,0.68596727,0.000011232917,0.000033699274,0.000046626596],"about_ca_topic_score_codex":0.000053787044,"about_ca_topic_score_gemma":0.0000049885,"teacher_disagreement_score":0.096193165,"about_ca_system_score_codex":0.000012771686,"about_ca_system_score_gemma":0.00001220096,"threshold_uncertainty_score":0.15178198},"labels":[],"label_agreement":null},{"id":"W4315472604","doi":"10.1016/j.geoen.2023.211445","title":"Evaluation of shape memory polyurethane as a drilling fluid lost circulation and fracture plugging material","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Ministry of Science Research and Technology","keywords":"Polyurethane; Materials science; Composite material; Drilling fluid; Lost circulation; Ultimate tensile strength; Hexamethylene diisocyanate; Drilling; Metallurgy","score_opus":0.01035880923345371,"score_gpt":0.21225496797331903,"score_spread":0.20189615873986533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4315472604","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99570054,0.00057289726,0.0022223757,0.000028263665,0.00062921224,0.00008887731,0.0000032323112,0.00035690068,0.00039771985],"genre_scores_gemma":[0.99934244,0.00018858255,0.0002491509,0.00001104044,0.00015170054,0.00000883244,0.000008464774,0.00003113103,0.000008649437],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984704,0.000008630347,0.00021219224,0.00024841708,0.00068839936,0.00037195408],"domain_scores_gemma":[0.99952453,0.000037609687,0.000025503934,0.00015115755,0.00014358248,0.0001175838],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0014789328,0.00017436824,0.0001759788,0.00045211098,0.0000952607,0.00008270965,0.00010686528,0.000079997735,0.000022695414],"category_scores_gemma":[0.00016821192,0.00018517146,0.000021971906,0.00077589066,0.00006545852,0.0003815753,0.000046220215,0.00009727199,0.0000062261406],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000011515605,0.000001090461,0.00002309994,0.000060022343,0.000010666147,0.0000015201042,0.00027055579,0.8097034,0.18101197,0.000069615235,0.00000799526,0.00883892],"study_design_scores_gemma":[0.00017844631,0.00001123136,0.0036230602,0.000103307895,0.000030277108,0.00001711261,0.000079365476,0.96083754,0.034655333,0.000059936232,0.00021023687,0.0001941692],"about_ca_topic_score_codex":0.00003498978,"about_ca_topic_score_gemma":0.000001494039,"teacher_disagreement_score":0.15113413,"about_ca_system_score_codex":0.00007146562,"about_ca_system_score_gemma":0.00004784095,"threshold_uncertainty_score":0.75510734},"labels":[],"label_agreement":null},{"id":"W4316021749","doi":"10.1016/b978-0-323-99285-5.00010-7","title":"Rheology of upstream complex fluids","year":2023,"lang":"en","type":"book-chapter","venue":"Developments in petroleum science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Qatar National Research Fund; Qatar Foundation","keywords":"Rheology; Drilling fluid; Petroleum engineering; Slurry; Enhanced oil recovery; Emulsion; Geology; Engineering; Materials science; Mechanical engineering; Drilling; Chemical engineering; Composite material","score_opus":0.020972292516579425,"score_gpt":0.2206159184591094,"score_spread":0.19964362594253,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4316021749","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0031029503,0.00012629028,0.0048713437,0.000009531231,0.0024385555,0.000106228756,0.00002695805,0.00045080067,0.98886734],"genre_scores_gemma":[0.7038415,0.0005446196,0.0051751267,0.000019844192,0.00008920976,0.000015801543,0.000045891924,0.00014696774,0.29012105],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982907,0.0000027702392,0.00046320402,0.00035505014,0.00044291912,0.00044531052],"domain_scores_gemma":[0.99947906,0.000043461598,0.000052264393,0.0002923693,0.000046780715,0.0000860972],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00041407984,0.0002815947,0.00039470158,0.00088892906,0.00004487571,0.000018441959,0.0006195101,0.000159592,0.00006456471],"category_scores_gemma":[0.000030845065,0.00030884662,0.000046257766,0.00024499057,0.00029693017,0.0000787163,0.0001494724,0.00029129913,0.00019659605],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008535876,0.000030474046,0.0020710945,0.00063407875,0.00018518465,0.00016608379,0.0009493,0.65683633,0.01568589,0.27658615,0.0028869987,0.043959882],"study_design_scores_gemma":[0.0011259262,0.00009700942,0.015920207,0.0017807505,0.000037627575,0.00005396422,0.00004289132,0.85222495,0.00634288,0.0031118887,0.116573885,0.0026880463],"about_ca_topic_score_codex":0.00000441947,"about_ca_topic_score_gemma":0.000011447942,"teacher_disagreement_score":0.70073855,"about_ca_system_score_codex":0.00020877438,"about_ca_system_score_gemma":0.00013586105,"threshold_uncertainty_score":0.99993634},"labels":[],"label_agreement":null},{"id":"W4317233790","doi":"10.1016/j.colsurfa.2023.130999","title":"Investigation of dihydroxyl ionic liquids as high-performance shale inhibitors and their inhibition mechanism","year":2023,"lang":"en","type":"article","venue":"Colloids and Surfaces A Physicochemical and Engineering Aspects","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Science Foundation of Shandong Province; China Scholarship Council; National Natural Science Foundation of China","keywords":"Ionic liquid; Thixotropy; Hydrogen bond; Thermal stability; Zeta potential; Chemistry; Molecular dynamics; Hydrophobic effect; Swelling; Chemical engineering; Materials science; Molecule; Organic chemistry; Computational chemistry; Nanotechnology; Composite material; Nanoparticle","score_opus":0.005013886242461067,"score_gpt":0.16037048594934974,"score_spread":0.15535659970688867,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317233790","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9982938,0.00064353045,0.00026385472,0.00002890904,0.0001558267,0.00009459914,0.000009615977,0.00043329303,0.00007653431],"genre_scores_gemma":[0.9986469,0.0010410183,0.00012638727,0.0000056240697,0.000083857696,0.00001491946,0.000020297315,0.00003924412,0.000021722977],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992561,0.00000435356,0.00019011673,0.00020722859,0.00009817258,0.00024407281],"domain_scores_gemma":[0.99967366,0.000062892024,0.000021212825,0.000097826814,0.000019693678,0.00012470284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009468827,0.00022248413,0.00026134597,0.00010316094,0.00005295031,0.000036865673,0.000038739083,0.000098650315,0.0000011118282],"category_scores_gemma":[0.000012776798,0.0002108639,0.000026810256,0.00033633836,0.00005067559,0.00015041555,0.00005330738,0.0001521171,0.0000022144886],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000039483166,0.0000035354608,0.00008102402,0.0004811708,0.000028662584,0.0000013668354,0.0004025603,0.073705085,0.9232948,0.0014474827,0.000025756694,0.0005246488],"study_design_scores_gemma":[0.00020344366,0.000055109915,0.00080455537,0.00022447552,0.000008901618,0.00000525029,0.000041282954,0.43680552,0.56039023,0.00125081,0.000020152864,0.00019029989],"about_ca_topic_score_codex":0.000015842426,"about_ca_topic_score_gemma":4.402355e-7,"teacher_disagreement_score":0.3631004,"about_ca_system_score_codex":0.00001930472,"about_ca_system_score_gemma":0.000007457884,"threshold_uncertainty_score":0.859878},"labels":[],"label_agreement":null},{"id":"W4317781202","doi":"10.62973/19-075r1","title":"OGC Borehole Interoperability Experiment Engineering Report","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Interoperability; Borehole; Computer science; Software engineering; Geology; Systems engineering; Engineering; World Wide Web; Geotechnical engineering","score_opus":0.01773068769991966,"score_gpt":0.2225298391294032,"score_spread":0.20479915142948352,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4317781202","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08610333,0.0022450555,0.86482793,0.0002747504,0.0080958195,0.0006757816,0.000034120723,0.009417477,0.028325712],"genre_scores_gemma":[0.9868418,0.00008675192,0.011826075,0.000030129831,0.0005853943,0.000120198,0.000098324366,0.00018290817,0.00022842769],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99804974,0.0000128029815,0.0006448428,0.0006182529,0.0002585963,0.0004157647],"domain_scores_gemma":[0.99873924,0.000034897348,0.000040823623,0.0008846094,0.00004132586,0.00025911562],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00023430062,0.00055826263,0.00056917034,0.00010735359,0.000024048797,0.00012311885,0.00038992567,0.00030141987,0.00013708862],"category_scores_gemma":[0.00008332277,0.0005816076,0.00024234864,0.00011464279,0.000017174543,0.000067435634,0.00046775833,0.0010365382,0.00008875183],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000020018651,0.00001447662,0.000040327504,0.0006439879,0.00013824893,0.00016635434,0.0003664608,0.9886164,0.006520273,0.00009872201,0.0025642316,0.0008285206],"study_design_scores_gemma":[0.00011044313,0.000013939259,0.00010377203,0.00022735327,0.00002665541,0.000038679947,0.000034978537,0.92569345,0.044071216,0.00006681787,0.02887237,0.0007403254],"about_ca_topic_score_codex":0.000039996346,"about_ca_topic_score_gemma":0.0000015558669,"teacher_disagreement_score":0.9007385,"about_ca_system_score_codex":0.00025290932,"about_ca_system_score_gemma":0.00003215348,"threshold_uncertainty_score":0.99966353},"labels":[],"label_agreement":null},{"id":"W4318715186","doi":"10.2118/1222-0024-jpt","title":"A Study Suggests Geosteers Often Are Missing the Target","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"CONTEST; Competitor analysis; Drilling; Petroleum engineering; Operations research; Operations management; Geology; Engineering; Business; Marketing; Political science; Mechanical engineering","score_opus":0.005953338647286942,"score_gpt":0.19849384428613726,"score_spread":0.1925405056388503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4318715186","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9860082,0.0030520074,0.0059126513,0.002927777,0.0012661935,0.00008378938,0.000004864827,0.0003461531,0.00039834986],"genre_scores_gemma":[0.9990687,0.000022401042,0.0006327825,0.000040579638,0.000111983165,0.000010729125,3.497183e-7,0.00003705598,0.000075448464],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989694,0.000034618777,0.00036391005,0.000091150716,0.00027283913,0.00026812407],"domain_scores_gemma":[0.9994696,0.00005006256,0.00015141803,0.00024415244,0.000040616167,0.000044162214],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004984848,0.00013671516,0.00027421367,0.00048563103,0.00017008343,0.000023284292,0.0005195374,0.000056987945,0.000034570337],"category_scores_gemma":[0.00005806623,0.00010796229,0.00009044845,0.00040762016,0.0000326761,0.00005758213,0.000102299244,0.0009959952,0.0000040614855],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012200579,0.000086960725,0.009642643,0.000015371883,0.00018872548,0.0004399621,0.00044519783,0.980995,0.0016908617,0.00006155574,0.002477913,0.0039436356],"study_design_scores_gemma":[0.006239222,0.0038742993,0.018680353,0.00022598491,0.00050457346,0.009813066,0.057688963,0.34042108,0.0059511764,0.004309797,0.5506342,0.0016572869],"about_ca_topic_score_codex":0.0000019880074,"about_ca_topic_score_gemma":0.0000014237959,"teacher_disagreement_score":0.6405739,"about_ca_system_score_codex":0.00014642478,"about_ca_system_score_gemma":0.000022896096,"threshold_uncertainty_score":0.44025743},"labels":[],"label_agreement":null},{"id":"W4320180601","doi":"10.46690/ager.2023.04.02","title":"Advances in the application of deep learning methods to digital rock technology","year":2023,"lang":"en","type":"article","venue":"ADVANCES IN GEO-ENERGY RESEARCH","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":64,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Yangtze University; National Natural Science Foundation of China","keywords":"Deep learning; Artificial intelligence; Computer science; Petrophysics; Digital image; Field (mathematics); Geology; Data science; Image (mathematics); Image processing; Mathematics; Geotechnical engineering","score_opus":0.014509824788107951,"score_gpt":0.3681367826527167,"score_spread":0.35362695786460874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4320180601","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011669809,0.016039763,0.9559179,0.00015858609,0.00016267032,0.00020445295,0.0000018788021,0.00039477268,0.015450149],"genre_scores_gemma":[0.98999465,0.006378313,0.0031951987,0.000003475824,0.000051806266,0.00026078886,0.000009056588,0.000029166267,0.000077541474],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986776,0.00007952088,0.00025013083,0.00022522385,0.0002812259,0.00048630958],"domain_scores_gemma":[0.998986,0.0006371466,0.000017102773,0.000269901,0.000054878787,0.00003498589],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010314538,0.00010912523,0.00017715304,0.00092749833,0.000051876257,0.000025073461,0.00045246136,0.00008604745,0.0000024730823],"category_scores_gemma":[0.00037348163,0.00009542841,0.000024392231,0.0038142735,0.0000433436,0.0003422732,0.00010441112,0.0004803616,0.000025611283],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031236289,0.0000052864893,0.00068756455,0.00003498227,0.0000014490203,0.0000025526965,0.00012203392,0.58063054,0.0005638444,0.0029632861,0.0000027549897,0.41498256],"study_design_scores_gemma":[0.00012224956,0.000059355072,0.0002297218,0.00006173857,8.1518533e-7,0.0000028652294,0.0012055429,0.70738375,0.0033655341,0.009912402,0.27751705,0.00013896688],"about_ca_topic_score_codex":0.000015554073,"about_ca_topic_score_gemma":0.00010808025,"teacher_disagreement_score":0.97832483,"about_ca_system_score_codex":0.00005434699,"about_ca_system_score_gemma":0.0000075842536,"threshold_uncertainty_score":0.38914576},"labels":[],"label_agreement":null},{"id":"W4322096964","doi":"10.2139/ssrn.4370500","title":"A Novel Well-Logging Data Generation Model Integrated with Random Forests and Adaptive Domain Decomposition Algorithms","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Logging; Random forest; Computer science; Algorithm; Decomposition; Domain (mathematical analysis); Domain decomposition methods; Forestry; Data mining; Artificial intelligence; Mathematics; Engineering; Geography; Ecology","score_opus":0.016085774508578222,"score_gpt":0.22963412122871754,"score_spread":0.2135483467201393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4322096964","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12410887,0.0006315156,0.8746675,0.000043338026,0.00013101987,0.000091705755,0.000011536237,0.00024043031,0.00007407212],"genre_scores_gemma":[0.9877684,0.0016306486,0.0100176325,0.00000871752,0.00028881626,0.000007738741,0.00014962096,0.000057086032,0.00007131945],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99849415,0.000014685848,0.00018227148,0.00019639308,0.0001560571,0.0009564162],"domain_scores_gemma":[0.99965525,0.000025650928,0.000034307388,0.0001670305,0.000047718462,0.00007002357],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008245958,0.0001717939,0.00016031381,0.00017692799,0.00014720442,0.000081195125,0.00016089539,0.00007877334,0.0000010512015],"category_scores_gemma":[0.000011176932,0.00014611203,0.000023464336,0.00023156204,0.00001795499,0.00033146358,0.00003020533,0.0010363716,0.0000055939777],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036617665,0.0000065102417,0.000026833954,0.0000071330796,0.00012629664,0.0000036054998,0.00009158411,0.9885956,0.004117982,0.0011734446,0.00010868621,0.0057057193],"study_design_scores_gemma":[0.0014324444,0.00006998981,0.00002202528,0.00004911005,0.000031752475,0.0002424303,0.00022263292,0.9935772,0.00028557552,0.0037850516,0.00009540895,0.0001864123],"about_ca_topic_score_codex":0.000017450644,"about_ca_topic_score_gemma":0.00035776623,"teacher_disagreement_score":0.8646499,"about_ca_system_score_codex":0.0002698487,"about_ca_system_score_gemma":0.00018540784,"threshold_uncertainty_score":0.5958276},"labels":[],"label_agreement":null},{"id":"W4323305347","doi":"10.2118/212503-ms","title":"Automatic Classification of PDC Cutter Damage Using a Single Deep Learning Neural Network Model","year":2023,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Artificial intelligence; Computer science; Artificial neural network; Drill; Deep learning; Pattern recognition (psychology); Convolutional neural network; Machine learning; Computer vision; Engineering","score_opus":0.03630901826136377,"score_gpt":0.2446779657011177,"score_spread":0.20836894743975393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323305347","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.76230764,0.000046705045,0.23500577,0.000055414443,0.00044287374,0.00007443206,0.000005720553,0.0004000802,0.0016613528],"genre_scores_gemma":[0.99615574,0.00015198076,0.0031970239,0.00001452232,0.00023106411,0.000007521416,0.00013341129,0.000035870267,0.00007287879],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989816,0.00001900894,0.00032862643,0.00019832773,0.00022244318,0.00025002818],"domain_scores_gemma":[0.9995989,0.000057026024,0.00007641956,0.00010515358,0.00010855577,0.00005389764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018089362,0.00016301178,0.00017552862,0.00020439661,0.00008596956,0.000086714506,0.00010601226,0.000090800255,0.000036315196],"category_scores_gemma":[0.00003257999,0.00018189075,0.00005605265,0.0002181689,0.00003912653,0.0002790321,0.000035034514,0.0001997163,0.000015534759],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000038464477,0.0000064412156,0.00038288985,0.000070908485,0.000026398646,0.000002284826,0.00036284694,0.93462944,0.056278583,0.0014120382,0.000036299127,0.00678802],"study_design_scores_gemma":[0.00017620776,0.000018070343,0.0009857723,0.00026119073,0.000018548382,0.0000059138747,0.00012854648,0.99447113,0.0018614221,0.001813558,0.00007819199,0.0001814192],"about_ca_topic_score_codex":0.0000097906095,"about_ca_topic_score_gemma":0.0000065569598,"teacher_disagreement_score":0.23384808,"about_ca_system_score_codex":0.00006086138,"about_ca_system_score_gemma":0.000010928108,"threshold_uncertainty_score":0.74172896},"labels":[],"label_agreement":null},{"id":"W4323305369","doi":"10.2118/213953-ms","title":"Improving Drilling Efficiency and BHA Reliability Using Hybrid-Mode Telemetry","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Telemetry; Downtime; Reliability (semiconductor); Channel (broadcasting); Biotelemetry; Computer science; Data transmission; Engineering; Electronic engineering; Real-time computing; Computer hardware; Electrical engineering; Reliability engineering; Telecommunications","score_opus":0.00764821496407629,"score_gpt":0.2157478501997817,"score_spread":0.20809963523570543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323305369","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6824124,0.00013118998,0.31433555,0.000007079808,0.00039270977,0.00007215783,0.000004203278,0.0015676299,0.0010771257],"genre_scores_gemma":[0.9941164,0.0000631907,0.0055580167,0.000008573351,0.000112521855,0.0000034882762,0.0000047388776,0.000053988588,0.00007905748],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989377,0.000008414041,0.00023906001,0.00025564787,0.00014132608,0.00041782463],"domain_scores_gemma":[0.9995267,0.00009951062,0.000015435784,0.00023364142,0.000022435148,0.00010231973],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032901848,0.00017679585,0.00017783027,0.00017964051,0.00010320537,0.00005850367,0.0000948725,0.00005518942,0.000014844207],"category_scores_gemma":[0.00008987619,0.0001764642,0.000046837824,0.00041681982,0.000025137238,0.00013587234,0.00005737827,0.00013598645,0.000027160422],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.4738983e-7,0.0000033730114,0.00063032686,0.00016203128,0.000007645454,0.00000599581,0.00006986586,0.9683993,0.024313191,0.00004681291,0.00005533478,0.0063053984],"study_design_scores_gemma":[0.000110056615,0.000007655902,0.00023301483,0.000030849,0.000009928096,0.000009230676,0.000049615814,0.98335904,0.015592495,0.00007827388,0.00029182338,0.00022799277],"about_ca_topic_score_codex":0.00011249096,"about_ca_topic_score_gemma":0.0000026350233,"teacher_disagreement_score":0.31170407,"about_ca_system_score_codex":0.000059227626,"about_ca_system_score_gemma":0.000010610992,"threshold_uncertainty_score":0.71960014},"labels":[],"label_agreement":null},{"id":"W4323305880","doi":"10.2118/212515-ms","title":"Deployment of a Hybrid Machine Learning and Physics Based Drilling Advisory System at the Rig Site for ROP Optimization","year":2023,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Software deployment; Computer science; Key (lock); System deployment; Data mining; Systems engineering; Engineering; Software engineering","score_opus":0.012314464484624353,"score_gpt":0.21351384220525077,"score_spread":0.2011993777206264,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323305880","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19716384,0.00022389839,0.801031,0.000112349015,0.0004275231,0.00021892897,0.00009593142,0.0003327318,0.00039381493],"genre_scores_gemma":[0.9962891,0.0006770626,0.0021147535,0.000012919209,0.00017654289,0.00003382579,0.0005309808,0.00003865884,0.00012620623],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991312,0.000019211715,0.0002642725,0.00020680299,0.00019483943,0.00018366385],"domain_scores_gemma":[0.9995154,0.00015313538,0.00007630265,0.00008346946,0.00012691774,0.000044765322],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025255283,0.00016334829,0.00016936706,0.00009656188,0.0001583932,0.0000691824,0.00006657255,0.0000421974,0.000012586622],"category_scores_gemma":[0.000032560445,0.00014752541,0.00005762215,0.00010743749,0.000038591617,0.0001199099,0.000036632373,0.00012337657,0.0000062988643],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019970843,0.000004542597,0.0004011543,0.00023725413,0.000039541406,0.0000017334756,0.00017023431,0.9888497,0.0065645375,0.0008761453,0.000030806266,0.0028043613],"study_design_scores_gemma":[0.0003663766,0.000031898533,0.000058039914,0.00038501443,0.000028309469,0.00000654052,0.000093432405,0.98304516,0.014783852,0.00013224523,0.0009130386,0.00015610633],"about_ca_topic_score_codex":0.000022113289,"about_ca_topic_score_gemma":0.000008551297,"teacher_disagreement_score":0.7991252,"about_ca_system_score_codex":0.000074917065,"about_ca_system_score_gemma":0.00001147228,"threshold_uncertainty_score":0.60159117},"labels":[],"label_agreement":null},{"id":"W4323308319","doi":"10.2118/212568-ms","title":"Field Test Results for Real-time ROP Optimization Using Machine Learning and Downhole Vibration Monitoring - A Case Study","year":2023,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Calibration; Field (mathematics); Simulation; Vibration; Computer science; Torque; Machine learning; Artificial intelligence; Engineering; Real-time computing; Acoustics; Mathematics; Statistics","score_opus":0.022661267435640276,"score_gpt":0.26852677005323833,"score_spread":0.24586550261759804,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323308319","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82306904,0.00003775797,0.17484888,0.00009287538,0.000497818,0.00031049983,0.00005980007,0.0005178024,0.00056554563],"genre_scores_gemma":[0.9933063,0.00069400173,0.0052528055,0.0000038815347,0.00033153966,0.000023340865,0.0002205366,0.000032369473,0.0001352328],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990961,0.000016688555,0.00029203764,0.00026093746,0.00014642334,0.00018782372],"domain_scores_gemma":[0.99944824,0.00024478586,0.00005620774,0.00007308249,0.0001183639,0.000059327576],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027439228,0.0001660884,0.00014738864,0.00022645312,0.00020215631,0.00019629637,0.000046288864,0.000080767786,0.0000088195175],"category_scores_gemma":[0.00016715602,0.00018422458,0.000025280431,0.00014911397,0.000013439004,0.00031162793,0.00003257639,0.0001443244,0.000004364892],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031924636,0.00001728871,0.002166755,0.000049860602,0.000036623194,0.00005593591,0.0009703877,0.97704124,0.0166816,0.00003734939,0.000014933878,0.0028960924],"study_design_scores_gemma":[0.00062915875,0.00015798563,0.00012276211,0.0001667297,0.000025557798,0.00008382948,0.00066549174,0.9949495,0.0028496103,0.00007375489,0.00007815752,0.00019743996],"about_ca_topic_score_codex":0.00019356499,"about_ca_topic_score_gemma":0.000019525123,"teacher_disagreement_score":0.17023729,"about_ca_system_score_codex":0.00004637199,"about_ca_system_score_gemma":0.000010276244,"threshold_uncertainty_score":0.75124604},"labels":[],"label_agreement":null},{"id":"W4323308422","doi":"10.2118/212482-ms","title":"Successful Field Implementation of an Integrity-Focused Digital Monitoring System for Tubular Running in a Challenging Thermal ERD Application","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Drilling; Envelope (radar); Torque; Engineering; Drag; Drilling fluid; Drilling rig; Mechanical engineering; Marine engineering; Aerospace engineering","score_opus":0.012516920420216085,"score_gpt":0.2631346246606067,"score_spread":0.25061770424039065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323308422","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85575706,0.00003383589,0.14281532,0.00001654169,0.000195294,0.00024251571,0.0000052705864,0.0006636867,0.00027044935],"genre_scores_gemma":[0.9988188,0.000007145716,0.00086506654,7.124932e-7,0.00011981853,0.000117354786,0.000028925917,0.00003708447,0.0000051024713],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999257,0.0000040476857,0.0002743394,0.00013990964,0.00009950673,0.00022517002],"domain_scores_gemma":[0.999705,0.000071395356,0.000025677387,0.00013711106,0.000024554534,0.000036250178],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019595341,0.000112840484,0.00014964899,0.00020005007,0.000029063165,0.00004016777,0.00010676352,0.00006419982,0.0000015487713],"category_scores_gemma":[0.0000072640187,0.00011977418,0.000039609975,0.00024928642,0.0000035013302,0.00030191214,0.000015979314,0.000108383756,0.0000035712621],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009608305,0.000011208332,0.01945103,0.0008710025,0.000038900773,0.0000030803349,0.0011455059,0.8435631,0.03114513,0.00088850275,0.0000044437325,0.1028685],"study_design_scores_gemma":[0.00040943755,0.000036844704,0.0027849888,0.00013334274,0.0000063647844,8.5370317e-7,0.0034632306,0.85452235,0.13842003,0.000028013366,0.000041374795,0.00015319153],"about_ca_topic_score_codex":0.0001264813,"about_ca_topic_score_gemma":0.00001560594,"teacher_disagreement_score":0.1430617,"about_ca_system_score_codex":0.00006422948,"about_ca_system_score_gemma":0.0000059866366,"threshold_uncertainty_score":0.48842496},"labels":[],"label_agreement":null},{"id":"W4323342448","doi":"10.2139/ssrn.4379383","title":"Geothermal Drilling Using Reprocessable Shape Memory Polymer Nanocomposite","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geothermal gradient; Nanocomposite; Drilling; Materials science; Polymer; Petroleum engineering; Composite material; Geology; Metallurgy; Geophysics","score_opus":0.00765019471710855,"score_gpt":0.20661119703003275,"score_spread":0.1989610023129242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323342448","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95300114,0.007327143,0.03577655,0.000057722846,0.00079581334,0.000083082115,0.0000018778853,0.0010977511,0.001858925],"genre_scores_gemma":[0.99532366,0.0022921786,0.00014816903,0.000020753221,0.00066021306,0.0000033737595,0.000003994049,0.00012874726,0.0014188905],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99679303,0.000017814726,0.00030588164,0.00019753746,0.00023634698,0.0024493828],"domain_scores_gemma":[0.99959856,0.000029876743,0.000047633002,0.00018177563,0.00003446955,0.00010771126],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008762523,0.00022789254,0.00021788749,0.00026251675,0.000227625,0.000084810024,0.00023857769,0.00009814141,0.00003764394],"category_scores_gemma":[0.000010918854,0.00023435181,0.00012298599,0.0005245002,0.000018770561,0.00024830797,0.000028079128,0.0012645331,0.00012511763],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006575885,0.000006072448,0.00014089081,0.000034467004,0.00015042187,0.000012095688,0.00015651931,0.9462311,0.04379837,0.00072508125,0.00004859933,0.008689799],"study_design_scores_gemma":[0.00036656542,0.000032188655,0.000047396523,0.00008920239,0.000036928992,0.0005377875,0.00029226305,0.98319846,0.012575034,0.0018209824,0.00063217647,0.00037102087],"about_ca_topic_score_codex":0.000029278686,"about_ca_topic_score_gemma":0.000015545507,"teacher_disagreement_score":0.042322546,"about_ca_system_score_codex":0.0004344953,"about_ca_system_score_gemma":0.00023887954,"threshold_uncertainty_score":0.955659},"labels":[],"label_agreement":null},{"id":"W4323644312","doi":"10.1016/j.petrol.2022.111199","title":"Stochastic modelling of wellbore leakage in British Columbia","year":2022,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Casing; Leakage (economics); Wellbore; Petroleum engineering; Log-normal distribution; Volumetric flow rate; Geology; Geotechnical engineering; Environmental science; Mechanics; Mathematics; Statistics","score_opus":0.006419444139502372,"score_gpt":0.16323409472969605,"score_spread":0.15681465059019367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323644312","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91647416,0.001078425,0.081815235,0.0000069640128,0.00049379905,0.00002629842,0.0000037833304,0.000030616495,0.000070746064],"genre_scores_gemma":[0.9987762,0.00008891405,0.0010381263,0.0000033863018,0.000052842715,0.0000026486807,2.3415426e-7,0.000020591127,0.000017076902],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99873966,0.0000051892716,0.00038576603,0.00010426503,0.00048071137,0.0002844272],"domain_scores_gemma":[0.99965626,0.000038045535,0.00005996592,0.00008480193,0.000059004342,0.000101939004],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000949817,0.00007956578,0.0002415955,0.00034215034,0.000081048696,0.00009317902,0.00025432147,0.000021888263,0.000013534598],"category_scores_gemma":[0.00004255395,0.00012672633,0.00004431478,0.00059915334,0.000044689332,0.00028832618,0.000055589942,0.00038746995,1.8719652e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012463463,0.000009566099,0.00034357156,0.00005395856,0.0000067056676,0.00002770723,0.0002096969,0.9919336,0.0065493383,0.000007841454,0.000028517403,0.000828269],"study_design_scores_gemma":[0.00025167607,0.000058993002,0.0012801752,0.00011249892,0.0000073361925,0.00021577254,0.0002346531,0.99731445,0.000119112985,0.000019907233,0.00026142108,0.00012401193],"about_ca_topic_score_codex":0.00018138888,"about_ca_topic_score_gemma":0.00005903998,"teacher_disagreement_score":0.08230205,"about_ca_system_score_codex":0.00015147992,"about_ca_system_score_gemma":0.000055193144,"threshold_uncertainty_score":0.51677495},"labels":[],"label_agreement":null},{"id":"W4323655163","doi":"10.2118/212569-ms","title":"Field Testing of an Automated 3D Cuttings and Cavings Measurement Sensor","year":2023,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Automation; Field (mathematics); Field trial; Engineering; Drilling; Simulation; Computer science; Marine engineering; Mechanical engineering","score_opus":0.028844722713632715,"score_gpt":0.2456507027358904,"score_spread":0.21680598002225768,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323655163","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9805654,0.00005357823,0.01466858,0.00016184532,0.00038379128,0.00008872758,0.000011906996,0.0010806029,0.0029855673],"genre_scores_gemma":[0.9960247,0.00015240656,0.0035763835,0.000027710077,0.00012488523,0.000005947508,0.000034475503,0.000020730871,0.00003273432],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991425,0.0000100708585,0.00023909318,0.0001831995,0.00025108273,0.00017403036],"domain_scores_gemma":[0.99953926,0.00007394337,0.000044022,0.00007946564,0.00020031465,0.000063014275],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027684463,0.00013267678,0.00013846869,0.00017502926,0.00005731611,0.00006965338,0.000067062094,0.000071017,0.000013992114],"category_scores_gemma":[0.00013806645,0.00014308763,0.0000203377,0.00014149502,0.000025065885,0.00019730396,0.000025660902,0.000116854084,0.000007894878],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051148734,0.00004899313,0.0052202553,0.0008885215,0.00023560651,0.000050259056,0.0035684411,0.36570868,0.4609791,0.002785817,0.0007216522,0.15974152],"study_design_scores_gemma":[0.00018964997,0.00005530456,0.0015518725,0.00041466203,0.000011761479,0.000012078327,0.00013922164,0.9775427,0.019071544,0.0004405673,0.00041153043,0.0001591133],"about_ca_topic_score_codex":0.00009199309,"about_ca_topic_score_gemma":0.000011276903,"teacher_disagreement_score":0.611834,"about_ca_system_score_codex":0.000030501755,"about_ca_system_score_gemma":0.0000122066895,"threshold_uncertainty_score":0.5834944},"labels":[],"label_agreement":null},{"id":"W4323655419","doi":"10.2118/212739-ms","title":"Proactive Prevention of Ferromagnetic Iron-Induced RSS Tool Failures Using Novel Testing Techniques and Operational Modifications.","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"RSS; Software deployment; Drilling; Engineering; Computer science; Mechanical engineering","score_opus":0.05397407818380842,"score_gpt":0.26124564869628586,"score_spread":0.20727157051247744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323655419","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.904095,0.00003139191,0.09294796,0.000018745432,0.000040998213,0.00024879002,0.0000039066194,0.0007089735,0.0019042225],"genre_scores_gemma":[0.9366088,0.0000054388875,0.06316679,0.0000011110471,0.000038838403,0.000031564618,0.000008155724,0.000021424758,0.000117880656],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99950176,0.000005234584,0.00017301558,0.000115054914,0.00009052578,0.0001144067],"domain_scores_gemma":[0.99977493,0.000048142178,0.000018284103,0.00009015041,0.00004686156,0.000021652337],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001038187,0.00009221603,0.0000933903,0.0001245193,0.000047658927,0.000025719348,0.000044387434,0.000048587222,0.000005642016],"category_scores_gemma":[0.0000387613,0.000094917516,0.000017500139,0.00026583573,0.00001218471,0.00013879384,0.000018219509,0.00006656941,0.0000016457494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.800075e-7,0.000012220618,0.00010067104,0.00008832238,0.000014908586,3.7476127e-7,0.00014148589,0.48668185,0.5072061,0.000590023,0.000009135359,0.005153941],"study_design_scores_gemma":[0.00008998003,0.000025246141,0.0012421467,0.000055811626,0.000010863458,0.000007943922,0.000049949205,0.9110832,0.08720291,0.00008890004,0.00003489877,0.00010815752],"about_ca_topic_score_codex":0.000034179255,"about_ca_topic_score_gemma":0.0000017310849,"teacher_disagreement_score":0.42440134,"about_ca_system_score_codex":0.00003209576,"about_ca_system_score_gemma":0.000021574388,"threshold_uncertainty_score":0.3870624},"labels":[],"label_agreement":null},{"id":"W4323657426","doi":"10.2118/212814-ms","title":"Improving Sustainability Through the Utilization of Recycled Produced Water for Drilling Operations and the Associated Benefits","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Drilling fluid; Drilling; Environmental science; Produced water; Environmental impact assessment; Environmental economics; Risk analysis (engineering); Business; Engineering; Environmental engineering","score_opus":0.018487647054543806,"score_gpt":0.23296821643612392,"score_spread":0.2144805693815801,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4323657426","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.66948223,0.00029012977,0.3259926,0.0015396376,0.00038201266,0.0011350352,0.0000123074915,0.00081523485,0.00035081955],"genre_scores_gemma":[0.9993256,0.00008268753,0.00018427103,0.000014545213,0.00004012835,0.00009322379,0.000027547025,0.000023790584,0.00020820662],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993878,0.000022517897,0.0002028902,0.00011632461,0.000074488074,0.0001959547],"domain_scores_gemma":[0.9994888,0.00019500214,0.000012026573,0.0001695906,0.00012186499,0.000012769446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058110495,0.00008945624,0.0001253039,0.000027622755,0.0001814221,0.000042607044,0.00007711831,0.000044816323,0.0000023303778],"category_scores_gemma":[0.00033060546,0.000045256507,0.00004144988,0.00019900754,0.000036618567,0.00010096938,0.000028101085,0.00005932047,5.310102e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006067764,0.0000037289667,0.000034264132,0.000086752174,0.000032775697,3.932925e-8,0.0018591039,0.9866429,0.0020912096,0.005782509,0.000059737875,0.003400924],"study_design_scores_gemma":[0.00039101896,0.000007867445,0.00010385285,0.0000125605275,0.00002279083,2.3485929e-7,0.00043476466,0.9588643,0.038553882,0.0013178615,0.00021942292,0.00007148217],"about_ca_topic_score_codex":0.000095703675,"about_ca_topic_score_gemma":0.000048860264,"teacher_disagreement_score":0.3298434,"about_ca_system_score_codex":0.000031938787,"about_ca_system_score_gemma":0.000009024929,"threshold_uncertainty_score":0.18455067},"labels":[],"label_agreement":null},{"id":"W4324029275","doi":"10.2118/212878-ms","title":"Correlating Sour Gas Testing with Successful Field Operations of High Strength Quenched and Tempered Coiled Tubing","year":2023,"lang":"en","type":"article","venue":"SPE/ICoTA Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coiled tubing; Sour gas; Test (biology); Engineering; Petroleum engineering; Mechanical engineering; Forensic engineering; Geology; Waste management","score_opus":0.014896006652175827,"score_gpt":0.21845847770987648,"score_spread":0.20356247105770064,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4324029275","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95904344,0.000088101195,0.03937148,0.00007946656,0.00015421271,0.00012906735,0.0000110243955,0.00029603846,0.0008271851],"genre_scores_gemma":[0.9983013,0.00014782624,0.0012832944,0.0000062914814,0.00005404925,0.000017206936,0.00006882943,0.000023523804,0.00009763677],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991331,0.000024361243,0.00033160095,0.00020401237,0.000112689224,0.0001942165],"domain_scores_gemma":[0.99955666,0.0001220714,0.000051548264,0.00011306886,0.00009472482,0.000061950435],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001716989,0.00016190909,0.00020499057,0.00015984666,0.00010102892,0.00010953335,0.000052367894,0.000081554404,0.000076428514],"category_scores_gemma":[0.000074622905,0.00015925943,0.000036841,0.00025821256,0.00003597272,0.00026264196,0.000030528186,0.00017565569,0.000010649359],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000103183615,0.00012610071,0.024764312,0.0027255162,0.0002874718,0.00003871858,0.0026139366,0.73063785,0.117143326,0.0068608834,0.0004946538,0.114204064],"study_design_scores_gemma":[0.00074713374,0.00022094953,0.003429067,0.0018033161,0.000043498843,0.000018222678,0.0011394054,0.9670681,0.024827657,0.00041496314,0.000029988785,0.0002577363],"about_ca_topic_score_codex":0.00045071598,"about_ca_topic_score_gemma":0.00017685418,"teacher_disagreement_score":0.23643023,"about_ca_system_score_codex":0.000017693957,"about_ca_system_score_gemma":0.000011609054,"threshold_uncertainty_score":0.6494411},"labels":[],"label_agreement":null},{"id":"W4328015280","doi":"10.4095/329827","title":"Archetypal aquifers and Canada 1 water","year":2021,"lang":"en","type":"report","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Aquifer; Hydrology (agriculture); Environmental science; Geology; Groundwater; Water resource management; Geotechnical engineering","score_opus":0.009385300518355488,"score_gpt":0.17412381359224746,"score_spread":0.16473851307389198,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4328015280","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026229978,0.0084126135,0.00649636,0.00010654329,0.010169151,0.00017706172,0.000057803663,0.0009544762,0.94739604],"genre_scores_gemma":[0.922381,0.007913077,0.00082541,0.00005839441,0.0013305118,0.000022366425,0.00048432944,0.00028649933,0.066698454],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99911124,0.00000338897,0.00016229691,0.00016375519,0.00027767668,0.00028163797],"domain_scores_gemma":[0.9996605,0.000017863582,0.0000057022435,0.00016876061,0.000044354358,0.0001028556],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009013633,0.00020698876,0.0002560019,0.000041808995,0.000019377485,0.000030395166,0.0000562777,0.00013752554,0.00017198251],"category_scores_gemma":[0.000012353852,0.00016471332,0.000035774807,0.000023016602,0.000007842102,0.0000168852,0.000033621036,0.00029368754,0.000004206754],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015228693,0.0000070773217,0.0005337963,0.004402182,0.000867324,0.00080467225,0.00018060167,0.42306775,0.0016437051,0.000031908832,0.55212176,0.016337737],"study_design_scores_gemma":[0.00005765663,0.00000273394,0.0000671364,0.00012282174,0.000031323016,0.00010083686,0.000023818506,0.0137636755,0.0050024274,0.0000035081057,0.9804172,0.0004068435],"about_ca_topic_score_codex":0.40550074,"about_ca_topic_score_gemma":0.46923986,"teacher_disagreement_score":0.896151,"about_ca_system_score_codex":0.00022856027,"about_ca_system_score_gemma":0.00031790824,"threshold_uncertainty_score":0.6716814},"labels":[],"label_agreement":null},{"id":"W4360584695","doi":"10.2139/ssrn.4385287","title":"Experimental Determination of Gas-Water Relative Permeability for Crushed-Rock Samples","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Relative permeability; Permeability (electromagnetism); Petroleum engineering; Chemistry; Environmental science; Mineralogy; Geology; Geotechnical engineering; Porosity","score_opus":0.01218098434359784,"score_gpt":0.23746447271742024,"score_spread":0.2252834883738224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4360584695","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6635516,0.0005759564,0.33510998,0.000033189477,0.0002706793,0.00012162981,0.000005395492,0.00017411681,0.00015744897],"genre_scores_gemma":[0.9989493,0.00025731415,0.0004229639,0.0000018669634,0.00012505919,0.000016794222,0.0000121482735,0.000036111403,0.0001784281],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985255,0.000014670929,0.0002364983,0.000103673214,0.00011988327,0.0009997638],"domain_scores_gemma":[0.99973756,0.00006502871,0.00002709658,0.00008994198,0.000041363757,0.000039033635],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00061359967,0.00011867188,0.00014948033,0.0001211109,0.000078791294,0.000015106628,0.00010052613,0.000057706005,0.000012214122],"category_scores_gemma":[0.00003519985,0.00010138223,0.00011169322,0.00009697436,0.000011944473,0.00016115545,0.000013139298,0.00039863767,0.000014552733],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009758956,0.000092845476,0.00062060764,0.0002458722,0.00037767622,0.0000028276097,0.0052035586,0.42927593,0.5043846,0.021431495,0.00016907023,0.038097978],"study_design_scores_gemma":[0.0010171458,0.00042029185,0.0002735903,0.00006444854,0.000043453783,0.0000850987,0.0019532403,0.48958808,0.43067792,0.07432047,0.0011700985,0.00038615084],"about_ca_topic_score_codex":0.00000426507,"about_ca_topic_score_gemma":0.000009866018,"teacher_disagreement_score":0.3353977,"about_ca_system_score_codex":0.00040318343,"about_ca_system_score_gemma":0.00006376887,"threshold_uncertainty_score":0.41342476},"labels":[],"label_agreement":null},{"id":"W4360604610","doi":"10.1016/j.arabjc.2023.104818","title":"Implementation of Amorphous Mesoporous Silica Nanoparticles to formulate a novel water-based drilling fluid","year":2023,"lang":"en","type":"article","venue":"Arabian Journal of Chemistry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Drilling fluid; Oil shale; Chemical engineering; Mesoporous material; Amorphous solid; Chemistry; Filtration (mathematics); Nanoparticle; Thermal stability; Rheology; Drilling; Materials science; Composite material; Geology; Organic chemistry; Metallurgy","score_opus":0.009088291778743665,"score_gpt":0.22499635016239994,"score_spread":0.2159080583836563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4360604610","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99118793,0.0000588867,0.0082868645,0.000101529775,0.00014198635,0.00004439206,0.000007915329,0.00010352782,0.00006695733],"genre_scores_gemma":[0.9986968,0.000014262279,0.001112023,0.000013120802,0.000102738464,0.0000026181144,0.0000060264574,0.000036049776,0.00001636655],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989497,0.0000033983058,0.0004862552,0.00008211441,0.00020001121,0.00027848652],"domain_scores_gemma":[0.9995609,0.000030938,0.00006474308,0.00013063049,0.00007471266,0.00013807442],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024670234,0.00012665849,0.00021472023,0.00008507941,0.000027499584,0.00001944004,0.00014360205,0.00004553746,0.00003446452],"category_scores_gemma":[0.000017596882,0.000112853544,0.00010087109,0.00019633344,0.000011772211,0.000080646576,0.000014607698,0.000109945075,0.000010517828],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000061192814,0.0000057745774,0.00012086078,0.00009120946,0.000025488556,0.000009866785,0.00022170488,0.42634228,0.57220024,6.559592e-7,0.00007045056,0.0009053335],"study_design_scores_gemma":[0.0005034629,0.0000370544,0.00022161873,0.00010632536,0.00002299895,0.000029561605,0.00016210324,0.03884644,0.95951724,0.000022033008,0.00040595318,0.00012521181],"about_ca_topic_score_codex":0.000004691564,"about_ca_topic_score_gemma":0.0000010302186,"teacher_disagreement_score":0.38749585,"about_ca_system_score_codex":0.00004788959,"about_ca_system_score_gemma":0.000022596843,"threshold_uncertainty_score":0.46020338},"labels":[],"label_agreement":null},{"id":"W4360979664","doi":"10.1007/s00603-023-03288-1","title":"Performance of Conventional and Energy-Absorbing Self-Drilling Hollow Core Rockbolts Under Controlled Laboratory Conditions","year":2023,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Drilling; Core (optical fiber); Geology; Materials science; Geotechnical engineering; Petroleum engineering; Composite material; Metallurgy","score_opus":0.006206633777393358,"score_gpt":0.18056488074806218,"score_spread":0.17435824697066882,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4360979664","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5927301,0.004339666,0.3991019,0.000020959867,0.0016614501,0.00019044569,0.000050237697,0.0018257949,0.000079453355],"genre_scores_gemma":[0.9954642,0.0038172884,0.000358151,0.000012129296,0.000120652025,0.00003906633,0.00003071997,0.0000825299,0.00007523843],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99878746,0.0000074413256,0.00039605156,0.00023819336,0.00019678827,0.0003740393],"domain_scores_gemma":[0.9994027,0.00015144527,0.00005491393,0.00015419103,0.00008855482,0.00014822095],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018742868,0.0002913088,0.0004702675,0.00032012357,0.00015093845,0.000026888209,0.0000898398,0.00014663723,0.000006189467],"category_scores_gemma":[0.00002731421,0.00030818934,0.000078301724,0.0004232109,0.0000012667467,0.00016294805,0.00006557988,0.00019389449,0.000005218566],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007388626,0.0000067860133,0.000031514395,0.00046748816,0.00020668344,0.0000043416803,0.00011191852,0.96809477,0.022392485,0.008586188,0.00006047889,0.000029968887],"study_design_scores_gemma":[0.001220106,0.00003969603,0.000052082498,0.00031656996,0.000066613065,0.000014163965,0.00009612967,0.9939533,0.0031215863,0.00014557113,0.00064650126,0.0003276663],"about_ca_topic_score_codex":0.0000015579224,"about_ca_topic_score_gemma":7.7892304e-7,"teacher_disagreement_score":0.40273413,"about_ca_system_score_codex":0.000044527325,"about_ca_system_score_gemma":0.00002005732,"threshold_uncertainty_score":0.999937},"labels":[],"label_agreement":null},{"id":"W4360981132","doi":"10.1007/s00500-023-07986-4","title":"Application of soft computing approaches for modeling annular pressure loss of slim-hole wells in one of Iranian central oil fields","year":2023,"lang":"en","type":"article","venue":"Soft Computing","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Broyden–Fletcher–Goldfarb–Shanno algorithm; Soft computing; Mean squared error; Computer science; Multilayer perceptron; Algorithm; Drilling fluid; Drilling engineering; Perceptron; Applied mathematics; Drilling; Mathematics; Machine learning; Statistics; Artificial neural network; Mechanical engineering; Engineering","score_opus":0.023418523009667975,"score_gpt":0.21142795777496615,"score_spread":0.18800943476529816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4360981132","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4060549,0.0002720606,0.5932241,0.0000094364705,0.00009711919,0.00010552698,0.000008814838,0.00014758903,0.000080418075],"genre_scores_gemma":[0.9911382,0.000011717109,0.00864843,0.0000029808016,0.00011462384,0.0000031920129,0.000026077125,0.00004526054,0.000009513163],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998659,0.000014855288,0.0005864916,0.00020786376,0.00016039517,0.0003713791],"domain_scores_gemma":[0.9993937,0.00018702756,0.00011183334,0.00020876784,0.000056573303,0.000042124335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042829855,0.00015811397,0.00039462693,0.0001718398,0.000034516986,0.000008506005,0.00019824014,0.0001289866,7.168202e-7],"category_scores_gemma":[0.000044527882,0.00019340844,0.00009998663,0.0003709551,0.00002324437,0.0000527661,0.00006183477,0.00017361405,7.941695e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007155422,0.000027723172,0.0025361741,0.0022512046,0.000050675968,3.6480156e-7,0.0016848845,0.96271515,0.0018819898,0.00016378771,0.000006549424,0.028674327],"study_design_scores_gemma":[0.00037271928,0.000017699545,0.0005978456,0.00041604944,0.000024135174,5.015901e-7,0.00020106499,0.9928198,0.0052267616,0.00011953014,0.000044849934,0.00015908318],"about_ca_topic_score_codex":0.00006527292,"about_ca_topic_score_gemma":0.0000034769166,"teacher_disagreement_score":0.5850833,"about_ca_system_score_codex":0.000017603224,"about_ca_system_score_gemma":0.000016737897,"threshold_uncertainty_score":0.78869677},"labels":[],"label_agreement":null},{"id":"W4362589130","doi":"10.1190/tle42040277.1","title":"The role of calcite mineral elastic moduli in carbonate rock physics","year":2023,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Calcite; Moduli; Elastic modulus; Geology; Mineralogy; Carbonate rock; Carbonate; Mineral; Saturation (graph theory); Materials science; Sedimentary rock; Physics; Composite material; Geochemistry; Mathematics","score_opus":0.0081443377894294,"score_gpt":0.20039031334236193,"score_spread":0.19224597555293252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362589130","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97746,0.0015545511,0.0066461535,0.00011352639,0.0013063065,0.00016385976,0.000007081334,0.0007154739,0.012032999],"genre_scores_gemma":[0.9988705,0.00007766731,0.000016647215,0.000004142668,0.00017811153,0.000010259846,0.0000021942449,0.000034272223,0.00080621924],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941427,0.0000124965345,0.00013834382,0.00007530596,0.00009281219,0.00026675922],"domain_scores_gemma":[0.9995753,0.00018627138,0.000014562191,0.00019140496,0.00000975751,0.000022673152],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016913011,0.000099599754,0.000119261276,0.000042854732,0.000046519253,0.00001697384,0.00018609958,0.00003247277,6.547894e-7],"category_scores_gemma":[0.000026842976,0.00006754432,0.000042462852,0.00037177818,0.00001698098,0.00003348024,0.000028965711,0.00018243903,0.00009212146],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015537075,0.0000019639983,0.0001939453,0.000020985062,0.000014312421,0.0000012436662,0.0006548342,0.9822303,0.012474782,0.00064773986,0.00027994436,0.0034784002],"study_design_scores_gemma":[0.000082971754,0.0000051775687,0.0006514348,0.000046467238,0.0000065299787,8.7498967e-7,0.000058652095,0.9893055,0.0049772193,0.0011010232,0.0036791721,0.000084985215],"about_ca_topic_score_codex":0.000019400723,"about_ca_topic_score_gemma":0.000012592221,"teacher_disagreement_score":0.021410437,"about_ca_system_score_codex":0.000029302664,"about_ca_system_score_gemma":0.0000048875263,"threshold_uncertainty_score":0.27543777},"labels":[],"label_agreement":null},{"id":"W4362672351","doi":"10.1016/j.geoen.2023.211747","title":"Horizontal cementing displacement flows of shear-thinning fluids, with and without casing rotation","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Canada Foundation for Innovation; Natural Sciences and Engineering Research Council of Canada; University of British Columbia; Society for Leukocyte Biology","keywords":"Annulus (botany); Casing; Mechanics; Shear thinning; Displacement (psychology); Buoyancy; Rheology; Viscosity; Eccentricity (behavior); Non-Newtonian fluid; Newtonian fluid; Shear rate; Shear (geology); Materials science; Geology; Physics; Composite material; Petroleum engineering","score_opus":0.005740823763330853,"score_gpt":0.18906030598377183,"score_spread":0.18331948222044098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4362672351","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94529176,0.00023456459,0.05353693,0.000013146909,0.00023175828,0.0000690963,0.0000014300251,0.00037325054,0.00024804214],"genre_scores_gemma":[0.9938101,0.00012907507,0.005939155,0.0000032791593,0.00005225263,0.000012006726,0.00000391401,0.000031575568,0.000018631501],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988358,0.0000029883615,0.00018935812,0.00023144908,0.00031842914,0.0004219943],"domain_scores_gemma":[0.999675,0.000024363835,0.000020298308,0.00011949834,0.000046766552,0.00011408376],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004602951,0.00017081249,0.00017052582,0.00032881307,0.00014012813,0.00008610872,0.00008857314,0.000033865195,0.0000014070573],"category_scores_gemma":[0.000033692613,0.00016132361,0.000014057599,0.0007815073,0.00006205905,0.0003766426,0.000056102876,0.00010166099,0.0000011867215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022809168,0.0000016051208,0.0009790949,0.00011552864,0.000014034796,0.0000025334361,0.00045760119,0.86252236,0.13152708,0.00023189763,0.0000052657992,0.0041407277],"study_design_scores_gemma":[0.0002058601,0.000039698574,0.0034877872,0.00019798077,0.00001182756,0.000017490125,0.00022754428,0.98120683,0.014051336,0.000004628178,0.0003464444,0.00020257034],"about_ca_topic_score_codex":0.00004227569,"about_ca_topic_score_gemma":0.000005908838,"teacher_disagreement_score":0.11868448,"about_ca_system_score_codex":0.000044789966,"about_ca_system_score_gemma":0.00001944671,"threshold_uncertainty_score":0.65785855},"labels":[],"label_agreement":null},{"id":"W4366407510","doi":"10.2139/ssrn.4423532","title":"Injectivity Decline Under Langmuirian Pore Blocking: Analytical Model and Field Cases","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Blocking (statistics); Field (mathematics); Geology; Mathematics; Pure mathematics; Statistics","score_opus":0.024674037067230422,"score_gpt":0.26053614167156586,"score_spread":0.23586210460433543,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366407510","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5008411,0.004614577,0.49109322,0.0009999726,0.000929551,0.00015037517,0.000018710656,0.00078555,0.00056693895],"genre_scores_gemma":[0.99182546,0.0065561603,0.00023140897,0.000044686723,0.0005784349,0.000005834177,0.000017379138,0.00010964416,0.0006310037],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975563,0.000023083372,0.00032710857,0.00029054497,0.00023652078,0.0015664276],"domain_scores_gemma":[0.99933934,0.00016207236,0.000057324287,0.00025177485,0.00003928453,0.0001502202],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00081435713,0.00034119037,0.00039329304,0.00019313805,0.000093206596,0.00012549313,0.0002383287,0.0003535216,0.0000044214044],"category_scores_gemma":[0.00011053473,0.00034029555,0.00015588802,0.00012845696,0.000023404493,0.00006572673,0.00022949158,0.0045711063,0.000006983607],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000093025,0.000011251318,0.00031197263,0.00008322109,0.00031012902,0.000042307056,0.000058177215,0.9901563,0.000029044642,0.0058475267,0.00021989053,0.0029208788],"study_design_scores_gemma":[0.00020841017,0.00005790172,0.00009696898,0.00013894252,0.00010225602,0.00058960164,0.0001254884,0.8790242,0.00005008899,0.119152606,0.0000925081,0.00036101375],"about_ca_topic_score_codex":0.00009320845,"about_ca_topic_score_gemma":0.00091987825,"teacher_disagreement_score":0.49098435,"about_ca_system_score_codex":0.0005190916,"about_ca_system_score_gemma":0.0005702539,"threshold_uncertainty_score":0.99990493},"labels":[],"label_agreement":null},{"id":"W4366492337","doi":"10.11159/iceptp23.204","title":"Reducing Environmental Impact of Drilling Operations through the Implementation of Organic Waste Additives for Environmental Protection","year":2023,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Civil, Structural, and Environmental Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Waste management; Environmental impact assessment; Environmental science; Drilling; Engineering; Mechanical engineering","score_opus":0.006623419306861845,"score_gpt":0.2112681569760915,"score_spread":0.20464473766922966,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366492337","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9979727,0.00017849683,0.00041337794,0.00002102244,0.00035561787,0.0006381676,0.00031079302,0.00007283974,0.000036984995],"genre_scores_gemma":[0.99911624,0.00028760167,0.00024435404,0.0000024872434,0.00007608278,0.00007357431,0.00004369228,0.0000675277,0.00008841659],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987968,0.000004980754,0.00043188068,0.00023132085,0.00024320598,0.00029178723],"domain_scores_gemma":[0.9996232,0.000062086976,0.00012672735,0.00013829525,0.0000046438977,0.000045081975],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000109233886,0.00029177713,0.00028100781,0.00013901966,0.00016181542,0.000026767531,0.00021030456,0.00005559339,0.000047211583],"category_scores_gemma":[0.000010131828,0.00021692518,0.00017360457,0.00019595191,0.00012517886,0.00027729972,0.000090901645,0.00018481417,8.164376e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010598501,0.000006661211,0.00075135235,0.00013525866,0.00011955285,7.148268e-8,0.0005162485,0.49352318,0.5039836,0.00005999961,0.000033337525,0.0008601378],"study_design_scores_gemma":[0.00061235885,0.00014935923,0.015576831,0.000245133,0.00008727232,0.0000096720705,0.0020467774,0.4067573,0.5740498,0.000057313697,0.0000956151,0.00031262072],"about_ca_topic_score_codex":0.000014400745,"about_ca_topic_score_gemma":0.000006119028,"teacher_disagreement_score":0.086765885,"about_ca_system_score_codex":0.00014864124,"about_ca_system_score_gemma":0.0000045096112,"threshold_uncertainty_score":0.8845952},"labels":[],"label_agreement":null},{"id":"W4366777020","doi":"10.4043/32443-ms","title":"Evolution of a Wells Decision Support Center as a Hub for Operational Excellence","year":2023,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Chevron (anatomy); Engineering; Process (computing); Decision support system; Computer science; Geology; Artificial intelligence","score_opus":0.01121511456480817,"score_gpt":0.23407392390559056,"score_spread":0.2228588093407824,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366777020","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.516347,0.00016284289,0.47670093,0.0003934149,0.00073967164,0.00037282883,0.00006169802,0.0018147327,0.003406888],"genre_scores_gemma":[0.9953344,0.00009601089,0.0041628126,0.0000069374514,0.000028574019,0.000064852895,0.000032136053,0.000022702143,0.00025157048],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999208,0.0000030775577,0.00023024966,0.00018914102,0.00011821353,0.00025132374],"domain_scores_gemma":[0.99954045,0.00006244762,0.000023489436,0.00023290783,0.000106942425,0.00003375681],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012256143,0.0001280318,0.00017653704,0.00034752744,0.000033897388,0.000011169328,0.0002414728,0.00019069185,0.0000803172],"category_scores_gemma":[0.00008543244,0.00013303747,0.00004587804,0.00041292634,0.000068643516,0.0000667445,0.00004724858,0.00012862297,0.00014531634],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010950196,0.00020142307,0.015897019,0.0007225392,0.00022009738,0.000046539153,0.0006902789,0.39043072,0.20398696,0.21054481,0.043798927,0.13335119],"study_design_scores_gemma":[0.0009970661,0.00022761409,0.0010968577,0.0002942243,0.000020913827,0.00003515,0.00026884265,0.8708839,0.07812266,0.021938888,0.02569562,0.0004182908],"about_ca_topic_score_codex":0.000003508243,"about_ca_topic_score_gemma":0.000004814431,"teacher_disagreement_score":0.48045316,"about_ca_system_score_codex":0.000043069485,"about_ca_system_score_gemma":0.000049818165,"threshold_uncertainty_score":0.54251105},"labels":[],"label_agreement":null},{"id":"W4366777203","doi":"10.4043/32173-ms","title":"Managing High Differential Pressures in Fractured Carbonate Reservoir by Use of Wellbore Strengthening Material","year":2023,"lang":"en","type":"article","venue":"Offshore Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Lost circulation; Drilling fluid; Petroleum engineering; Drilling; Carbonate; Geology; Wellbore; Completion (oil and gas wells); Underbalanced drilling; Differential pressure; Geotechnical engineering; Engineering; Materials science; Mechanical engineering; Mechanics","score_opus":0.010462304486942277,"score_gpt":0.20172446246241632,"score_spread":0.19126215797547405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4366777203","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9952202,0.00014144153,0.0019490806,0.00019297647,0.00051018776,0.0001363816,0.000085688305,0.0015742122,0.00018987426],"genre_scores_gemma":[0.9990801,0.00027412327,0.00032085748,0.0000025970317,0.000031529904,0.000030073448,0.000100561156,0.0000530429,0.00010707283],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987333,0.000017572616,0.00034735556,0.00027959672,0.00017512053,0.00044706883],"domain_scores_gemma":[0.9994257,0.00006136759,0.00005021644,0.00038749597,0.00004042135,0.00003479566],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000083066494,0.00024745503,0.0003700932,0.0005822214,0.00003114675,0.00004142418,0.00037848018,0.0003588877,0.000054884178],"category_scores_gemma":[0.000051759205,0.00025734652,0.000036509668,0.0005621445,0.00009917281,0.000115544695,0.0001385096,0.00043374434,0.000007009363],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009503585,0.00006326703,0.009444931,0.00067457644,0.000289583,0.00016212891,0.0011740966,0.6292023,0.32362676,0.0062088207,0.0042667445,0.024791721],"study_design_scores_gemma":[0.0005792278,0.00005112919,0.0052398317,0.00039246897,0.00003583254,0.0000035922178,0.00012278785,0.78639114,0.19854735,0.0040592942,0.0040219445,0.0005553897],"about_ca_topic_score_codex":0.00013530631,"about_ca_topic_score_gemma":0.0000563529,"teacher_disagreement_score":0.15718882,"about_ca_system_score_codex":0.000027377284,"about_ca_system_score_gemma":0.000013081175,"threshold_uncertainty_score":0.9999879},"labels":[],"label_agreement":null},{"id":"W4367396568","doi":"10.1016/j.geoen.2023.211850","title":"Modeling the effect of operational activity on wellbore integrity and wellbore leakage in British Columbia","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Alliance Canada","keywords":"Wellbore; Leakage (economics); Petroleum engineering; Annulus (botany); Spark plug; Geology; Geotechnical engineering; Engineering; Materials science; Mechanical engineering","score_opus":0.005588035859182475,"score_gpt":0.18685049477536947,"score_spread":0.181262458916187,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4367396568","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9972227,0.00014782338,0.0019796004,0.000032461317,0.000224842,0.0000776606,0.000004810883,0.00017393802,0.00013612506],"genre_scores_gemma":[0.999586,0.0002366454,0.000064169675,0.000006099194,0.000042274194,0.000017409451,0.0000022190507,0.00001828723,0.000026902837],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906856,0.00000968545,0.00013855944,0.00021782296,0.0002468552,0.00031853],"domain_scores_gemma":[0.99966544,0.00009944542,0.000008061498,0.00013246793,0.000023930115,0.000070680755],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008082754,0.00011269617,0.00017168476,0.00014068707,0.00012591945,0.00017953094,0.00014841727,0.000056746852,0.0000024010842],"category_scores_gemma":[0.0001170606,0.00012616001,0.000021356465,0.00074971217,0.00008013141,0.00022688565,0.000056998775,0.00029466872,0.0000012576692],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012824345,0.0000017945848,0.0011852939,0.000067840534,0.0000045407396,0.0000051140382,0.00006470533,0.9867234,0.0049456754,0.000050677616,0.000024643943,0.0069249924],"study_design_scores_gemma":[0.0001512111,0.00003708784,0.01880865,0.00013074756,0.000003207029,0.00000890043,0.000025414189,0.9785373,0.0020423802,0.000009667101,0.000115348106,0.00013003615],"about_ca_topic_score_codex":0.0021400084,"about_ca_topic_score_gemma":0.0013038175,"teacher_disagreement_score":0.017623356,"about_ca_system_score_codex":0.000041941425,"about_ca_system_score_gemma":0.000017567563,"threshold_uncertainty_score":0.5144656},"labels":[],"label_agreement":null},{"id":"W4372284411","doi":"10.1007/s00603-023-03333-z","title":"Discussion on “A Machine Learning‑Based Method for Predicting End‑Bearing Capacity of Rock‑Socketed Shafts” [Rock Mech Rock Eng 55, 1743–1757]","year":2023,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Geology; Geotechnical engineering; Bearing capacity; Bearing (navigation); Mining engineering; Artificial intelligence; Computer science","score_opus":0.01280016435001383,"score_gpt":0.2191810395932726,"score_spread":0.20638087524325877,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4372284411","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009569611,0.0003718633,0.9858492,0.000052241943,0.0011657819,0.0005642638,0.00010860684,0.0022734907,0.000044919623],"genre_scores_gemma":[0.9931131,0.0002197199,0.0054109036,0.000015791846,0.0003703907,0.00012693412,0.00013545783,0.00035627684,0.0002514542],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9966255,0.000053199692,0.00088115863,0.00075045426,0.0005580587,0.0011316416],"domain_scores_gemma":[0.9983122,0.00056264026,0.00016914278,0.0004699883,0.000117894284,0.0003681563],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007842617,0.0008165616,0.0009313267,0.0007480354,0.00045670118,0.00008692286,0.00038079446,0.00046005528,0.000023984305],"category_scores_gemma":[0.0004685075,0.0007436039,0.00033246793,0.00089154183,6.6478776e-7,0.0002200316,0.00022786227,0.0010445383,0.000024094046],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003516537,0.00002903159,0.000033609595,0.0011978896,0.00016195269,0.000007698311,0.0004142263,0.9395949,0.05718265,0.00056711363,0.000073382114,0.00070236035],"study_design_scores_gemma":[0.0010924853,0.00019011596,0.000023695498,0.00073864317,0.0001174622,0.000015031327,0.000114641785,0.938261,0.055701274,0.00012715743,0.0028075273,0.00081101735],"about_ca_topic_score_codex":0.00003307459,"about_ca_topic_score_gemma":0.0000073480855,"teacher_disagreement_score":0.98354346,"about_ca_system_score_codex":0.0001788779,"about_ca_system_score_gemma":0.00003292724,"threshold_uncertainty_score":0.9995015},"labels":[],"label_agreement":null},{"id":"W4376566182","doi":"10.2118/212957-ms","title":"An Uncertainty Risk Evaluation Tool for Wellbore Leakage Prediction for Plug and Abandonement (P&amp;A)","year":2023,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Support vector machine; Random forest; Hyperparameter; Hyperparameter optimization; Data mining; Computer science; Environmental science; Artificial intelligence; Engineering","score_opus":0.03681903852787755,"score_gpt":0.2808577005122686,"score_spread":0.24403866198439106,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4376566182","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89562076,0.00016844225,0.10211502,0.00010539882,0.00047280706,0.00075773924,0.00009315213,0.00059432484,0.00007232701],"genre_scores_gemma":[0.995033,0.00021018644,0.0030449908,0.000018674491,0.0006919361,0.00034087355,0.00048555573,0.000068610956,0.000106136635],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998989,0.000021772667,0.000234317,0.00024839892,0.00022887587,0.00027765136],"domain_scores_gemma":[0.9994592,0.00019473114,0.000048243248,0.00015013567,0.000085049476,0.000062645486],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009543265,0.00015717081,0.00014397416,0.00010693937,0.00014872251,0.00006173497,0.000070098875,0.0000743187,0.0000024188819],"category_scores_gemma":[0.00009372428,0.00016395259,0.00006074483,0.000107357984,0.000015799047,0.00013604149,0.000011975534,0.000084253064,0.0000064951523],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002577035,0.000006560636,0.004648817,0.0001813925,0.000039862898,2.405648e-7,0.00032805093,0.97971725,0.0016981545,0.00005702754,0.0007071023,0.012589778],"study_design_scores_gemma":[0.00093124143,0.000060813578,0.006752428,0.00014774114,0.00006760789,0.0000026496264,0.000077725024,0.9714361,0.0003276278,0.0005041772,0.019500129,0.00019178398],"about_ca_topic_score_codex":0.000026222733,"about_ca_topic_score_gemma":0.000061220024,"teacher_disagreement_score":0.09941225,"about_ca_system_score_codex":0.00007803722,"about_ca_system_score_gemma":0.000014358497,"threshold_uncertainty_score":0.6685792},"labels":[],"label_agreement":null},{"id":"W4377232201","doi":"10.2118/214577-ms","title":"Curing Hydrodynamic Instability During Balanced Plug Cementing","year":2023,"lang":"en","type":"article","venue":"SPE/IADC Middle East Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Instability; Spark plug; Mechanics; Cement; Perpendicular; Viscosity; Geotechnical engineering; Rheology; Curing (chemistry); Flow (mathematics); Materials science; Geology; Engineering; Mechanical engineering; Physics; Mathematics; Composite material; Geometry","score_opus":0.01725531740902707,"score_gpt":0.19556533468602466,"score_spread":0.17831001727699758,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4377232201","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97313625,0.00034415265,0.020227134,0.00015565811,0.0004727781,0.00020264197,0.000013065649,0.0044068685,0.0010414451],"genre_scores_gemma":[0.99840057,0.0005113116,0.0007066293,0.0000060738994,0.00012099006,0.000047023306,0.00005527918,0.00006348384,0.00008863804],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9981662,0.000014738283,0.00042061607,0.0005029302,0.00017825486,0.0007172717],"domain_scores_gemma":[0.9993633,0.000027814047,0.00006199107,0.000386797,0.00006300448,0.00009711988],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024297465,0.0003361649,0.0003509617,0.00064513035,0.00027252088,0.000082592,0.0001966997,0.0002996435,0.000022706641],"category_scores_gemma":[0.000058453265,0.00038843765,0.000067220186,0.0008633943,0.00013057262,0.00026889754,0.00012353474,0.00048812613,0.00012996561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000037577705,0.000062302126,0.022735935,0.0021647906,0.00020922914,0.00011254261,0.0019761245,0.5772343,0.35606647,0.006434596,0.000047589594,0.032918498],"study_design_scores_gemma":[0.00073337305,0.000035004137,0.0021438247,0.00082111027,0.00002956438,0.000039747196,0.0009720773,0.9571711,0.030934595,0.006135543,0.00030794455,0.00067614386],"about_ca_topic_score_codex":0.000009185585,"about_ca_topic_score_gemma":0.000024491705,"teacher_disagreement_score":0.37993672,"about_ca_system_score_codex":0.00009902459,"about_ca_system_score_gemma":0.000017120312,"threshold_uncertainty_score":0.99985677},"labels":[],"label_agreement":null},{"id":"W4377832522","doi":"10.2118/214577-pa","title":"Curing Hydrodynamic Instability During Balanced Plug Cementing","year":2023,"lang":"en","type":"article","venue":"SPE Drilling & Completion","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Fonds de recherche du Québec – Nature et technologies; Natural Sciences and Engineering Research Council of Canada; Concordia University; Petroleum Technology Alliance Canada; Compute Canada","keywords":"Instability; Spark plug; Mechanics; Cement; Perpendicular; Plug flow; Rheology; Viscosity; Geology; Geotechnical engineering; Materials science; Engineering; Mechanical engineering; Mathematics; Physics; Composite material; Geometry","score_opus":0.009741023469813558,"score_gpt":0.1999240058798998,"score_spread":0.19018298241008624,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4377832522","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9642445,0.00009247433,0.028570585,0.00003121368,0.001203942,0.00017254204,0.000010290379,0.0034836465,0.0021908102],"genre_scores_gemma":[0.99850154,0.00015854598,0.0006985923,0.000005686583,0.000325912,0.000020347397,0.00010753087,0.00008987544,0.000091982365],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99831444,0.000020283856,0.00041170974,0.00035043288,0.0002755829,0.0006275701],"domain_scores_gemma":[0.99939513,0.00007898648,0.00004580962,0.00034750372,0.00003576154,0.000096812524],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00033681846,0.000266597,0.00028055796,0.00026924082,0.0002256528,0.000076468816,0.00017825505,0.0000850247,0.000035234913],"category_scores_gemma":[0.00005693124,0.00031848045,0.00010996532,0.00063633546,0.000026302301,0.00018500276,0.00006615551,0.00029104485,0.0003648107],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000037955674,0.0000066517696,0.0030092064,0.00026764296,0.00002635767,0.0000074385407,0.00019132913,0.93567455,0.059914984,0.00009228726,0.000026387816,0.0007793688],"study_design_scores_gemma":[0.00033947278,0.000008529135,0.026353309,0.00017512184,0.000012257583,0.0000053065933,0.00004774277,0.9631074,0.007733598,0.00023327878,0.0016209588,0.00036303856],"about_ca_topic_score_codex":0.000020864913,"about_ca_topic_score_gemma":0.000012885301,"teacher_disagreement_score":0.05218139,"about_ca_system_score_codex":0.00020285939,"about_ca_system_score_gemma":0.0000073370993,"threshold_uncertainty_score":0.99992675},"labels":[],"label_agreement":null},{"id":"W4378801662","doi":"10.1016/j.jprocont.2023.04.004","title":"Early warning of drillstring faulty conditions based on multi-model fusion in geological drilling processes","year":2023,"lang":"en","type":"article","venue":"Journal of Process Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Warning system; Fault (geology); Damages; Drilling; Fusion; Property (philosophy); Computer science; Engineering; Event (particle physics); Reliability engineering; Geology; Mechanical engineering","score_opus":0.015568041672165652,"score_gpt":0.2535283622125441,"score_spread":0.23796032054037844,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4378801662","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8078125,0.00015995435,0.19147864,0.000043604705,0.00015062382,0.000109094406,0.0000110764295,0.00014338277,0.00009109147],"genre_scores_gemma":[0.99898607,0.00006603448,0.00078647677,0.000017794928,0.00008318734,0.000011612162,0.0000038103988,0.000033329175,0.000011715923],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986198,0.000019350095,0.00061926316,0.00012491338,0.00031483138,0.000301833],"domain_scores_gemma":[0.9991026,0.0002858692,0.00018338971,0.00008993319,0.0002483884,0.0000898462],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040441134,0.00017803864,0.00041422257,0.00053967035,0.0000508617,0.000024542882,0.00018364626,0.00011537128,0.000006125442],"category_scores_gemma":[0.00047709816,0.00015404577,0.000093815856,0.0006044422,0.000024241725,0.00019994179,0.0000086929485,0.00044406595,0.000004457553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003953286,0.00004316657,0.0076776072,0.00037516182,0.000022466978,0.000030484758,0.00038223848,0.9842567,0.0067759845,0.000009462943,0.0000095557125,0.00037767153],"study_design_scores_gemma":[0.0019403909,0.00009818238,0.005569987,0.00082320895,0.000023332856,0.0000056628987,0.000095020616,0.987298,0.0038929519,0.00008317738,0.000015032578,0.0001550137],"about_ca_topic_score_codex":0.0000022254108,"about_ca_topic_score_gemma":0.0000024620874,"teacher_disagreement_score":0.19117351,"about_ca_system_score_codex":0.000050044277,"about_ca_system_score_gemma":0.000077927514,"threshold_uncertainty_score":0.62818044},"labels":[],"label_agreement":null},{"id":"W4379012227","doi":"10.1016/j.jnnfm.2023.105070","title":"Squeeze cementing of micro-annuli: A visco-plastic invasion flow","year":2023,"lang":"en","type":"article","venue":"Journal of Non-Newtonian Fluid Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Streamlines, streaklines, and pathlines; Mechanics; Geology; Fluid dynamics; Flow (mathematics); Perforation; Pipe flow; Penetration (warfare); Geotechnical engineering; Hele-Shaw flow; Materials science; Open-channel flow; Turbulence; Engineering; Composite material; Physics","score_opus":0.009337668931180026,"score_gpt":0.2047749164919959,"score_spread":0.19543724756081587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379012227","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43904653,0.00049781153,0.5549425,0.00007260195,0.004666547,0.00015428322,0.000019791223,0.00024282426,0.00035708575],"genre_scores_gemma":[0.9825226,0.0007373546,0.016050307,0.000018568931,0.00045011073,0.000002604232,0.0000061701644,0.0001060589,0.00010622225],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982315,0.00001878481,0.0007978379,0.00013620999,0.00039807332,0.00041760737],"domain_scores_gemma":[0.9991501,0.00013941799,0.0001813616,0.00020523748,0.00015355997,0.00017030371],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006277882,0.00023954902,0.00044780824,0.00050792925,0.000056920457,0.000040470015,0.00029816158,0.00013331654,0.000030050935],"category_scores_gemma":[0.00015512177,0.00023550996,0.00021828314,0.0006200389,0.000009131879,0.00019941005,0.000058102727,0.0003736957,0.00006361076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011540685,0.000014587193,0.000015411695,0.00021853187,0.000082122395,0.000049294926,0.00023205418,0.48981053,0.5059762,0.000026460948,0.0017429214,0.0018203491],"study_design_scores_gemma":[0.0005623997,0.00013820201,0.000053555515,0.00059189193,0.00006487192,0.00006475315,0.0000926509,0.85485584,0.14122283,0.00012522985,0.0020289896,0.00019878212],"about_ca_topic_score_codex":0.0000025225308,"about_ca_topic_score_gemma":0.0000015763193,"teacher_disagreement_score":0.54347605,"about_ca_system_score_codex":0.000097603726,"about_ca_system_score_gemma":0.0000643168,"threshold_uncertainty_score":0.96038175},"labels":[],"label_agreement":null},{"id":"W4379517649","doi":"10.2118/213137-ms","title":"First Successful Application of Wellbore Stabilization Technology Eliminates the Need for Contingency Casing and Differential Sticking Risk While Drilling Through Carboniferous-Devonian Formations: A Case Study on an Exploratory Well in the Sub Andean Bolivian Basin","year":2023,"lang":"en","type":"article","venue":"SPE Latin American and Caribbean Petroleum Engineering Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Casing; Drilling fluid; Petroleum engineering; Geology; Carboniferous; Drilling; Underbalanced drilling; Lost circulation; Wellbore; Drill pipe; Drill; Devonian; Structural basin; Engineering; Mechanical engineering","score_opus":0.010579537085302317,"score_gpt":0.2210308001044351,"score_spread":0.21045126301913278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379517649","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86126465,0.000102996,0.13759166,0.0000764398,0.00008989178,0.0005255066,0.000035017812,0.0002798064,0.00003402022],"genre_scores_gemma":[0.99902606,0.00023518778,0.000406967,0.000006540917,0.000061434264,0.00018251181,0.000024456245,0.000056061555,8.012076e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99866235,0.000058295056,0.0004227884,0.0003099179,0.00017426253,0.00037239108],"domain_scores_gemma":[0.9990254,0.0003680136,0.00013450891,0.00035316515,0.000066229324,0.000052671632],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003969256,0.00029649312,0.00036004384,0.00031347197,0.00023013784,0.00011696418,0.00019486448,0.0000719635,0.0000010116592],"category_scores_gemma":[0.000070454356,0.00024399797,0.000038178674,0.00071474764,0.00011747383,0.00016913401,0.000042218104,0.00032732403,4.888138e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002688575,0.00009097905,0.047546707,0.0003686266,0.00008589881,0.000028884348,0.0419147,0.89596134,0.0013480387,0.0012330338,0.000004268971,0.011390657],"study_design_scores_gemma":[0.00044495604,0.00023805682,0.008933084,0.0001009296,0.000059896465,0.000018899278,0.0540254,0.935235,0.0005359949,0.00008135071,0.00006231866,0.00026411214],"about_ca_topic_score_codex":0.00051402394,"about_ca_topic_score_gemma":0.0011280117,"teacher_disagreement_score":0.13776137,"about_ca_system_score_codex":0.000044961715,"about_ca_system_score_gemma":0.000015848716,"threshold_uncertainty_score":0.9949949},"labels":[],"label_agreement":null},{"id":"W4379739913","doi":"10.1016/j.powtec.2023.118697","title":"A generalized model for field assessment of particle settling velocity in a viscoelastic fluid","year":2023,"lang":"en","type":"article","venue":"Powder Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Viscoelasticity; Settling; Mechanics; Rheology; Shear thinning; Materials science; Newtonian fluid; Non-Newtonian fluid; Shear rate; Geotechnical engineering; Thermodynamics; Geology; Composite material; Physics","score_opus":0.016605486217284568,"score_gpt":0.2680141229368097,"score_spread":0.2514086367195251,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379739913","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6453809,0.000070724185,0.35347173,0.00021817478,0.0000912159,0.000102103004,0.000004725071,0.0006150932,0.00004530494],"genre_scores_gemma":[0.9898905,0.00004090103,0.009861899,0.00001374286,0.000012551848,0.000110752015,0.0000041271533,0.000025840623,0.000039681345],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99933326,0.0000034429831,0.00020735465,0.00012352745,0.000055589884,0.00027679818],"domain_scores_gemma":[0.99971634,0.000072054725,0.000014331738,0.00015958857,0.00001693553,0.000020720177],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000121792116,0.00009158558,0.0001839068,0.00023436257,0.000017134664,0.0000048108723,0.00010832731,0.00012470473,0.0000034068405],"category_scores_gemma":[0.00006136588,0.00010008401,0.00003603045,0.00046336907,0.000014912912,0.000029750874,0.00003166577,0.00012052486,0.0000036814504],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002347324,0.0000095339055,0.0006277435,0.00008995288,0.000016224421,0.0000019246506,0.00008220423,0.9463158,0.046296183,0.004763486,0.0001317869,0.0016628044],"study_design_scores_gemma":[0.00036621385,0.000024937572,0.00015183944,0.00003176819,0.000006770387,0.0000010150642,0.000025390955,0.9608545,0.036248174,0.002126429,0.00006601939,0.000096997406],"about_ca_topic_score_codex":0.00000538739,"about_ca_topic_score_gemma":0.000010412241,"teacher_disagreement_score":0.34450957,"about_ca_system_score_codex":0.000032698892,"about_ca_system_score_gemma":0.000013456956,"threshold_uncertainty_score":0.40813076},"labels":[],"label_agreement":null},{"id":"W4379780592","doi":"10.1016/j.colsurfa.2023.131809","title":"Geothermal drilling using reprocessable shape memory polymer nanocomposite","year":2023,"lang":"en","type":"article","venue":"Colloids and Surfaces A Physicochemical and Engineering Aspects","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Polyurethane; Materials science; Nanocomposite; Nanoparticle; Drilling fluid; Composite material; Polymer; Chemical engineering; Drilling; Nanotechnology; Metallurgy","score_opus":0.007501629438158528,"score_gpt":0.18935105841944821,"score_spread":0.1818494289812897,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4379780592","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9941936,0.003077958,0.00064564834,0.000020930593,0.0002343195,0.00009411936,0.0000087255685,0.0011450254,0.0005796464],"genre_scores_gemma":[0.99868846,0.00039124748,0.00047113845,0.000012318476,0.00019741998,0.000010859268,0.00000980237,0.000088756344,0.00013002226],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987842,0.0000044622484,0.00021151513,0.00033907252,0.0001506201,0.00051016797],"domain_scores_gemma":[0.99953586,0.000070372946,0.000018964836,0.00016371967,0.000020721143,0.00019038738],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010029383,0.00031059657,0.00033771349,0.00011265633,0.00010798515,0.00010495462,0.00009541705,0.000110155735,0.0000063780612],"category_scores_gemma":[0.000010664415,0.00032208915,0.00005978981,0.00047150196,0.000041640014,0.00016370273,0.00007095409,0.00021481304,0.000008302283],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030028677,0.0000053155854,0.00005377484,0.00023396601,0.000039566996,0.0000063975403,0.00014350412,0.43504542,0.56373155,0.00008363708,0.000046691068,0.0006072016],"study_design_scores_gemma":[0.00024063652,0.000012582227,0.00030390057,0.00015539542,0.000022052169,0.000015981472,0.000036994894,0.8626568,0.13585122,0.00004374859,0.00028592016,0.00037478498],"about_ca_topic_score_codex":0.000026315185,"about_ca_topic_score_gemma":5.0548914e-7,"teacher_disagreement_score":0.42788032,"about_ca_system_score_codex":0.000029278142,"about_ca_system_score_gemma":0.000009155509,"threshold_uncertainty_score":0.9999231},"labels":[],"label_agreement":null},{"id":"W4380489493","doi":"10.1016/j.energy.2023.128098","title":"Effects of shale swelling on shale mechanics during shale–liquid interaction","year":2023,"lang":"en","type":"article","venue":"Energy","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Southwest Petroleum University; China Scholarship Council; State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation; National Natural Science Foundation of China","keywords":"Oil shale; Swelling; Geology; Elastic modulus; Quartz; Bulk modulus; Geotechnical engineering; Petroleum engineering; Composite material; Materials science","score_opus":0.004524362922329378,"score_gpt":0.18020602926531526,"score_spread":0.17568166634298588,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380489493","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9651015,0.0002668966,0.029355587,0.0000088553015,0.0017625025,0.000057915404,0.0000032407677,0.001202236,0.0022412702],"genre_scores_gemma":[0.99864066,0.00039399337,0.00009361181,0.000008820357,0.00025218702,0.00002251266,0.000013959053,0.00007879387,0.00049547275],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991379,0.000012347438,0.00021357708,0.0001838914,0.00015916617,0.00029312598],"domain_scores_gemma":[0.99957436,0.00012175172,0.000030221412,0.0001896851,0.000017294951,0.00006671163],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007741482,0.00017730054,0.00019513191,0.0002464515,0.00004434544,0.000015179492,0.00012218276,0.00009309272,0.000019339916],"category_scores_gemma":[0.000028537275,0.0001970507,0.000085815846,0.00032947393,0.000005019505,0.00009118588,0.000032690274,0.0001555007,0.00006920999],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001503993,0.000011963293,0.0000036782455,0.00029156616,0.00003887837,0.000025684252,0.00014613455,0.8599214,0.13724424,0.0011302753,0.00008036203,0.0010908144],"study_design_scores_gemma":[0.00017390057,0.00005082094,0.00004850488,0.00023514513,0.000009913242,0.0000038646813,0.000021342785,0.46679452,0.5314571,0.00007842321,0.0009682012,0.00015827388],"about_ca_topic_score_codex":0.000026367548,"about_ca_topic_score_gemma":0.0000032190562,"teacher_disagreement_score":0.39421287,"about_ca_system_score_codex":0.000062608866,"about_ca_system_score_gemma":0.0000042810884,"threshold_uncertainty_score":0.80354947},"labels":[],"label_agreement":null},{"id":"W4380685277","doi":"10.3390/math11122689","title":"Estimating the Critical Velocity of the Incipient Motion of Particles on the Cuttings Bed Surface: An Experimental and Theoretical Analysis","year":2023,"lang":"en","type":"article","venue":"Mathematics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"National Natural Science Foundation of China","keywords":"Drill cuttings; Annulus (botany); Drilling; Cutting; Mechanics; Drilling fluid; Geotechnical engineering; Shear stress; Petroleum engineering; Critical ionization velocity; Geology; Materials science; Engineering; Mechanical engineering; Physics; Composite material","score_opus":0.015958490681476836,"score_gpt":0.25733543160209926,"score_spread":0.24137694092062242,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4380685277","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97975814,0.000020590856,0.019719152,0.0002000858,0.000056632307,0.00008547639,0.000004089861,0.00007506089,0.00008074968],"genre_scores_gemma":[0.9958445,0.0000014200377,0.004107445,0.000008870683,0.000015390597,0.0000054196835,8.5256056e-7,0.0000141220535,0.0000020065913],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99932504,0.00003765067,0.00022762794,0.00007357622,0.0002044682,0.00013163706],"domain_scores_gemma":[0.99907243,0.0005830327,0.000033009026,0.00026322884,0.00002228043,0.000026018928],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00058549753,0.000086918386,0.00014750626,0.000026028456,0.00008759261,0.000021846266,0.00014139422,0.000031266576,0.000011848725],"category_scores_gemma":[0.00027752336,0.0000444945,0.000062575724,0.00035265548,0.00019845937,0.000025836947,0.00004882011,0.000100444864,0.0000019878953],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016933152,0.00006136741,0.00035694565,0.00015014407,0.00009345398,3.6363164e-7,0.009359707,0.8579623,0.016485753,0.11524355,0.00001964243,0.00026507216],"study_design_scores_gemma":[0.00003515503,0.000014175387,0.00050506036,0.000047719994,0.00007467172,7.8057184e-7,0.0009200118,0.92025155,0.07401608,0.0040888125,7.788388e-7,0.00004522584],"about_ca_topic_score_codex":0.0000025583856,"about_ca_topic_score_gemma":4.3007373e-7,"teacher_disagreement_score":0.111154735,"about_ca_system_score_codex":0.000011994714,"about_ca_system_score_gemma":0.0000027425535,"threshold_uncertainty_score":0.1814433},"labels":[],"label_agreement":null},{"id":"W4381327752","doi":"10.1109/access.2023.3287864","title":"A Digital Twinning Methodology for Vibration Prediction and Fatigue Life Prognosis of Vertical Oil Well Drillstrings","year":2023,"lang":"en","type":"article","venue":"IEEE Access","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada; Memorial University of Newfoundland","keywords":"Vibration; Computer science; Vibration fatigue; Structural engineering; Finite element method; High fidelity; Slip (aerodynamics); Graph; Acoustics; Engineering; Aerospace engineering; Theoretical computer science","score_opus":0.07738038651076411,"score_gpt":0.30105223989341706,"score_spread":0.22367185338265294,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381327752","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6095467,0.0000602864,0.38883647,0.00003983838,0.00054549275,0.00008831059,0.000019991347,0.00048346497,0.00037942835],"genre_scores_gemma":[0.99850595,0.000059449667,0.0011358472,0.0000095338955,0.00014846215,0.000057879664,0.000024979037,0.00003073925,0.000027157817],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993727,0.000008861212,0.00021499392,0.00014019682,0.00008250393,0.00018075055],"domain_scores_gemma":[0.9995448,0.00026476345,0.00001699209,0.00007802839,0.000032640248,0.00006279041],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015749631,0.000098788674,0.00016407412,0.00013452812,0.000031371907,0.00007288094,0.000086950524,0.0000825974,0.000002082208],"category_scores_gemma":[0.00016332246,0.00010310221,0.00003730865,0.00024044268,0.000021057012,0.00038435953,0.000022375925,0.00007056211,0.0000024802905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027792528,0.000015222998,0.012242764,0.0009344982,0.00011645781,0.0000017408354,0.0003770209,0.92964774,0.019934397,0.00014028004,0.0011970742,0.03536499],"study_design_scores_gemma":[0.000371627,0.00004861819,0.0040948396,0.00010204468,0.00003232539,0.0000021840422,0.000032898974,0.9057813,0.08828988,0.00012222612,0.0009743441,0.0001476882],"about_ca_topic_score_codex":0.0000041622866,"about_ca_topic_score_gemma":7.7995395e-7,"teacher_disagreement_score":0.38895923,"about_ca_system_score_codex":0.000012767078,"about_ca_system_score_gemma":0.000007928853,"threshold_uncertainty_score":0.42043862},"labels":[],"label_agreement":null},{"id":"W4381330396","doi":"10.2118/213881-ms","title":"Wettability Alteration of Reservoir Rock by Nonionic, Anionic and Cationic Surfactant in Water-Based Drilling Fluid","year":2023,"lang":"en","type":"article","venue":"SPE International Conference on Oilfield Chemistry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling fluid; Pulmonary surfactant; Wetting; Clay minerals; Petrophysics; Saturation (graph theory); Permeability (electromagnetism); Chemistry; Surface tension; Swelling; Sodium silicate; Chemical engineering; Mineralogy; Materials science; Composite material; Drilling; Porosity; Metallurgy; Organic chemistry","score_opus":0.01563794056105963,"score_gpt":0.2341293894995104,"score_spread":0.21849144893845077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4381330396","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9901752,0.000041438274,0.0031921866,0.0007007555,0.00027561074,0.000054007418,0.000021989403,0.00013588714,0.005402918],"genre_scores_gemma":[0.99912536,0.00024857878,0.00006907755,0.000009799835,0.000046738798,0.000011179744,0.00017675325,0.000013614356,0.00029886913],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992043,0.000007223404,0.00026469686,0.00018408064,0.00017765495,0.00016206432],"domain_scores_gemma":[0.99965006,0.000061622864,0.000024055953,0.00015671154,0.00006686647,0.000040700223],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014912663,0.000119108736,0.00012597018,0.000057353158,0.000022436432,0.00003730504,0.00014755114,0.00009100203,0.00021238343],"category_scores_gemma":[0.000038386705,0.00011722093,0.000029137098,0.000085691885,0.000013894419,0.00007219256,0.00002310128,0.00017391524,0.0000131899005],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012384842,0.000020158546,0.0005394907,0.00014456402,0.0000149481475,0.000002200015,0.000083129984,0.44953775,0.5489483,0.00018977313,0.00016383865,0.00034346565],"study_design_scores_gemma":[0.00016183069,0.000007737232,0.00009102891,0.000084393556,0.0000014273393,6.4350013e-7,0.000022244663,0.53186816,0.46719632,0.00030643857,0.00017720605,0.00008257783],"about_ca_topic_score_codex":0.00002814962,"about_ca_topic_score_gemma":0.000010981681,"teacher_disagreement_score":0.082330406,"about_ca_system_score_codex":0.00006397948,"about_ca_system_score_gemma":0.000025828756,"threshold_uncertainty_score":0.47801307},"labels":[],"label_agreement":null},{"id":"W4382199393","doi":"10.1016/j.icheatmasstransfer.2023.106898","title":"Corrigendum to “Application of amorphous silica nanoparticles in improving the rheological properties, filtration and shale stability of glycol-based drilling fluids” [International Communications in Heat and Mass Transfer 115 (2020): 104625]","year":2023,"lang":"en","type":"erratum","venue":"International Communications in Heat and Mass Transfer","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Drilling fluid; Materials science; Filtration (mathematics); Rheology; Oil shale; Chemical engineering; Mass transfer; Petroleum engineering; Nanoparticle; Amorphous solid; Drilling; Composite material; Nanotechnology; Chromatography; Waste management; Metallurgy; Chemistry; Organic chemistry; Geology","score_opus":0.036774547280245325,"score_gpt":0.2489265689271534,"score_spread":0.21215202164690808,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382199393","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8668418,0.015461748,0.098885395,0.008207861,0.003779011,0.0036190874,0.00096147746,0.0003530165,0.0018906384],"genre_scores_gemma":[0.9902148,0.0069042062,0.0017507903,0.000036314825,0.00004619938,0.0005024842,0.00039479847,0.00004918145,0.00010117565],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99797654,0.00015007958,0.0009817552,0.0003600714,0.0002866255,0.00024491912],"domain_scores_gemma":[0.9985226,0.00033691962,0.000025512576,0.00089450274,0.00015140673,0.00006906421],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00068947393,0.00028861064,0.00043589788,0.00041510945,0.00009145504,0.00006112416,0.0009539104,0.00027100556,0.000010546297],"category_scores_gemma":[0.000103966806,0.00027127023,0.00006755289,0.00043638996,0.00031541815,0.00017153399,0.00012444396,0.00076011126,8.703709e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005225978,0.00084260385,0.07177014,0.0018298149,0.0003579464,0.000008046142,0.008945708,0.18865359,0.7081781,0.005140807,0.0007361983,0.013014476],"study_design_scores_gemma":[0.0007357308,0.000062414285,0.009173243,0.0005268164,0.00003351178,0.000004256747,0.00035378744,0.97774553,0.006660537,0.0002269813,0.004160724,0.00031644764],"about_ca_topic_score_codex":0.0010523776,"about_ca_topic_score_gemma":0.0034404476,"teacher_disagreement_score":0.78909194,"about_ca_system_score_codex":0.0001955988,"about_ca_system_score_gemma":0.00007396918,"threshold_uncertainty_score":0.99997395},"labels":[],"label_agreement":null},{"id":"W4382459953","doi":"10.3390/coatings13071155","title":"Study on the Wear Performance of Polyethylene Inner Lining Pipe under Different Load and Mineralization Conditions","year":2023,"lang":"en","type":"article","venue":"Coatings","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Science Basic Research Program of Shaanxi Province; Xi'an Shiyou University; State Key Laboratory of Tribology; China Scholarship Council; Nanyang Institute of Technology; National Natural Science Foundation of China","keywords":"Polyethylene; Materials science; Scanning electron microscope; Composite material; Coating; Service life; Mineral oil; Alloy; Friction coefficient; Metallurgy","score_opus":0.02049499624379701,"score_gpt":0.22899388164260734,"score_spread":0.20849888539881034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4382459953","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9982182,0.000026081521,0.0008310864,0.000063357686,0.00013672581,0.0000990211,0.0000030789547,0.00020553479,0.00041691054],"genre_scores_gemma":[0.9996726,0.000041533236,0.00001263566,0.000020648884,0.000039169146,0.000016644124,0.0000068125523,0.000020994796,0.00016898234],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99954766,0.0000101199275,0.00013304973,0.00008057731,0.000116869334,0.00011169714],"domain_scores_gemma":[0.99971735,0.00010984649,0.000020916415,0.00010926496,0.00002103993,0.000021581869],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000119504584,0.00008640952,0.00009337085,0.000059519407,0.00006462734,0.000016214033,0.00005104976,0.000025148784,0.0000072885014],"category_scores_gemma":[0.000033236312,0.00006460502,0.000014506071,0.00019012246,0.000017191951,0.000035814694,0.0000204517,0.00009185225,0.000010638083],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004164995,0.00004178792,0.018018954,0.00012378754,0.00004963573,0.000001490368,0.006518233,0.819741,0.1534612,0.0008419237,0.000608015,0.00058980787],"study_design_scores_gemma":[0.0006205365,0.00024826237,0.19380164,0.00032433704,0.000038554317,0.0000020867833,0.0029951436,0.7417259,0.059712794,0.000096006894,0.000132796,0.00030192125],"about_ca_topic_score_codex":0.000007405644,"about_ca_topic_score_gemma":0.000003442534,"teacher_disagreement_score":0.17578268,"about_ca_system_score_codex":0.000016455795,"about_ca_system_score_gemma":0.0000035330224,"threshold_uncertainty_score":0.26345164},"labels":[],"label_agreement":null},{"id":"W4383111966","doi":"10.2139/ssrn.4499957","title":"A Tale of Two Vein Types: Bed-Parallel Fibrous Versus Blocky Veins in Organic-Rich Shales and Their Overpressured Hydrocarbon Fluids","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Geology; Petrology; Vein; Hydrocarbon; Geochemistry; Chemistry","score_opus":0.00841334258251634,"score_gpt":0.2160006659731445,"score_spread":0.20758732339062816,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383111966","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9373151,0.039609645,0.020271733,0.000054323245,0.0014447109,0.0002471767,0.000029069939,0.00039689403,0.00063134125],"genre_scores_gemma":[0.98663044,0.012381144,0.00022922576,0.0000022742056,0.00031716586,0.000011944109,0.000020786749,0.0001590005,0.00024802648],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99734104,0.00004057838,0.0005417299,0.00033847906,0.00021228135,0.001525915],"domain_scores_gemma":[0.99928844,0.000117681,0.00011265628,0.00034606704,0.00003785298,0.000097280645],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0007012208,0.00043897092,0.00062642724,0.0003740718,0.000047648944,0.00006019578,0.00041231664,0.0003026863,0.000010433535],"category_scores_gemma":[0.00006401905,0.00044502196,0.00013654782,0.0002779233,0.000036339658,0.000076382275,0.0002020224,0.0031107483,0.000008915407],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009902343,0.00006155204,0.0003522805,0.00034402907,0.0010487988,0.000024085164,0.0012915763,0.98558927,0.007372864,0.0021177176,0.000045288387,0.0016535271],"study_design_scores_gemma":[0.0058685555,0.00086900534,0.00039061476,0.0016290812,0.00029164416,0.00031456913,0.0011742476,0.8874881,0.004367226,0.095214024,0.0005360737,0.0018568168],"about_ca_topic_score_codex":0.00016802148,"about_ca_topic_score_gemma":0.0011467646,"teacher_disagreement_score":0.09810112,"about_ca_system_score_codex":0.0006035136,"about_ca_system_score_gemma":0.00047431196,"threshold_uncertainty_score":0.99980015},"labels":[],"label_agreement":null},{"id":"W4383343109","doi":"10.1007/s11440-023-01919-z","title":"Practical considerations for the complete 3D in situ stress estimation from convergence data using the D3 method","year":2023,"lang":"en","type":"article","venue":"Acta Geotechnica","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Dalhousie University","funders":"","keywords":"Borehole; Solid mechanics; Convergence (economics); Stability (learning theory); Plane stress; Plane (geometry); Drilling engineering; Stress (linguistics); Drilling; Geotechnical engineering; Engineering; Applied mathematics; Computer science; Structural engineering; Finite element method; Mathematics; Mechanical engineering; Geometry","score_opus":0.14748506204123468,"score_gpt":0.3591349208506946,"score_spread":0.2116498588094599,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383343109","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0045187417,0.00007497448,0.99205637,0.0020037119,0.0003194843,0.00034982455,0.00021657003,0.00041064117,0.000049671286],"genre_scores_gemma":[0.8795466,0.00007052113,0.12009494,0.000042558855,0.000069794354,0.0000391204,0.00010581452,0.00002589646,0.000004791831],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924755,0.000033705743,0.00021112962,0.00018362321,0.000116161864,0.0002078483],"domain_scores_gemma":[0.99577814,0.0034476575,0.000030198486,0.0006976788,0.000021194599,0.000025138257],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000527597,0.00010760614,0.0001217139,0.000046446505,0.00015172597,0.000070173155,0.00023817107,0.00006972431,0.000017431059],"category_scores_gemma":[0.00073194806,0.00007882565,0.000024853312,0.0002344931,0.000030170626,0.00018291645,0.00012238073,0.00024979663,0.000011361973],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000013492524,0.0000040406944,0.0000044253766,0.000013514595,0.000027655831,0.0000028436195,0.000090638234,0.9849506,0.011621692,0.00035044499,0.0022583043,0.0006744695],"study_design_scores_gemma":[0.00010033157,0.0000032174567,0.00021723128,0.000034013246,0.000040635816,0.0000065291847,0.00006997662,0.99295324,0.0012237842,0.00066871126,0.0045815166,0.000100829624],"about_ca_topic_score_codex":0.00014663591,"about_ca_topic_score_gemma":0.000102706384,"teacher_disagreement_score":0.87502784,"about_ca_system_score_codex":0.000027689548,"about_ca_system_score_gemma":0.000028879653,"threshold_uncertainty_score":0.32144168},"labels":[],"label_agreement":null},{"id":"W4383506248","doi":"10.1016/j.ijrmms.2023.105495","title":"Estimation of proppant embedment from laboratory instrumented indentation tests on Montney formation in Western Canada","year":2023,"lang":"en","type":"article","venue":"International Journal of Rock Mechanics and Mining Sciences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Northern British Columbia","funders":"State Key Laboratory for GeoMechanics and Deep Underground Engineering; Natural Sciences and Engineering Research Council of Canada; China University of Mining and Technology; University of Northern British Columbia","keywords":"Embedment; Indentation; Fracture (geology); Modulus; Geotechnical engineering; Materials science; Geology; Composite material","score_opus":0.011349539315692258,"score_gpt":0.23825524879654195,"score_spread":0.22690570948084968,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383506248","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.986264,0.000043327214,0.012827212,0.000073377516,0.00072409754,0.000028783654,0.000011937557,0.000011235834,0.000016022637],"genre_scores_gemma":[0.99939805,0.000078770485,0.00046876818,0.000014673524,0.000026528805,0.0000013057631,0.0000050663607,0.0000038915737,0.0000029619925],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99924505,0.000008172796,0.00026250983,0.000050848834,0.00036496855,0.00006847076],"domain_scores_gemma":[0.9997284,0.00004775348,0.00011129599,0.000022614895,0.000064175045,0.00002576076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021086421,0.00005301058,0.000079597994,0.00023446034,0.000019366043,0.000028042257,0.00010757614,0.000018664197,0.0000011984778],"category_scores_gemma":[0.000044235338,0.000047855676,0.00001015687,0.00016615364,0.0000023238492,0.00022364964,0.000013148425,0.000054618737,3.8380463e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045227603,0.000004889706,0.0005746359,0.000008016039,0.000011015707,0.0000075104067,0.0005434469,0.9914595,0.0017951999,0.000084089515,0.000031644842,0.0054755653],"study_design_scores_gemma":[0.00022150786,0.000053882224,0.0016535887,0.000287228,0.0000032705868,0.000005424703,0.0005226089,0.99054074,0.0064353216,0.00019724952,0.000031618707,0.00004752803],"about_ca_topic_score_codex":0.0010330189,"about_ca_topic_score_gemma":0.0031746447,"teacher_disagreement_score":0.013134027,"about_ca_system_score_codex":0.0000848032,"about_ca_system_score_gemma":0.000057606696,"threshold_uncertainty_score":0.19514978},"labels":[],"label_agreement":null},{"id":"W4383532330","doi":"10.1016/j.geoen.2023.212110","title":"A case study for tailored formulation of geopolymers aided by annular displacement simulations","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Total; Natural Sciences and Engineering Research Council of Canada; Aker BP; Universitetet i Stavanger; Schlumberger Foundation","keywords":"Geopolymer; Rheology; Materials science; Drilling fluid; Displacement (psychology); Durability; Portland cement; Petroleum engineering; Mechanical engineering; Drilling; Composite material; Engineering; Cement; Fly ash; Metallurgy","score_opus":0.01041980092882996,"score_gpt":0.2244742916160293,"score_spread":0.21405449068719934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4383532330","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94593096,0.00007713634,0.05319073,0.000006723165,0.0002442916,0.00020697886,0.00001650384,0.00030447944,0.00002222676],"genre_scores_gemma":[0.99951625,0.000013820618,0.00032748436,0.0000024111243,0.000029402341,0.000040454855,0.000015380534,0.00002530552,0.0000294877],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99903053,0.00000228458,0.00021577743,0.00018925076,0.00021408481,0.00034807087],"domain_scores_gemma":[0.999605,0.000064588596,0.000018901079,0.00015232009,0.000061813145,0.00009735932],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030387184,0.0001374967,0.00014568277,0.00032909168,0.00013458235,0.0000374926,0.000092629045,0.000032194283,0.0000016701466],"category_scores_gemma":[0.0000551948,0.00014481481,0.000025989082,0.00088078505,0.000027034946,0.00028191067,0.000031266874,0.000047718197,7.0879975e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015419932,0.000008857924,0.00018382675,0.000051205177,0.000017635892,0.000009803317,0.0005022209,0.9685816,0.029562928,0.00012088923,0.00004583871,0.0009136523],"study_design_scores_gemma":[0.0003283492,0.00005634907,0.0003282614,0.000015868578,0.00001519827,0.00001739653,0.0005387978,0.9904943,0.0076132542,0.0000078621115,0.00042370183,0.00016066644],"about_ca_topic_score_codex":0.00006261217,"about_ca_topic_score_gemma":0.000008635478,"teacher_disagreement_score":0.053585324,"about_ca_system_score_codex":0.00004069052,"about_ca_system_score_gemma":0.000014051336,"threshold_uncertainty_score":0.59053767},"labels":[],"label_agreement":null},{"id":"W4384067963","doi":"10.3390/math11143070","title":"Numerical Simulation of Hole Cleaning of a Horizontal Wellbore Model with Breakout Enlargement Section","year":2023,"lang":"en","type":"article","venue":"Mathematics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"National Natural Science Foundation of China","keywords":"Breakout; Borehole; Geology; Drilling; Mechanics; Drill; Directional drilling; Perpendicular; Lost circulation; Turbulence; Drilling fluid; Geotechnical engineering; Engineering; Geometry; Mechanical engineering; Physics","score_opus":0.011689130705961608,"score_gpt":0.21120416570568118,"score_spread":0.19951503499971956,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384067963","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31534687,0.0000085721695,0.6831338,0.000002134737,0.000053059302,0.0000620785,0.000003760096,0.0002125719,0.001177156],"genre_scores_gemma":[0.9901041,0.000006263347,0.009773586,6.7808406e-7,0.000027942997,0.0000045116467,0.0000069923603,0.000033769873,0.000042153333],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999463,0.0000025694658,0.00020195797,0.00006209624,0.00015583608,0.000114532864],"domain_scores_gemma":[0.99975353,0.000039692743,0.000039525516,0.00011775601,0.000026175616,0.000023341423],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009470494,0.00008559385,0.00015610347,0.00008181216,0.000014473505,0.0000052346754,0.00004591759,0.00003859594,0.000004264613],"category_scores_gemma":[0.000010549338,0.00007860189,0.000032748056,0.00022356273,0.000008317225,0.00004346769,0.0000101001015,0.000062316794,0.000006096985],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025003249,0.000018397486,0.000038705846,0.00044678352,0.000026994503,7.3640643e-7,0.0011402312,0.9946277,0.00291578,0.00023898704,0.000031879677,0.0005113134],"study_design_scores_gemma":[0.00013698942,0.000037912974,0.000034791294,0.0001238536,0.000017632252,9.677619e-7,0.00015699063,0.99169827,0.007489786,0.0001931152,0.000029124027,0.00008059342],"about_ca_topic_score_codex":0.0000027308274,"about_ca_topic_score_gemma":6.672868e-7,"teacher_disagreement_score":0.67475724,"about_ca_system_score_codex":0.000021837941,"about_ca_system_score_gemma":0.0000049020546,"threshold_uncertainty_score":0.32052922},"labels":[],"label_agreement":null},{"id":"W4384525799","doi":"10.3390/en16145406","title":"An In-Depth Analysis of Strength and Stiffness Variability in 3D-Printed Sandstones: Implications for Geomechanics","year":2023,"lang":"en","type":"article","venue":"Energies","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"University of Alberta","keywords":"Compressive strength; Anisotropy; Geology; Stiffness; Geotechnical engineering; 3d printed; Materials science; Composite material; Engineering","score_opus":0.012084967736283831,"score_gpt":0.2526887867677188,"score_spread":0.24060381903143493,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4384525799","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9612342,0.00006158563,0.03832905,0.000009322149,0.000058405858,0.000059699,0.000032373824,0.0001865306,0.000028844039],"genre_scores_gemma":[0.99896604,0.00013559728,0.00077505945,9.087103e-7,0.000008777254,0.000046281555,0.00004972114,0.0000144161695,0.0000032015405],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999488,0.000011777506,0.00018946122,0.00013515634,0.000035650646,0.00013994685],"domain_scores_gemma":[0.99957937,0.00016035828,0.000014269521,0.00020039997,0.000019045849,0.000026532025],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025617515,0.00007964672,0.00019915318,0.00044117583,0.000013332991,0.000009956817,0.000074730924,0.000047151487,0.0000017819406],"category_scores_gemma":[0.0000595314,0.00008576916,0.000030266521,0.0010777998,0.000008957359,0.000058068075,0.000015260963,0.0000491156,2.0462339e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023146115,0.000013823939,0.006279288,0.00007519121,0.000052355565,1.7105721e-7,0.00024810963,0.977869,0.0051583387,0.0029702927,0.0000018151261,0.0073293294],"study_design_scores_gemma":[0.00012184459,0.0000052762334,0.17151645,0.000014561691,0.000036053032,7.621195e-8,0.00011724736,0.8263328,0.0011363819,0.00061426166,0.000027049886,0.000077999364],"about_ca_topic_score_codex":0.000083156185,"about_ca_topic_score_gemma":0.00035143679,"teacher_disagreement_score":0.16523716,"about_ca_system_score_codex":0.000025098821,"about_ca_system_score_gemma":0.000006727247,"threshold_uncertainty_score":0.3497565},"labels":[],"label_agreement":null},{"id":"W4385618269","doi":"10.2139/ssrn.4534117","title":"Leveraging Machine Learning in Discrete Fracture Network Modeling to Optimize Geothermal Well Placement in Utah Forge, USA","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Forge; Geothermal gradient; Fracture (geology); Mining engineering; Computer science; Engineering; Geology; Geotechnical engineering; Mechanical engineering; Geophysics","score_opus":0.010304828597841,"score_gpt":0.220536707547351,"score_spread":0.21023187894951,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385618269","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.120613955,0.004745377,0.87190396,0.00029260392,0.0012988193,0.00037448088,0.0000035841315,0.0003768038,0.0003904006],"genre_scores_gemma":[0.9883845,0.0074988515,0.0015822471,0.00005319987,0.0008630373,0.0000467689,0.000040921965,0.00028995535,0.0012405337],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9944839,0.000084181236,0.000828798,0.0004997625,0.00038314637,0.0037201988],"domain_scores_gemma":[0.99932826,0.00007437831,0.00010808247,0.00028763397,0.000028238173,0.00017339832],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00247469,0.0006157726,0.00067661924,0.0006142692,0.00012022125,0.00016072577,0.0005177597,0.00035442796,0.000041206255],"category_scores_gemma":[0.000042135387,0.00066075084,0.00020389029,0.00039840708,0.000007700448,0.0001251764,0.00027210318,0.011286447,0.000051138275],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004150967,0.000009339908,0.0014365594,0.00008461674,0.000148374,0.000035125955,0.0004615013,0.99681824,0.000018866504,0.00007308838,0.00004074559,0.0008320001],"study_design_scores_gemma":[0.0006655017,0.000043766206,0.00009095258,0.00090291357,0.000026616017,0.000041351,0.0002574641,0.9924005,0.00001176337,0.0040720743,0.0008224887,0.00066459674],"about_ca_topic_score_codex":0.00061237544,"about_ca_topic_score_gemma":0.0020524533,"teacher_disagreement_score":0.87032175,"about_ca_system_score_codex":0.0023676688,"about_ca_system_score_gemma":0.00042029828,"threshold_uncertainty_score":0.9995844},"labels":[],"label_agreement":null},{"id":"W4385799608","doi":"10.1016/j.geoen.2023.212248","title":"Hydraulic parameters optimization of two-stage PDC bit in deep formation applications","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Science Foundation of China University of Petroleum, Beijing; National Key Research and Development Program of China; China Scholarship Council; National Natural Science Foundation of China; University of Alberta","keywords":"Reamer; Drilling; Abrasive; Rate of penetration; Nozzle; Petroleum engineering; Bit (key); Volumetric flow rate; Drilling fluid; Cutting; Stage (stratigraphy); Drill cuttings; Wellbore; Materials science; Engineering; Mechanical engineering; Geology; Mechanics; Computer science","score_opus":0.007502347962207829,"score_gpt":0.19406985551862357,"score_spread":0.18656750755641574,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4385799608","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2661105,0.00015145054,0.73251283,0.000015530972,0.00015202638,0.00010457235,0.0000022328318,0.00044146273,0.0005093726],"genre_scores_gemma":[0.9934676,0.00025483425,0.0061593647,0.0000060843877,0.000018669603,0.00005039414,0.0000097296,0.00001783929,0.00001545551],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991773,0.0000023715133,0.00020216047,0.000141805,0.00018012853,0.00029624833],"domain_scores_gemma":[0.9997101,0.000030392952,0.000018198525,0.000140499,0.00003163977,0.00006916057],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003012902,0.00010570469,0.000114417184,0.0006104536,0.000045776047,0.000035313114,0.00013098582,0.00003314565,0.00000185876],"category_scores_gemma":[0.000028370674,0.00011770125,0.000017222543,0.0018244667,0.000038827755,0.00042538412,0.000029506333,0.00007316038,0.0000045279476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.005855e-7,0.0000019183585,0.000035368426,0.000066247325,0.0000022158479,7.747156e-7,0.00013560079,0.98758626,0.0076252855,0.0006035576,0.0000026500359,0.0039398316],"study_design_scores_gemma":[0.00011886148,0.000005689287,0.00036240168,0.0000317397,0.0000024088874,0.0000021903631,0.000051000487,0.9909032,0.007851083,0.00001867375,0.00053003477,0.00012271128],"about_ca_topic_score_codex":0.000027183,"about_ca_topic_score_gemma":0.000007512118,"teacher_disagreement_score":0.72735715,"about_ca_system_score_codex":0.00005521801,"about_ca_system_score_gemma":0.000010412856,"threshold_uncertainty_score":0.47997177},"labels":[],"label_agreement":null},{"id":"W4386122807","doi":"10.1016/j.ptlrs.2023.08.004","title":"Modeling displacement flow inside a full-length casing string for well cementing","year":2023,"lang":"en","type":"article","venue":"Petroleum Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Athabasca University; Université Laval","funders":"Mitacs; Université Laval","keywords":"Annulus (botany); Displacement (psychology); Computational fluid dynamics; Drill string; Casing; Flow (mathematics); Fluid dynamics; Mechanics; Engineering; Pipe flow; Mechanical engineering; Simulation; Computer science; Turbulence; Drill; Materials science; Physics","score_opus":0.06842089144932785,"score_gpt":0.3232643021600805,"score_spread":0.25484341071075267,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386122807","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5701043,0.00042781033,0.42363697,0.000105277366,0.0006585117,0.0003630684,0.000019918312,0.001291638,0.003392477],"genre_scores_gemma":[0.99537,0.00024569823,0.0029219775,0.0000043211385,0.00044491698,0.0001889303,0.000049814586,0.00013673531,0.0006376526],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9971974,0.00004148032,0.0003727261,0.0003795163,0.00065714814,0.0013517494],"domain_scores_gemma":[0.9990256,0.00031991434,0.000014006593,0.00034600362,0.00011293771,0.0001815442],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0020699406,0.00023051156,0.00024561008,0.000698059,0.00038136204,0.00019622399,0.00027590344,0.00009356885,0.000023350845],"category_scores_gemma":[0.00015249185,0.00025460057,0.00011118839,0.000686679,0.000022125663,0.00016606667,0.00015651881,0.000560143,0.00019645765],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001849563,0.000010109706,0.000053608368,0.00038630646,0.00005740308,0.000016791068,0.0002544456,0.9878451,0.006632057,0.00016152271,0.00049900473,0.0040651103],"study_design_scores_gemma":[0.0005147857,0.00004961977,0.000011679659,0.00019136338,0.000010628412,0.0000043233654,0.00047658576,0.9919152,0.0018671671,0.00013451719,0.0045661707,0.00025795333],"about_ca_topic_score_codex":0.000047500114,"about_ca_topic_score_gemma":0.000033754855,"teacher_disagreement_score":0.4252656,"about_ca_system_score_codex":0.00027109627,"about_ca_system_score_gemma":0.000035535406,"threshold_uncertainty_score":0.99999064},"labels":[],"label_agreement":null},{"id":"W4386204379","doi":"10.1016/j.geoen.2023.212279","title":"Real-time prediction of logging parameters during the drilling process using an attention-based Seq2Seq model","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Science Fund for Distinguished Young Scholars; National Key Research and Development Program of China; China Scholarship Council","keywords":"Computer science; Leverage (statistics); Process (computing); Logging; Drilling; Logging while drilling; Machine learning; Artificial intelligence; Engineering","score_opus":0.012961436258789347,"score_gpt":0.2031808853472421,"score_spread":0.19021944908845276,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386204379","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96391606,0.000028759405,0.034755062,0.000007948751,0.00024756894,0.0000806263,0.000010589447,0.0008744639,0.00007892203],"genre_scores_gemma":[0.99785745,0.00006319642,0.0019357882,0.000003077748,0.000058778773,0.000014848741,0.0000073852098,0.000047586054,0.000011890324],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984767,0.0000062957474,0.00027791597,0.00029308314,0.0004057898,0.0005402369],"domain_scores_gemma":[0.9994357,0.00004352662,0.000036775375,0.0002681473,0.00008343622,0.0001324087],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006282092,0.00020565356,0.00018525077,0.00046538134,0.00027365773,0.00008759473,0.00025823855,0.00006218175,0.0000012301768],"category_scores_gemma":[0.00003506342,0.00018708283,0.00004349578,0.0012110622,0.000110309295,0.00053426676,0.00003585782,0.00013958578,0.0000035443832],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010944187,0.000002668183,0.00016616931,0.00011857295,0.0000074146355,0.0000013291982,0.00014643423,0.7172164,0.2822063,0.000021178377,0.000001041618,0.000111403555],"study_design_scores_gemma":[0.00012582463,0.000011278753,0.0018543951,0.00013101417,0.000014787457,0.000006715091,0.00009778297,0.9708461,0.026708882,0.000016027294,0.000005898237,0.00018125544],"about_ca_topic_score_codex":0.000027578897,"about_ca_topic_score_gemma":8.958935e-7,"teacher_disagreement_score":0.25549743,"about_ca_system_score_codex":0.00008949648,"about_ca_system_score_gemma":0.000051437368,"threshold_uncertainty_score":0.76290166},"labels":[],"label_agreement":null},{"id":"W4386216391","doi":"10.1007/s12193-023-00412-x","title":"Correction to: Understanding virtual drilling perception using sound, and kinesthetic cues obtained with a mouse and keyboard","year":2023,"lang":"en","type":"article","venue":"Journal on Multimodal User Interfaces","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University; Ontario Tech University","funders":"","keywords":"Kinesthetic learning; Computer science; Perception; Sound (geography); Human–computer interaction; Artificial intelligence; Acoustics; Psychology; Neuroscience","score_opus":0.026926454807376172,"score_gpt":0.24878381840964367,"score_spread":0.2218573636022675,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386216391","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85231996,0.00003144616,0.14634207,0.000053841864,0.000827169,0.00008633857,0.0000015914776,0.00029659498,0.00004100709],"genre_scores_gemma":[0.9980746,0.00013295459,0.0014103077,0.000020367566,0.0001563904,0.0000021893848,0.0000013331713,0.00006422899,0.00013764147],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991058,0.000023086359,0.00021580017,0.00018611172,0.00018864326,0.0002805487],"domain_scores_gemma":[0.9996015,0.0000973057,0.000039501505,0.00007850372,0.00002859479,0.00015461806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019914012,0.0002203479,0.0002038697,0.00036982723,0.00019941654,0.00028567418,0.00006196386,0.00006183987,0.0000062430195],"category_scores_gemma":[0.000030918807,0.00018510399,0.000030324112,0.00021857349,0.000031088137,0.00026548648,0.000023613666,0.00034607944,0.00001305339],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006843079,0.0000067046317,0.001547901,0.000026134467,0.000042687996,0.00001287368,0.0019317884,0.9692955,0.0255884,0.000017960974,0.00005949697,0.0014020936],"study_design_scores_gemma":[0.00047486526,0.00030202596,0.0013349991,0.0004197834,0.0000267104,0.00018734738,0.0030630182,0.9916091,0.0021647734,0.000049594026,0.00009201747,0.00027578257],"about_ca_topic_score_codex":0.000020188778,"about_ca_topic_score_gemma":0.000022940038,"teacher_disagreement_score":0.14575464,"about_ca_system_score_codex":0.0002266871,"about_ca_system_score_gemma":0.0000063379402,"threshold_uncertainty_score":0.75483215},"labels":[],"label_agreement":null},{"id":"W4386256465","doi":"10.24908/iqurcp16702","title":"3D Finite-Element Numerical Failure Prediction of the E.T. Sea Stack Formation at Hopewell Rocks Provincial Park","year":2023,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Stack (abstract data type); Finite element method; Geology; Archaeology; Geotechnical engineering; Mining engineering; Geography; Engineering; Structural engineering; Computer science","score_opus":0.052260182752928604,"score_gpt":0.28449656924400296,"score_spread":0.23223638649107436,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386256465","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7301454,0.000131919,0.24082996,0.010280616,0.0019598796,0.0037456816,0.00031036587,0.0034783252,0.009117865],"genre_scores_gemma":[0.9984766,0.0003262915,0.00018431788,0.000009311104,0.00026429966,0.00016456834,0.000057652564,0.000060926843,0.0004560232],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9969425,0.000053167623,0.0005234905,0.0003465722,0.0012898918,0.0008443808],"domain_scores_gemma":[0.9986876,0.00017704963,0.00008702457,0.00024344244,0.0006269378,0.00017794213],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011367656,0.00026738818,0.0002752024,0.00037569946,0.00032050512,0.00015999925,0.00050160696,0.00018095758,0.000024373156],"category_scores_gemma":[0.00033320548,0.00022227458,0.00009867641,0.0014566957,0.00018161262,0.00052844384,0.0003443162,0.00072529865,0.00012860919],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025970288,0.00022251092,0.031420305,0.0063529634,0.00046746872,0.000020895819,0.01979004,0.63965064,0.042307097,0.008419265,0.22979665,0.021292431],"study_design_scores_gemma":[0.00046871725,0.00015591053,0.0010221911,0.0003772723,0.00002004838,0.0000059671,0.0009013834,0.94939506,0.028580038,0.0023414097,0.016448699,0.00028331587],"about_ca_topic_score_codex":0.00007491527,"about_ca_topic_score_gemma":0.000020438283,"teacher_disagreement_score":0.3097444,"about_ca_system_score_codex":0.0004341606,"about_ca_system_score_gemma":0.00012499302,"threshold_uncertainty_score":0.90640944},"labels":[],"label_agreement":null},{"id":"W4386306491","doi":"10.2118/0923-0054-jpt","title":"Study Reviews Two Decades of Surveillance Using Distributed Acoustic Sensing","year":2023,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Distributed acoustic sensing; Multi-mode optical fiber; Detector; Computer science; Optical fiber; Fiber; Single-mode optical fiber; Telecommunications; Geology; Remote sensing; Fiber optic sensor; Materials science","score_opus":0.020666308104027246,"score_gpt":0.2755470212347153,"score_spread":0.25488071313068805,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386306491","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8863785,0.0016592345,0.11105065,0.0000342988,0.0005191426,0.000060565202,0.0000057673265,0.00027039714,0.000021422926],"genre_scores_gemma":[0.9973907,0.0004907765,0.0019754325,0.0000015363522,0.00010051593,6.496558e-7,0.0000011957693,0.00003245848,0.000006761157],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99874526,0.000031734795,0.00069072325,0.0000966507,0.00016071748,0.00027491525],"domain_scores_gemma":[0.99935013,0.00007592272,0.00022239288,0.00021765992,0.00008878869,0.000045082532],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00069666846,0.00015460975,0.0005764537,0.0007581781,0.000033300996,0.00001110406,0.00021170852,0.000096337455,0.0000024048659],"category_scores_gemma":[0.000249177,0.00014136963,0.000099383375,0.0010218269,0.000038699807,0.000061593004,0.00004225419,0.0003955158,0.0000065197796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045893853,0.000018676641,0.006542084,0.00007948622,0.000086729546,0.00012004216,0.00005095475,0.9305552,0.058773436,0.000008695781,0.00014801126,0.0036120587],"study_design_scores_gemma":[0.0014787774,0.00033479067,0.0033527357,0.0005708513,0.0001425704,0.00071170396,0.0010383554,0.977628,0.0107897855,0.00024437372,0.0033033416,0.0004047434],"about_ca_topic_score_codex":0.0000031224636,"about_ca_topic_score_gemma":0.000008905172,"teacher_disagreement_score":0.11101215,"about_ca_system_score_codex":0.000081545426,"about_ca_system_score_gemma":0.000017157694,"threshold_uncertainty_score":0.5764886},"labels":[],"label_agreement":null},{"id":"W4386494585","doi":"10.56952/arma-2023-0138","title":"Pre-Drilling Prediction of 3D Geomechanical Parameters Based on Seismic Data: A Case Study of Tarim Oilfield","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Geomechanics; Tarim basin; Drilling; Inversion (geology); Seismic inversion; Drill; Oil field; Well logging; Submarine pipeline; Natural gas field; Petroleum engineering; Hydrocarbon exploration; Seismology; Stress field; Geotechnical engineering; Finite element method; Tectonics; Natural gas; Engineering; Structural engineering","score_opus":0.03947329097899011,"score_gpt":0.24487436008814858,"score_spread":0.20540106910915848,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386494585","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77370185,0.000007630634,0.225043,0.000004950893,0.0003730576,0.00017818568,0.00004114582,0.0004917967,0.00015841161],"genre_scores_gemma":[0.9985178,0.000010939961,0.0013187611,0.000007703515,0.000034189277,0.000012317176,0.000037362912,0.00003430128,0.00002661243],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990152,0.000017462426,0.0003498009,0.00022171534,0.00020531607,0.00019050669],"domain_scores_gemma":[0.999081,0.00021906906,0.00003125886,0.000593616,0.000021189573,0.000053823802],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00029467384,0.00013714143,0.00022932704,0.00021136891,0.000024411367,0.000009628641,0.00016396171,0.000079151454,0.000010537357],"category_scores_gemma":[0.00005184272,0.00013280434,0.000035021614,0.00035917995,0.000008631782,0.00008223704,0.000048721424,0.00016722546,0.0000052865503],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000097878465,0.00007599581,0.00020403913,0.00012421494,0.000056422206,0.00008508875,0.0002521919,0.9961045,0.0006752251,0.0000032539474,0.00018281477,0.0022264782],"study_design_scores_gemma":[0.0004658559,0.00028256627,0.00006151025,0.00006478875,0.000044075245,0.000016583757,0.0005189353,0.9953458,0.0030518284,0.000004745976,0.00004280148,0.00010052332],"about_ca_topic_score_codex":0.00048404784,"about_ca_topic_score_gemma":0.000037024038,"teacher_disagreement_score":0.224816,"about_ca_system_score_codex":0.000018639612,"about_ca_system_score_gemma":0.000009539294,"threshold_uncertainty_score":0.54156035},"labels":[],"label_agreement":null},{"id":"W4386525022","doi":"10.56952/arma-2023-0359","title":"Particle Size Optimization of Lost Circulation Materials: A Comprehensive Experimental Study","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Lost circulation; Bridging (networking); Underbalanced drilling; Drilling fluid; Drilling; Petroleum engineering; Completion (oil and gas wells); Materials science; Wellbore; Mechanical engineering; Geology; Engineering; Computer science","score_opus":0.021042925842508477,"score_gpt":0.24283301091574797,"score_spread":0.2217900850732395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386525022","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9866577,0.000036484253,0.012072061,0.0000034947107,0.0002494344,0.00015756891,0.0000026649088,0.00046273373,0.00035787333],"genre_scores_gemma":[0.9994443,0.0000068303816,0.00043618752,0.0000025499842,0.000028194107,0.000010826578,0.000006302336,0.000021893491,0.000042907333],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99955666,0.0000104661685,0.00016209928,0.00007573557,0.00008758419,0.00010745768],"domain_scores_gemma":[0.99980754,0.000039701812,0.000012078038,0.0000971018,0.000019716084,0.000023878652],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000048460668,0.00007150728,0.00010525951,0.000032706797,0.000015816933,0.00001432349,0.00003607927,0.000021332493,0.00018219503],"category_scores_gemma":[0.000008419098,0.00007390438,0.000015800291,0.000198964,0.000006401515,0.00006804523,0.0000141868195,0.00001940891,0.000064366344],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000023498108,0.000030965057,0.0002712822,0.000017737251,0.000017183049,0.0000013512343,0.00047930275,0.8340936,0.16500202,0.000025348245,0.000028381284,0.000030518648],"study_design_scores_gemma":[0.00025980058,0.000034325552,0.00275894,0.000008347041,0.0000053584513,5.347206e-7,0.00090686703,0.7697563,0.22618294,0.000002774753,0.000010091899,0.00007371424],"about_ca_topic_score_codex":0.0000112391135,"about_ca_topic_score_gemma":4.2778086e-7,"teacher_disagreement_score":0.06433725,"about_ca_system_score_codex":0.000017116576,"about_ca_system_score_gemma":0.0000018447646,"threshold_uncertainty_score":0.30137333},"labels":[],"label_agreement":null},{"id":"W4386575081","doi":"10.1139/cgj-2023-0228","title":"Sequentially coupled thermal-hydraulic-mechanical simulation for geomechanical assessments of caprock integrity in SAGD","year":2023,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; University of Alberta; Energi Simulation","keywords":"Caprock; Geomechanics; Geology; Geotechnical engineering; Hydraulic fracturing; Petroleum engineering; Structural integrity; Engineering; Structural engineering","score_opus":0.02603964939014209,"score_gpt":0.2733121732670285,"score_spread":0.24727252387688642,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386575081","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33689103,0.00008618469,0.6608393,0.0002629711,0.0009080675,0.00048704355,0.000046775407,0.00035025927,0.00012831601],"genre_scores_gemma":[0.99859375,0.000047000798,0.0010261693,0.000046622965,0.00016663372,0.000022421538,0.000021677753,0.000053208347,0.000022488459],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99841,0.000025896254,0.00057942135,0.00017472212,0.00021681277,0.00059313216],"domain_scores_gemma":[0.99906135,0.00018155211,0.000054874326,0.0001819761,0.00008543376,0.00043483207],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008133005,0.00017803283,0.00031355355,0.0004487211,0.00006750784,0.00004426024,0.0002838279,0.00032674457,0.000048179983],"category_scores_gemma":[0.00022626224,0.0001866803,0.00015345309,0.0004623463,0.000019515279,0.00011678557,0.000023617362,0.0008539597,0.000015451897],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014303681,0.000009187262,0.000030230109,0.000045163775,0.00003014004,0.00003846253,0.000015155564,0.9875787,0.007985754,0.00020832235,0.00016150613,0.003883093],"study_design_scores_gemma":[0.0007299396,0.00006607353,0.00060848845,0.000107765205,0.000016198544,0.000018810526,0.000014984651,0.99486256,0.00077184377,0.00096354564,0.0016478418,0.00019194376],"about_ca_topic_score_codex":0.0015682385,"about_ca_topic_score_gemma":0.00223206,"teacher_disagreement_score":0.66170275,"about_ca_system_score_codex":0.00048228257,"about_ca_system_score_gemma":0.0002653498,"threshold_uncertainty_score":0.7612602},"labels":[],"label_agreement":null},{"id":"W4386576576","doi":"10.2139/ssrn.4566662","title":"Incorporation of the Riser-Seabed-Seawater Interaction Effect into the Trench Formation Beneath the Steel Catenary Riser in the Touchdown Zone","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Touchdown; Catenary; Seabed; Trench; Geology; Seawater; Ocean bottom; Geotechnical engineering; Marine engineering; Seismology; Oceanography; Engineering; Structural engineering; Materials science; Composite material; Geography","score_opus":0.008305327482227187,"score_gpt":0.21507491098985462,"score_spread":0.20676958350762745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386576576","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96245056,0.0022147964,0.029720843,0.0019938822,0.0022784001,0.0009022354,0.0000051825086,0.00013229305,0.00030177823],"genre_scores_gemma":[0.99661034,0.0024459425,0.000014218987,0.000023767981,0.000474484,0.000109939276,0.000033137843,0.000058761667,0.00022937747],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99744,0.0003898141,0.00061994896,0.00018643436,0.00046611662,0.0008976875],"domain_scores_gemma":[0.99876803,0.0002731995,0.00028610433,0.0005797196,0.00006663444,0.000026321919],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003763289,0.00033719034,0.00028464288,0.00017999187,0.00028568952,0.00016812343,0.0009397896,0.00020177994,0.0000039778038],"category_scores_gemma":[0.0000569269,0.00014963753,0.00026122166,0.0003894687,0.00004970936,0.00024880422,0.00016812928,0.0048756883,0.00001545952],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033445063,0.000018787328,0.00049723143,0.00013718099,0.00020086854,0.0000016044854,0.005145149,0.9774704,0.00087857986,0.00049124256,0.0003047784,0.014820741],"study_design_scores_gemma":[0.0013161724,0.00041554536,0.014511969,0.0011888314,0.0005230387,0.00039534387,0.0063765845,0.90089357,0.008453373,0.06281434,0.0022427524,0.0008684878],"about_ca_topic_score_codex":0.0006615074,"about_ca_topic_score_gemma":0.0030549215,"teacher_disagreement_score":0.07657683,"about_ca_system_score_codex":0.0009695924,"about_ca_system_score_gemma":0.00023765225,"threshold_uncertainty_score":0.99742013},"labels":[],"label_agreement":null},{"id":"W4386689239","doi":"10.1016/j.jgsce.2023.205116","title":"Estimating hardness and Young's modulus of shale using drill cuttings: Implications for hydraulic fracturing in shale gas reservoir development","year":2023,"lang":"en","type":"article","venue":"Gas Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":23,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Uniwersytet Jagielloński w Krakowie; University of Engineering and Technology, Lahore; University of Saskatchewan","keywords":"Oil shale; Modulus; Indentation hardness; Young's modulus; Hydraulic fracturing; Geology; Drill cuttings; Brittleness; Geotechnical engineering; Materials science; Mineralogy; Composite material; Drilling; Metallurgy; Drilling fluid; Microstructure","score_opus":0.021685599118263472,"score_gpt":0.24698798417949053,"score_spread":0.22530238506122705,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386689239","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9361658,0.00019613846,0.06263055,0.000042985244,0.000389626,0.0001840473,0.0000039051147,0.00029713917,0.00008981909],"genre_scores_gemma":[0.9594142,0.00004401829,0.040371653,0.0000053108215,0.000056984143,0.00004720116,0.0000032865335,0.000039594895,0.000017758986],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99864095,0.0000025766947,0.00033000586,0.0003062939,0.0001800283,0.0005401281],"domain_scores_gemma":[0.99957436,0.000045973975,0.000034281707,0.00015562506,0.00006564879,0.0001241006],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006246775,0.00018657788,0.00022601949,0.00050588883,0.00017250032,0.00008035435,0.0001872799,0.000056749144,7.384151e-7],"category_scores_gemma":[0.00018537784,0.0002092404,0.000022914484,0.00094165385,0.000059555652,0.00038893698,0.00009583079,0.00012654833,0.0000012085738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.984645e-7,0.0000037286695,0.002541214,0.00036124443,0.0000068063655,0.0000012549539,0.001058416,0.9440727,0.04832023,0.00004859745,0.000022207567,0.0035626777],"study_design_scores_gemma":[0.00016325136,0.000007913829,0.013644034,0.00029504436,0.000005816756,0.0000168152,0.00009562021,0.97530556,0.0098898895,0.000092007554,0.00026062576,0.00022339752],"about_ca_topic_score_codex":0.000030217898,"about_ca_topic_score_gemma":0.000003937029,"teacher_disagreement_score":0.03843034,"about_ca_system_score_codex":0.000113368726,"about_ca_system_score_gemma":0.00004342756,"threshold_uncertainty_score":0.8532576},"labels":[],"label_agreement":null},{"id":"W4386935291","doi":"10.1139/cgj-2023-0442","title":"Correction: numerical implementation and application of an internal state variable model to analyze the time-dependent behavior of mining excavations in rock salt","year":2023,"lang":"fr","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"École de Technologie Supérieure; Polytechnique Montréal; Université du Québec à Montréal","funders":"","keywords":"Humanities; Physics; Art","score_opus":0.009336655973125978,"score_gpt":0.25304907766192325,"score_spread":0.24371242168879728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386935291","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18556601,0.00013814568,0.81293744,0.0005292702,0.0004311568,0.0002273553,0.00008613185,0.000036758112,0.000047760608],"genre_scores_gemma":[0.9965282,0.00007070122,0.0029094773,0.000028047325,0.000091944596,0.000030277697,0.00001844402,0.000031818126,0.00029109578],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99868274,0.000042568226,0.00057449867,0.00015600288,0.00018766253,0.00035653583],"domain_scores_gemma":[0.999176,0.00008400155,0.00009863318,0.00016373381,0.00009100661,0.00038662675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006318997,0.00013034696,0.00020934697,0.0004641662,0.000092574846,0.00004703071,0.00018864678,0.00010067301,0.000056240893],"category_scores_gemma":[0.00005331696,0.00013707696,0.000042713265,0.00074284145,0.0000222277,0.00015553263,0.000031673073,0.0004299478,0.0000094343095],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050474796,0.0000142115405,0.000566675,0.000018184672,0.000020621399,0.000009339689,0.0004560385,0.9558752,0.0026464458,0.00008907488,0.0005984909,0.03970063],"study_design_scores_gemma":[0.00018959354,0.000072112154,0.004661313,0.00010821298,0.000045953104,0.00009989402,0.00029618718,0.9931256,0.00059353985,0.00018203666,0.00050094636,0.00012456717],"about_ca_topic_score_codex":0.026046388,"about_ca_topic_score_gemma":0.0091955215,"teacher_disagreement_score":0.8109622,"about_ca_system_score_codex":0.00039481893,"about_ca_system_score_gemma":0.00025791288,"threshold_uncertainty_score":0.98043925},"labels":[],"label_agreement":null},{"id":"W4386952907","doi":"10.1109/ccta54093.2023.10252505","title":"Sliding Mode Control of Rotary Drilling Systems with Parametric Uncertainty","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Western University","funders":"","keywords":"Parametric statistics; Drilling; Control theory (sociology); Sliding mode control; Mode (computer interface); Control (management); Computer science; Control system; Control engineering; Engineering; Mechanical engineering; Physics; Mathematics; Artificial intelligence; Electrical engineering; Nonlinear system; Statistics","score_opus":0.00725751879179183,"score_gpt":0.1867224650230777,"score_spread":0.1794649462312859,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386952907","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.316157,0.00056855154,0.6772755,0.000011783751,0.00051562046,0.00022741074,0.000013459348,0.0018583201,0.0033723484],"genre_scores_gemma":[0.999148,0.000090015244,0.00047520662,0.0000036321537,0.000072765484,0.00002166613,0.000008126678,0.000048967733,0.00013162852],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913126,0.0000097835255,0.0002376643,0.00013418817,0.00018353124,0.00030355863],"domain_scores_gemma":[0.9995006,0.00018193794,0.00002363287,0.0001877537,0.000035974892,0.00007015596],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017791855,0.0001513333,0.00027218717,0.00030603015,0.000030507766,0.00002367305,0.00010220779,0.000059045535,0.000005122467],"category_scores_gemma":[0.000021673593,0.00012472404,0.00004669745,0.00089848205,0.000009405986,0.00007215731,0.000008796503,0.00011601118,0.000027483247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004559217,0.0000028479296,0.0005321435,0.00018795814,0.00007547492,0.0000066831217,0.00005313386,0.9967319,0.0013318526,0.0006085374,0.00011193157,0.00035300016],"study_design_scores_gemma":[0.0003336764,0.000023200584,0.00009039651,0.00012392476,0.000019746523,0.0000037472191,0.0001213452,0.9976057,0.0011813389,0.000016327305,0.00031060656,0.0001699939],"about_ca_topic_score_codex":0.00013945144,"about_ca_topic_score_gemma":0.0000036260656,"teacher_disagreement_score":0.68299097,"about_ca_system_score_codex":0.000039436225,"about_ca_system_score_gemma":0.000008852719,"threshold_uncertainty_score":0.5086099},"labels":[],"label_agreement":null},{"id":"W4386952979","doi":"10.1115/omae2023-102009","title":"Placing Off-Bottom Cement Plugs: Effects of Density Difference","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Concordia University","funders":"","keywords":"Spark plug; Injector; Mechanics; Casing; Drilling fluid; Geology; Front (military); Petroleum engineering; Flow (mathematics); Displacement (psychology); Geotechnical engineering; Drilling; Materials science; Engineering; Mechanical engineering; Physics","score_opus":0.00594169611091767,"score_gpt":0.18180154234403942,"score_spread":0.17585984623312176,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386952979","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9448858,0.00013540925,0.05170738,0.000008704581,0.00053382956,0.00008380453,9.849082e-7,0.0010635863,0.0015805229],"genre_scores_gemma":[0.99882925,0.00012601604,0.00050540135,0.0000067098304,0.000038960276,0.0000067685055,0.00000363292,0.0000222324,0.0004610485],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99942493,0.0000054181337,0.00013556294,0.000100479665,0.00012166529,0.00021196071],"domain_scores_gemma":[0.9996478,0.00012311978,0.000010094717,0.00015524497,0.000012531567,0.00005118858],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000072810835,0.0001088806,0.00015275649,0.000090407186,0.000020416144,0.000009288275,0.00007825361,0.000042744294,0.000009919478],"category_scores_gemma":[0.000026021731,0.00010295046,0.000039407696,0.00021024377,0.000008785844,0.000028304927,0.0000297004,0.0000960308,0.00006991149],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000039378856,0.00001887274,0.0031226848,0.0014992406,0.00010905813,0.000029079216,0.00067302474,0.821573,0.15049027,0.0009462971,0.0013184163,0.020216104],"study_design_scores_gemma":[0.00023828266,0.000022387787,0.012311591,0.00017100721,0.000014173027,0.0000013227445,0.00002493261,0.7503996,0.23627642,0.00010541651,0.00024744973,0.00018740234],"about_ca_topic_score_codex":0.000017472206,"about_ca_topic_score_gemma":0.000003967055,"teacher_disagreement_score":0.08578615,"about_ca_system_score_codex":0.00002470464,"about_ca_system_score_gemma":0.000004063433,"threshold_uncertainty_score":0.41981977},"labels":[],"label_agreement":null},{"id":"W4386953121","doi":"10.1115/omae2023-100573","title":"Dynamic Filtration Loss Control Through Optimization of Drilling Fluid Rheological Properties: A Comparative Study of the Fluid Viscoelasticity Versus Shear Viscosity Effects","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Viscoelasticity; Rheology; Elasticity (physics); Drilling fluid; Shear rate; Materials science; Shear (geology); Composite material; Mechanics; Drilling; Physics","score_opus":0.020633722809117943,"score_gpt":0.23795245594662565,"score_spread":0.2173187331375077,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386953121","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60718226,0.00004296897,0.39150617,0.000007169141,0.00035741372,0.00047860589,0.0000036878275,0.00022658354,0.0001951539],"genre_scores_gemma":[0.99906385,0.000027316266,0.0008076742,0.0000033675365,0.000019832982,0.00003493795,0.0000061496353,0.000020150357,0.000016740236],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99892056,0.00008621739,0.00035749786,0.00018142085,0.00024320757,0.00021112454],"domain_scores_gemma":[0.99931514,0.00030357458,0.000052991705,0.0002229532,0.00007555418,0.000029804565],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016343633,0.00018618026,0.00036972773,0.000057514822,0.00008377443,0.000016040145,0.00016196702,0.000078248835,0.000010391608],"category_scores_gemma":[0.000098161516,0.00012785142,0.000074727315,0.00045087223,0.00006646489,0.00013801848,0.000038577815,0.00014073343,0.0000060947737],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009591776,0.00008750281,0.00019099124,0.00014819863,0.00012404058,0.000001061329,0.001866717,0.9817933,0.015570581,0.00008699814,0.000017325137,0.000017365812],"study_design_scores_gemma":[0.0014950074,0.0003673121,0.001504812,0.00010040238,0.00006292336,6.179162e-7,0.0005005211,0.97515976,0.020663861,0.000008260897,0.0000020090226,0.00013453433],"about_ca_topic_score_codex":0.000037756337,"about_ca_topic_score_gemma":0.00001642938,"teacher_disagreement_score":0.3918816,"about_ca_system_score_codex":0.00005250363,"about_ca_system_score_gemma":0.0000124205335,"threshold_uncertainty_score":0.52136296},"labels":[],"label_agreement":null},{"id":"W4386953275","doi":"10.1115/omae2023-104587","title":"Predicting the Rate of Cement Plug Failure","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Spark plug; Cement; Stress (linguistics); Geotechnical engineering; Petroleum engineering; Yield (engineering); Geology; Materials science; Mechanics; Mechanical engineering; Engineering; Composite material","score_opus":0.007048588351362894,"score_gpt":0.17588549139314288,"score_spread":0.16883690304177998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386953275","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.92338514,0.00017874692,0.04547063,0.00048253403,0.0010453424,0.0002024505,0.0000080155605,0.0029595844,0.026267566],"genre_scores_gemma":[0.9990848,0.000038389077,0.00015264741,0.000009065985,0.00006147148,0.000006683774,0.0000028144223,0.000016402093,0.00062774064],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996583,0.0000042185047,0.000103973995,0.000048230657,0.000054092252,0.00013122006],"domain_scores_gemma":[0.9997972,0.000052541116,0.0000070337874,0.00011608045,0.000008547851,0.00001856764],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016366884,0.000056744913,0.000059608563,0.000036028177,0.000022952901,0.000008737396,0.00007673524,0.000019799025,0.000032973156],"category_scores_gemma":[0.000011877103,0.000039024824,0.000026221844,0.00019811961,0.00000688646,0.000025235435,0.000017952838,0.00006429966,0.00005443061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.8503374e-7,9.2361836e-7,0.00034739787,0.00004532092,0.000021735135,7.423489e-7,0.00020742806,0.9909334,0.0036366442,0.00045211386,0.0036489165,0.00070507854],"study_design_scores_gemma":[0.00007325184,0.000005700032,0.0007930377,0.000025798736,0.0000058441296,5.391097e-7,0.00020479887,0.97272664,0.015080949,0.00006302192,0.010959521,0.00006088804],"about_ca_topic_score_codex":0.000012004025,"about_ca_topic_score_gemma":0.0000054703146,"teacher_disagreement_score":0.07569966,"about_ca_system_score_codex":0.000007550248,"about_ca_system_score_gemma":0.000002421356,"threshold_uncertainty_score":0.1591386},"labels":[],"label_agreement":null},{"id":"W4386971219","doi":"10.1115/omae2023-105315","title":"Investigation of the Relation Between Coring Parameters and Formation Representation","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Coring; Characterization (materials science); Drilling; Core (optical fiber); Geology; Scale (ratio); Representation (politics); Materials science; Petroleum engineering; Geotechnical engineering; Computer science; Composite material; Metallurgy; Physics; Law","score_opus":0.038523503853945415,"score_gpt":0.21618619784504522,"score_spread":0.1776626939910998,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4386971219","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9686534,0.000008558078,0.030404411,0.000037454698,0.00011019879,0.00006571391,7.9365697e-7,0.0002308268,0.0004886457],"genre_scores_gemma":[0.9994047,0.000021358243,0.00050329237,0.0000018202394,0.000015099112,0.000003454239,0.000011522702,0.000007079669,0.00003162772],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99971354,0.0000076244705,0.00011674012,0.000039904982,0.00006817208,0.00005400619],"domain_scores_gemma":[0.9998326,0.000055826644,0.000018389592,0.00007010586,0.000008890684,0.000014208366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009330028,0.000036285124,0.000043795193,0.000056143253,0.000024740466,0.000009027444,0.000024835937,0.000025450678,6.1363704e-7],"category_scores_gemma":[0.000023126708,0.000029885461,0.000013128296,0.0002570332,0.000010107563,0.0001613675,0.000009357037,0.000040562918,0.000003843013],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.4515782e-7,1.8297449e-7,0.06523865,0.000067341774,0.000008536339,3.3333293e-8,0.00069343334,0.9205955,0.010245408,0.00024317797,0.00011081287,0.0027965317],"study_design_scores_gemma":[0.00004963274,0.0000030283759,0.3055189,0.0000276307,0.000006129446,3.0821735e-7,0.000053316748,0.6290766,0.06464804,0.0005689025,0.000013651333,0.00003386079],"about_ca_topic_score_codex":0.000009642055,"about_ca_topic_score_gemma":0.0000012505338,"teacher_disagreement_score":0.29151896,"about_ca_system_score_codex":0.000011734148,"about_ca_system_score_gemma":0.0000012587403,"threshold_uncertainty_score":0.12186937},"labels":[],"label_agreement":null},{"id":"W4387140735","doi":"10.18280/ijsse.130417","title":"Contributory Factors and Implications of Excavation Accidents in the Rumaila Oil Field, Basra","year":2023,"lang":"en","type":"article","venue":"International Journal of Safety and Security Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Human factors and ergonomics; Forensic engineering; Occupational safety and health; Poison control; Excavation; Injury prevention; Suicide prevention; Engineering; Medical emergency; Medicine; Environmental health; Geotechnical engineering","score_opus":0.006543970414205403,"score_gpt":0.22111541654740532,"score_spread":0.21457144613319992,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387140735","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9900752,0.0005447245,0.008225466,0.00043817182,0.0004907266,0.000026017997,0.00001544078,0.000036027894,0.0001482568],"genre_scores_gemma":[0.997469,0.0023533436,0.000058324767,0.000015099953,0.00008423961,0.0000011950515,0.000006890597,0.0000083687955,0.0000035510236],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99937016,0.000008143268,0.00031367774,0.000051231407,0.00016012494,0.00009664723],"domain_scores_gemma":[0.9995049,0.0002929589,0.00005009819,0.000054524775,0.00006560431,0.00003188361],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000328762,0.00008127236,0.00013164437,0.0002256264,0.000017133649,0.000025315647,0.00015406642,0.00004731134,0.000003621955],"category_scores_gemma":[0.00012314657,0.000067509616,0.000037937905,0.00014014222,0.000009336266,0.0001658221,0.000021556627,0.00019115237,4.1598324e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056873003,0.00004021326,0.048141345,0.0002578594,0.0003174275,0.000039685645,0.008141865,0.907945,0.008922522,0.008037924,0.00033335332,0.01776598],"study_design_scores_gemma":[0.0018178595,0.00008721775,0.5886225,0.00073821243,0.00004654422,0.00018658854,0.0010165215,0.38946307,0.0049221343,0.0013215443,0.011360834,0.0004169507],"about_ca_topic_score_codex":0.000010344322,"about_ca_topic_score_gemma":0.0000060085144,"teacher_disagreement_score":0.54048115,"about_ca_system_score_codex":0.000029139199,"about_ca_system_score_gemma":0.000006519639,"threshold_uncertainty_score":0.2752962},"labels":[],"label_agreement":null},{"id":"W4387229564","doi":"10.2118/216852-ms","title":"Impact of Change in Mud Weight &amp; Offset Well Injection Pressure on Cement Sheath Integrity; Case Study for UAE Offshore Field.","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve","funders":"","keywords":"Cement; Petroleum engineering; Annulus (botany); Oil well; Drilling; Casing; Geotechnical engineering; Submarine pipeline; Injection well; Pore water pressure; Drilling fluid; Geology; Materials science; Engineering; Composite material; Mechanical engineering","score_opus":0.05750337968222477,"score_gpt":0.31760247683067955,"score_spread":0.2600990971484548,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387229564","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9942627,0.00005916096,0.0033189713,0.000020912697,0.0004419126,0.000744151,0.000028758803,0.0003345135,0.0007888947],"genre_scores_gemma":[0.999209,0.000029887948,0.000118240234,0.0000075927096,0.00013117696,0.0001382534,0.00002836714,0.000033338052,0.00030415045],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992166,0.000014541063,0.00023554312,0.00017431623,0.00011507207,0.0002439254],"domain_scores_gemma":[0.9995775,0.000101669095,0.000017979763,0.00022380284,0.000026920909,0.000052090887],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022407468,0.0001710078,0.00021716356,0.00029945016,0.000024630668,0.000013247699,0.00007353168,0.00009393721,0.00007810468],"category_scores_gemma":[0.00002113479,0.00014400075,0.00008845921,0.00033241292,0.0000038990797,0.00007166535,0.000021664371,0.0002117714,0.00001531651],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000674262,0.00028991926,0.031269923,0.0003488503,0.00023001131,0.000079338584,0.0046537356,0.94855994,0.00022528679,0.00006200425,0.006863217,0.0073503177],"study_design_scores_gemma":[0.0012678,0.0014706227,0.01088724,0.00014981884,0.000057225883,0.000034735654,0.00095041184,0.98024064,0.0013271685,0.000031630414,0.003217734,0.00036496887],"about_ca_topic_score_codex":0.0021987713,"about_ca_topic_score_gemma":0.0014988758,"teacher_disagreement_score":0.031680673,"about_ca_system_score_codex":0.000061135375,"about_ca_system_score_gemma":0.000007392055,"threshold_uncertainty_score":0.587218},"labels":[],"label_agreement":null},{"id":"W4387244477","doi":"10.2118/215881-ms","title":"Proposed Methodology and Application of Statistical Analysis Methods on MPD Surface Back Pressure Control System's Performance Evaluation in Extended Reach Drilling (ERD) Wells","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Setpoint; Drilling; Well control; Computer science; Engineering; Reliability engineering; Mechanical engineering; Artificial intelligence","score_opus":0.029169865583668287,"score_gpt":0.32376567348759305,"score_spread":0.29459580790392476,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387244477","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11739064,0.0001847834,0.880697,0.000011288952,0.000090418165,0.000461724,0.000012576187,0.00022246416,0.00092909567],"genre_scores_gemma":[0.8831609,0.000059182188,0.11661958,0.0000027789586,0.000017345033,0.000026916914,0.00003889889,0.000023822975,0.000050607967],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984363,0.00039732654,0.000429227,0.00027657105,0.000225526,0.00023508134],"domain_scores_gemma":[0.9986686,0.0008951794,0.000056000128,0.00025097965,0.000075718206,0.00005348864],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003766736,0.00016016401,0.00047574536,0.0003165314,0.00002617641,0.000013756708,0.00008186481,0.00012307698,0.00001790156],"category_scores_gemma":[0.00011566426,0.0001488123,0.000042372256,0.00084834994,0.000025450297,0.00006218575,0.000012736857,0.00015420145,0.0000146048915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022480779,0.000008494371,0.0011283039,0.0004234774,0.00022926037,4.05276e-7,0.00017089122,0.97048074,0.012576245,0.00081854494,0.000012273085,0.014128855],"study_design_scores_gemma":[0.0004921117,0.00003617716,0.013493365,0.0000403955,0.00036102766,9.304249e-7,0.00010210842,0.97667015,0.008532244,0.000050059174,0.00008020129,0.00014123449],"about_ca_topic_score_codex":0.000066802946,"about_ca_topic_score_gemma":0.00000903111,"teacher_disagreement_score":0.76577026,"about_ca_system_score_codex":0.000054175656,"about_ca_system_score_gemma":0.000011808221,"threshold_uncertainty_score":0.60683894},"labels":[],"label_agreement":null},{"id":"W4387406722","doi":"10.1017/jfm.2023.697","title":"Primary cementing of vertical wells: displacement and dispersion effects in narrow eccentric annuli. Part 2. Flow behaviour and classification","year":2023,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Compute Canada","keywords":"Mechanics; Annulus (botany); Dispersion (optics); Buoyancy; Laminar flow; Front (military); Displacement (psychology); Flow (mathematics); Geology; Physics; Materials science; Optics; Meteorology","score_opus":0.008406157758341587,"score_gpt":0.20139226977997696,"score_spread":0.19298611202163538,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387406722","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97509104,0.0017479424,0.022411836,0.00004738246,0.0005311925,0.00009586564,0.000002257175,0.000034092238,0.00003836308],"genre_scores_gemma":[0.99786365,0.0014185801,0.0006222807,0.0000067699766,0.000055711473,0.0000015882522,0.0000045005618,0.000019686971,0.0000072202206],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991764,0.000026463002,0.00035165832,0.0000843489,0.0001906507,0.0001705025],"domain_scores_gemma":[0.99970764,0.0000677956,0.000042866734,0.00007120123,0.000028684708,0.00008182806],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005393887,0.000099901554,0.00019221485,0.00020242203,0.00002305411,0.00001732242,0.000054613378,0.000053248452,0.0000021015805],"category_scores_gemma":[0.00004587289,0.00009513442,0.000036687485,0.00020334867,0.000006088535,0.00011297547,0.000028802924,0.00015262343,0.0000017057898],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009849412,0.000160305,0.010683334,0.0022834688,0.00012115641,0.00013839857,0.0014021604,0.4635137,0.49200583,0.00074567884,0.0018607903,0.026986694],"study_design_scores_gemma":[0.0006719466,0.00010319552,0.009346231,0.0003790369,0.00005032655,0.000017097416,0.00008602915,0.9799606,0.009019906,0.00004734926,0.00021740525,0.00010084864],"about_ca_topic_score_codex":8.055985e-7,"about_ca_topic_score_gemma":4.4657182e-7,"teacher_disagreement_score":0.51644695,"about_ca_system_score_codex":0.00006659093,"about_ca_system_score_gemma":0.000008864962,"threshold_uncertainty_score":0.3879469},"labels":[],"label_agreement":null},{"id":"W4387447150","doi":"10.2118/214768-ms","title":"Mitigating Gas Migration Using Foamed Cement on Shallow Thermal Wells in Northeast Alberta","year":2023,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada); Alberta Energy","funders":"","keywords":"Casing; Cement; Petroleum engineering; Completion (oil and gas wells); Viscosity; Oil well; Geotechnical engineering; Compressibility; Lost circulation; Materials science; Slurry; Environmental science; Geology; Mechanical engineering; Engineering; Composite material; Drilling fluid; Drilling","score_opus":0.0199278656994235,"score_gpt":0.23504749130723923,"score_spread":0.21511962560781572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387447150","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9940717,0.000020314517,0.0025582693,0.00028738435,0.00009220653,0.0001494692,0.000011704311,0.00032037307,0.0024885356],"genre_scores_gemma":[0.99940354,0.00011247109,0.00023833445,0.000039266688,0.00007766182,0.000016178692,0.00005581725,0.00002285489,0.000033897468],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912333,0.000015048416,0.00022618634,0.00019764261,0.0001398814,0.00029787712],"domain_scores_gemma":[0.99971807,0.000055682263,0.000020239488,0.00011174467,0.000025286736,0.000068977395],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014520662,0.00015040058,0.00014839084,0.00014288675,0.000049889604,0.000041323085,0.000057859284,0.00010580805,0.000024035468],"category_scores_gemma":[0.000028541843,0.00015173967,0.000034583496,0.00025157662,0.000026538808,0.00015648502,0.000024008392,0.00020390558,0.000042091342],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000057693996,0.000100773344,0.0068057952,0.0003242344,0.00003536024,0.000057467772,0.0022393323,0.6944909,0.25076535,0.0052828602,0.00074840523,0.03909181],"study_design_scores_gemma":[0.00047981733,0.00014265421,0.009866914,0.00074292487,0.000013959726,0.000008115876,0.00048715732,0.9747861,0.0113112815,0.0010292437,0.0006900974,0.0004417254],"about_ca_topic_score_codex":0.0002345141,"about_ca_topic_score_gemma":0.00045924092,"teacher_disagreement_score":0.2802952,"about_ca_system_score_codex":0.00004875293,"about_ca_system_score_gemma":0.000010841331,"threshold_uncertainty_score":0.61877644},"labels":[],"label_agreement":null},{"id":"W4387447167","doi":"10.2118/215136-ms","title":"HPHT Perforation Testing With Cesium Formate and Oil-Based Kill-Pills for North Sea","year":2023,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BP (Canada)","funders":"","keywords":"Perforation; Petroleum engineering; Drilling fluid; Surge; Brine; Geology; Clogging; Oil well; Lost circulation; Environmental science; Materials science; Engineering; Drilling; Composite material; Mechanical engineering; Chemistry","score_opus":0.01951660594438637,"score_gpt":0.21776406392897285,"score_spread":0.19824745798458648,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387447167","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8852748,0.000059151032,0.11089322,0.00029696332,0.000082439496,0.00023348106,0.00015380429,0.0015689735,0.0014371558],"genre_scores_gemma":[0.99719447,0.00009750018,0.0023241343,0.000026034262,0.00006376849,0.00004864337,0.00019014973,0.000023087165,0.000032190685],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993515,0.000004951761,0.00014812991,0.00016553109,0.000094874296,0.00023503875],"domain_scores_gemma":[0.99965984,0.00007746585,0.000020869273,0.00008480842,0.00008358341,0.00007344168],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012413264,0.00013722319,0.00013480535,0.00009105711,0.00009980193,0.00006473704,0.00003862784,0.00007668322,0.0000024138808],"category_scores_gemma":[0.000034446373,0.000121476296,0.000017644114,0.00021158134,0.00003788915,0.00024824069,0.000014523299,0.000115807474,0.000006571574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033867487,0.00011369564,0.024496714,0.005982575,0.00010615446,0.000056614706,0.0010698766,0.6024363,0.061025444,0.005893572,0.00856394,0.28991643],"study_design_scores_gemma":[0.0005332511,0.00030204558,0.0054791984,0.000253593,0.000025520949,0.000010509168,0.00008769523,0.9867881,0.0043462995,0.000371737,0.0014793436,0.0003226941],"about_ca_topic_score_codex":0.000006854256,"about_ca_topic_score_gemma":0.00003444358,"teacher_disagreement_score":0.38435182,"about_ca_system_score_codex":0.0000150068645,"about_ca_system_score_gemma":0.000014907774,"threshold_uncertainty_score":0.49536598},"labels":[],"label_agreement":null},{"id":"W4387569371","doi":"10.21203/rs.3.rs-3336424/v1","title":"Assessment of Wellbore Integrity Failure Risk and Hazardous Zones in Depleted Reservoirs Underground Gas Storage During the Operation Processes","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Wellbore; Hazardous waste; Petroleum engineering; Environmental science; Risk analysis (engineering); Waste management; Geology; Engineering; Business","score_opus":0.03821494050730359,"score_gpt":0.3312395834298817,"score_spread":0.2930246429225781,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387569371","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98427975,0.0017508343,0.011819461,0.00031161093,0.00022395703,0.0009450719,0.000115160896,0.00036203503,0.00019212384],"genre_scores_gemma":[0.99368703,0.004951076,0.0007057008,7.1518645e-7,0.00013292335,0.00024408434,0.00008283618,0.00010610062,0.00008953318],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974001,0.00031468956,0.0004463874,0.00047928456,0.0008094163,0.0005501132],"domain_scores_gemma":[0.99825054,0.00064485334,0.00006156824,0.0006264091,0.00031613596,0.00010051772],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001996654,0.0003084974,0.0004233097,0.00058418466,0.00021565128,0.00027094502,0.00045394938,0.00034626355,0.000010333871],"category_scores_gemma":[0.00062094955,0.00025454204,0.00006635246,0.0007817238,0.00011737257,0.0001417334,0.0005888597,0.0033430606,0.000004722321],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012120275,0.000032147447,0.01954736,0.011190037,0.000088784844,0.00003771745,0.0014558813,0.966697,0.00035599928,0.00013563849,0.00015861241,0.0002887389],"study_design_scores_gemma":[0.00046300626,0.00007167031,0.15772438,0.0033242328,0.00002321148,0.0000061941414,0.002794871,0.83203846,0.00086595333,0.0019648199,0.0002880276,0.00043516827],"about_ca_topic_score_codex":0.0011958439,"about_ca_topic_score_gemma":0.0047973357,"teacher_disagreement_score":0.13817702,"about_ca_system_score_codex":0.0004096448,"about_ca_system_score_gemma":0.0002539044,"threshold_uncertainty_score":0.9999907},"labels":[],"label_agreement":null},{"id":"W4387611241","doi":"10.1016/j.petlm.2023.09.009","title":"WITHDRAWN: The imbibition mechanism and the calculation method of maximum imbibition length during the hydraulic fracturing","year":2023,"lang":"en","type":"article","venue":"Petroleum","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":true,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Yangtze University; China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Imbibition; Hydraulic fracturing; Capillary action; Permeability (electromagnetism); Capillary pressure; Petroleum engineering; Materials science; Mechanics; Geology; Geotechnical engineering; Porous medium; Chemistry; Porosity; Composite material; Physics; Membrane","score_opus":0.004447930715174121,"score_gpt":0.20008527245478153,"score_spread":0.1956373417396074,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4387611241","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.80416214,0.0008278526,0.19137114,0.0012269872,0.0006371439,0.00028402783,0.000007066125,0.00061815407,0.00086550665],"genre_scores_gemma":[0.9989055,0.0003640757,0.00029116933,0.000035049776,0.00018644283,0.0000484883,0.000007245886,0.000042219643,0.000119848686],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990427,0.0000844282,0.0002502861,0.00015294144,0.000225265,0.0002443791],"domain_scores_gemma":[0.9992458,0.00034103595,0.000060527156,0.00029664682,0.000026504034,0.000029478168],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00092191936,0.00016038315,0.00018561304,0.00011365415,0.00023883667,0.000053510194,0.00014043455,0.00006315092,0.000005393483],"category_scores_gemma":[0.000053504802,0.00008846561,0.00008552843,0.00029824182,0.00006426465,0.0001201456,0.0000498921,0.00027354038,0.000012524532],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017885764,0.000003020162,0.000021400248,0.00015829435,0.0000870328,0.000002448285,0.001165569,0.9789925,0.014335783,0.003459043,0.000060942224,0.0016960447],"study_design_scores_gemma":[0.00063305016,0.000010815546,0.002258787,0.000087067725,0.00005443816,0.00003185028,0.00034484855,0.9567095,0.03084326,0.008496405,0.00039323056,0.00013671973],"about_ca_topic_score_codex":0.000040717474,"about_ca_topic_score_gemma":0.000009678188,"teacher_disagreement_score":0.19474335,"about_ca_system_score_codex":0.00004499978,"about_ca_system_score_gemma":0.0000048986867,"threshold_uncertainty_score":0.3607523},"labels":[],"label_agreement":null},{"id":"W4388051318","doi":"10.3997/2214-4609.202335076","title":"Rock Strength Prediction for CCS of Hith and Arab Evaporite Seals Based on Wireline Log Signature","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Anhydrite; Wireline; Seal (emblem); Evaporite; Drilling; Geology; Lithology; Mining engineering; Hazard; Petroleum engineering; Engineering; Petrology; Sedimentary rock; Geochemistry; Paleontology; Gypsum","score_opus":0.0073403342423920305,"score_gpt":0.20037271974049567,"score_spread":0.19303238549810364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388051318","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29532227,0.00054967677,0.6933169,0.00025840817,0.0015740414,0.00079179707,0.00046436585,0.0036885452,0.004034018],"genre_scores_gemma":[0.99821526,0.00007902828,0.0010255113,0.000017314684,0.000121794714,0.000015084238,0.00009465413,0.000033352993,0.00039802046],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994548,0.0000038490725,0.00015290813,0.00012484842,0.00010344529,0.00016016373],"domain_scores_gemma":[0.9996722,0.00011917624,0.000014510294,0.000116153096,0.000027882777,0.000050107516],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011946024,0.000113646856,0.00013809474,0.00012314889,0.000021940312,0.000008806174,0.000040353036,0.00009301192,0.000009266711],"category_scores_gemma":[0.000029932242,0.00010335827,0.000036586127,0.0001793904,0.0000043233963,0.00003781738,0.0000058095734,0.00009902324,0.000004172578],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010680251,0.000008509366,0.00010044014,0.00021343541,0.000017310915,7.117935e-7,0.000025559124,0.99109626,0.0027639638,0.00007660302,0.0030950687,0.0025914856],"study_design_scores_gemma":[0.00044920316,0.000091127964,0.0005283394,0.00008334013,0.000014134303,3.8859127e-7,0.00001426925,0.98673844,0.009535771,0.000037334812,0.0024118214,0.00009579871],"about_ca_topic_score_codex":0.0000027959668,"about_ca_topic_score_gemma":0.000001949164,"teacher_disagreement_score":0.70289296,"about_ca_system_score_codex":0.000014881414,"about_ca_system_score_gemma":0.0000061385635,"threshold_uncertainty_score":0.42148277},"labels":[],"label_agreement":null},{"id":"W4388170500","doi":"10.1016/j.cemconres.2023.107355","title":"Mechanical performance of oil-well cement slurries cured and tested under high-temperatures and high-pressures for deep-well applications","year":2023,"lang":"en","type":"article","venue":"Cement and Concrete Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":54,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Slurry; Cement; Materials science; Geotechnical engineering; Oil well; Composite material; Petroleum engineering; Geology","score_opus":0.02616301125472132,"score_gpt":0.27663386536501183,"score_spread":0.2504708541102905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388170500","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9918784,0.0033714531,0.0035088623,0.000227424,0.000098044504,0.00046918166,0.00003059068,0.00017345622,0.0002426031],"genre_scores_gemma":[0.99318135,0.0054869503,0.0004629448,0.000008344396,0.00007614953,0.00025216478,0.00005411886,0.00002898624,0.0004490019],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99895257,0.000026316784,0.00019397582,0.00023217144,0.00024065044,0.00035432915],"domain_scores_gemma":[0.99938786,0.00023123677,0.000015864376,0.00016860684,0.000088303685,0.00010811606],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005156851,0.00013873,0.00019545089,0.00016012597,0.00017405159,0.00006898452,0.00009821802,0.00007649619,0.000014765264],"category_scores_gemma":[0.000015253802,0.0001279341,0.000018950454,0.00022346816,0.000106006235,0.0000704062,0.00010720124,0.0001717682,0.000004196128],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00046547395,0.000048970076,0.0024662868,0.01512101,0.0013763114,0.00001217649,0.0022463654,0.0961232,0.6934442,0.10810624,0.009182196,0.07140755],"study_design_scores_gemma":[0.0025841882,0.0005866048,0.0020629,0.0003275544,0.0000991859,0.0000044984727,0.00078595174,0.8259153,0.12347328,0.0012048304,0.042332407,0.0006233066],"about_ca_topic_score_codex":0.000017790557,"about_ca_topic_score_gemma":0.0000033206811,"teacher_disagreement_score":0.72979206,"about_ca_system_score_codex":0.000016703898,"about_ca_system_score_gemma":0.000012481012,"threshold_uncertainty_score":0.5217001},"labels":[],"label_agreement":null},{"id":"W4388290411","doi":"10.36487/acg_repo/2335_19","title":"The risk of confusing model calibration and model validation with model acceptance","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Calibration; Judgement; Computer science; Model validation; Set (abstract data type); Meaning (existential); Excuse; Management science; Data mining; Data science; Epistemology; Engineering; Mathematics; Statistics","score_opus":0.012034334517856618,"score_gpt":0.19728607760461656,"score_spread":0.18525174308675993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388290411","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24879071,0.000036213445,0.74971163,0.000021782367,0.000019432136,0.000056027922,0.000005801602,0.000275657,0.001082712],"genre_scores_gemma":[0.98904705,0.00041261123,0.010144603,0.000004972617,0.000008919859,0.000007893071,0.0000060138027,0.000026510204,0.00034144273],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995469,0.0000044696785,0.00012689033,0.00008961745,0.00010290497,0.00012924311],"domain_scores_gemma":[0.9997602,0.000038167145,0.000021517786,0.00012981858,0.000022759556,0.000027528173],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013359592,0.000086732645,0.00008183315,0.000041019768,0.000074581534,0.00003722413,0.000051975814,0.00003583092,5.788345e-7],"category_scores_gemma":[0.0000094338275,0.000061169245,0.00001548926,0.00013106973,0.00001899016,0.00017133665,0.00001264085,0.00007357044,7.650872e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031445345,0.0000010730848,0.000041506264,0.000020286512,0.000013393974,7.4786826e-8,0.0002109647,0.9939191,0.0027911838,0.002049837,0.00010062996,0.0008488567],"study_design_scores_gemma":[0.00010789167,0.000003919839,0.000013207898,0.00001569494,0.000013114134,3.57886e-7,0.000034019464,0.99055666,0.0073973695,0.0017686972,0.0000036861563,0.00008535497],"about_ca_topic_score_codex":0.0000066145967,"about_ca_topic_score_gemma":0.00000862503,"teacher_disagreement_score":0.7402563,"about_ca_system_score_codex":0.000010903565,"about_ca_system_score_gemma":0.000011972437,"threshold_uncertainty_score":0.24944095},"labels":[],"label_agreement":null},{"id":"W4388308650","doi":"10.2139/ssrn.4622659","title":"On the Use of an Underground Storage Tank for Disposing Bleed Water in Standing Column Well Systems","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Column (typography); Underground storage tank; Bleed; Petroleum engineering; Environmental science; Waste management; Storage tank; Process engineering; Engineering; Business; Mechanical engineering","score_opus":0.0338090883987728,"score_gpt":0.22732077691526145,"score_spread":0.19351168851648864,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388308650","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6678756,0.0009126201,0.3281775,0.00006909038,0.0021127635,0.00058197306,0.000027232254,0.00019486103,0.00004836503],"genre_scores_gemma":[0.9976764,0.0011680115,0.00008422602,0.0000045483544,0.00029727764,0.00003943881,0.000031278898,0.00017049303,0.00052837166],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9970617,0.00008245173,0.00055516715,0.00025077743,0.0002803601,0.0017695108],"domain_scores_gemma":[0.9991069,0.00032363067,0.00011004527,0.00034292036,0.000049896706,0.00006660074],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.002042701,0.00032336195,0.00043529255,0.00031372503,0.00012387279,0.0002929473,0.0003570504,0.00022876715,0.0000029974747],"category_scores_gemma":[0.000043255826,0.00024108452,0.00016022788,0.0001258969,0.00002116489,0.00015598758,0.00006284152,0.002832847,0.000004919178],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032682692,0.000017002707,0.000021832351,0.00025252183,0.00024080655,0.000005757332,0.00022805599,0.9881582,0.0009512814,0.009891318,0.000050321778,0.00015018793],"study_design_scores_gemma":[0.0004745123,0.00015455566,0.00002126721,0.0010507221,0.00007084226,0.000037623864,0.0006216182,0.97171736,0.0004832109,0.024398273,0.00057373825,0.00039629175],"about_ca_topic_score_codex":0.00018744521,"about_ca_topic_score_gemma":0.0006257038,"teacher_disagreement_score":0.32980078,"about_ca_system_score_codex":0.0020647913,"about_ca_system_score_gemma":0.00023769827,"threshold_uncertainty_score":0.9994677},"labels":[],"label_agreement":null},{"id":"W4388572054","doi":"10.1016/j.molliq.2023.123551","title":"Investigation of alcohol-based deep eutectic solvents for inhibiting hydration in shale formations","year":2023,"lang":"en","type":"article","venue":"Journal of Molecular Liquids","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Science Foundation of Chongqing; Chongqing Municipal Education Commission; China Scholarship Council; Chongqing Municipal Education Commission Foundation","keywords":"Drilling fluid; Swelling; Alcohol; Oil shale; Chemistry; Surface tension; Eutectic system; Choline chloride; Chemical engineering; Zeta potential; Mineralogy; Materials science; Composite material; Drilling; Organic chemistry; Geology; Nanotechnology; Metallurgy; Nanoparticle","score_opus":0.017420655058913197,"score_gpt":0.23178174673782465,"score_spread":0.21436109167891146,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388572054","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.67360157,0.00007213652,0.32598096,0.000048077767,0.0001279897,0.000072520445,0.0000016835969,0.000035265322,0.000059808182],"genre_scores_gemma":[0.995531,0.000009975483,0.004353609,0.000016870057,0.000042108255,0.000008361553,0.000013296769,0.000022373073,0.0000023773148],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99923384,0.0000136017825,0.00043189366,0.000043736978,0.00014718222,0.00012975674],"domain_scores_gemma":[0.99966735,0.000053597767,0.00009626388,0.000059203638,0.00008221558,0.00004136175],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041930517,0.00007333768,0.00013525854,0.0003926308,0.000019126493,0.000013265306,0.00006378105,0.000053459236,0.0000011346607],"category_scores_gemma":[0.000103563616,0.00008013891,0.00008538019,0.00036178558,0.000008372842,0.00015727738,0.000006000807,0.00010996624,0.0000015774284],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000064390415,0.0000032662367,0.00013433686,0.00012853996,0.000013356831,0.0000040349323,0.00020739713,0.7647337,0.23437458,0.000050823088,0.000020431002,0.0003231449],"study_design_scores_gemma":[0.00042342916,0.000059881393,0.0002340949,0.00018771047,0.000012573021,0.0000036610145,0.000032897336,0.62743723,0.3711758,0.0003550282,0.000022028291,0.000055645265],"about_ca_topic_score_codex":0.0000013654163,"about_ca_topic_score_gemma":0.000001839128,"teacher_disagreement_score":0.32192945,"about_ca_system_score_codex":0.00005215224,"about_ca_system_score_gemma":0.000024546962,"threshold_uncertainty_score":0.326797},"labels":[],"label_agreement":null},{"id":"W4388768283","doi":"10.1515/9781552384442-012","title":"The Hazards of Alberta Drilling (Or, “You was Either Quick or Dead.”)","year":2005,"lang":"en","type":"book-chapter","venue":"University of Calgary Press eBooks","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Environmental science; Petroleum engineering; Geology; Mining engineering; Engineering; Mechanical engineering","score_opus":0.012665653526069411,"score_gpt":0.17499545105791606,"score_spread":0.16232979753184665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388768283","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000118704986,0.0011260087,0.008508902,0.000005735702,0.00031628224,0.00025602823,0.000019331244,0.00016312645,0.98948586],"genre_scores_gemma":[0.002120039,0.001374663,0.0011631232,0.0000069666476,0.00012329475,4.184426e-7,0.000010349898,0.00011292595,0.9950882],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9988664,0.000012180368,0.00030991633,0.00023628415,0.00028084393,0.00029441944],"domain_scores_gemma":[0.9989159,0.000238079,0.00013723306,0.00052432605,0.00007698496,0.0001074787],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011585821,0.00035894534,0.0005014789,0.00011081149,0.00011159121,0.000015613941,0.00053134083,0.00036041797,0.00013211562],"category_scores_gemma":[0.00001113381,0.00029603596,0.00023088878,0.000010650881,0.00018775917,0.000052022522,0.000121905745,0.00040777176,0.000011128124],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0016266956,0.000052459418,0.000012159162,0.003257223,0.0042564985,0.00033716287,0.0070152446,0.28576005,0.00062052434,0.33642426,0.0065799495,0.3540578],"study_design_scores_gemma":[0.0004173399,0.000051829258,0.0000023031428,0.00053776166,0.00019118647,0.000009383214,0.000027271857,0.047510326,0.0008055036,0.000095114985,0.9499681,0.00038388837],"about_ca_topic_score_codex":0.00062607555,"about_ca_topic_score_gemma":0.0013663161,"teacher_disagreement_score":0.94338816,"about_ca_system_score_codex":0.000072613824,"about_ca_system_score_gemma":0.000066726076,"threshold_uncertainty_score":0.99994916},"labels":[],"label_agreement":null},{"id":"W4388768294","doi":"10.1515/9781552384442-011","title":"Some of the Problems Involved in Drilling in the Alberta Oilfields to 1970","year":2005,"lang":"en","type":"book-chapter","venue":"University of Calgary Press eBooks","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Drilling; Geology; Mining engineering; Engineering; Mechanical engineering","score_opus":0.01331961302371133,"score_gpt":0.15914002063480076,"score_spread":0.14582040761108944,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388768294","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0032303326,0.00078905834,0.001011477,0.000027398508,0.00022787102,0.00056174706,0.000008913279,0.000049692568,0.99409354],"genre_scores_gemma":[0.36980534,0.0012705704,0.0012612754,0.00016651102,0.00032510853,0.000004699381,0.000021440288,0.00020006987,0.62694496],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9991971,0.000016349133,0.00023412205,0.00016484791,0.00019916946,0.00018836364],"domain_scores_gemma":[0.9993853,0.00010299997,0.00006024751,0.00039213433,0.00002098707,0.00003835291],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013409105,0.00020617565,0.00031593765,0.00016495856,0.000025914323,0.00000661197,0.0005829388,0.0002515262,0.000008342259],"category_scores_gemma":[0.0000062144104,0.00018036227,0.00012675693,0.000019685456,0.000058048496,0.00004262285,0.000113485374,0.0004894499,0.0000019274596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000033369575,0.000021394242,0.000060962255,0.00077308645,0.00013060894,0.00002406115,0.010778421,0.8285235,0.00043036696,0.1516871,0.00029437523,0.007242748],"study_design_scores_gemma":[0.0014404731,0.00008699654,0.00023278194,0.004474367,0.00016960355,0.0000051825164,0.00019572067,0.12067118,0.002140325,0.0024286571,0.86705935,0.0010953415],"about_ca_topic_score_codex":0.0018753454,"about_ca_topic_score_gemma":0.0060229115,"teacher_disagreement_score":0.866765,"about_ca_system_score_codex":0.000056106543,"about_ca_system_score_gemma":0.000020629654,"threshold_uncertainty_score":0.73549604},"labels":[],"label_agreement":null},{"id":"W4388768811","doi":"10.1515/9781552384442-006","title":"The Standard Cable Tool Rig, Spudding-In Ceremonies, and Related Developments in Alberta Drilling Technology","year":2005,"lang":"en","type":"book-chapter","venue":"University of Calgary Press eBooks","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Drilling rig; Engineering; Geology; Marine engineering; Mechanical engineering","score_opus":0.00479686630367822,"score_gpt":0.14674071496295488,"score_spread":0.14194384865927664,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4388768811","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0019254164,0.0018315079,0.0008668373,0.0000100173465,0.00017487112,0.00028011174,0.000008223208,0.00015523701,0.99474776],"genre_scores_gemma":[0.07508916,0.0049269767,0.003673094,0.0000047016465,0.000029006598,0.0000014103698,0.000021159603,0.00014854933,0.9161059],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990888,0.0000069789253,0.0002606351,0.00022772666,0.00013625725,0.00027957617],"domain_scores_gemma":[0.99956316,0.00008396011,0.000061284,0.000222571,0.000027083643,0.000041915442],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012053619,0.00024634122,0.00035503588,0.0002921527,0.00007991125,0.000014805064,0.0002429431,0.00042022392,0.000009852885],"category_scores_gemma":[0.000008559852,0.00027356227,0.000044551893,0.000020934645,0.00012176369,0.000049222737,0.00012046206,0.00055207324,0.0000024813583],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00025826052,0.000016450595,0.00045334102,0.0008444776,0.00082576374,0.00057168986,0.0038035733,0.25707176,0.00020069985,0.49154654,0.0003562549,0.24405117],"study_design_scores_gemma":[0.0010735288,0.000027579976,0.000048613834,0.001151119,0.000049831895,0.000018146031,0.000042545184,0.05252367,0.00039942443,0.0014625336,0.9426183,0.000584712],"about_ca_topic_score_codex":0.0005707093,"about_ca_topic_score_gemma":0.0021409125,"teacher_disagreement_score":0.94226205,"about_ca_system_score_codex":0.00019371911,"about_ca_system_score_gemma":0.000038475326,"threshold_uncertainty_score":0.9999716},"labels":[],"label_agreement":null},{"id":"W4389002313","doi":"10.2118/217423-ms","title":"Flow Control Device and Liner Floatation: Key Technology Driver in Extreme Extended Reach Shallow Steam Assisted Gravity Drainage Wells","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Steam-assisted gravity drainage; Drilling; Directional drilling; Steam injection; Well control; Footprint; Oil well; Multiphase flow; Drill; Oil production; Drainage; Flow (mathematics); Environmental science; Engineering; Geology; Mechanical engineering; Oil sands; Materials science; Mechanics","score_opus":0.019366840834838254,"score_gpt":0.21154109883218064,"score_spread":0.1921742579973424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389002313","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81506276,0.0012998821,0.1537455,0.0012565874,0.0011469723,0.0008725354,0.00004215996,0.007393867,0.019179722],"genre_scores_gemma":[0.9958731,0.00009968578,0.0028073906,0.00004122806,0.000061968356,0.000038538477,0.000029894129,0.000051157058,0.0009970685],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988708,0.000021651922,0.00028557522,0.00028869254,0.00014071092,0.00039255957],"domain_scores_gemma":[0.99949485,0.00010020832,0.000019692128,0.00026499783,0.00003941222,0.00008083602],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002736706,0.00022159607,0.0002906421,0.00045685156,0.000045210134,0.000036627793,0.00013750416,0.00020446352,0.000033333323],"category_scores_gemma":[0.00005003129,0.00022313626,0.000040673087,0.00082540413,0.00003569104,0.0001343184,0.00003785641,0.00028505464,0.00010043355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025043371,0.0000748964,0.0038866403,0.0003791542,0.00016995771,0.0002914086,0.00067035493,0.86038625,0.054553807,0.0024033727,0.0017137217,0.07544538],"study_design_scores_gemma":[0.0010592481,0.000020135823,0.01988403,0.000065393135,0.000018570661,0.000012607306,0.00012589848,0.9731846,0.0007073881,0.0004945666,0.0041340212,0.00029355666],"about_ca_topic_score_codex":0.000023966124,"about_ca_topic_score_gemma":0.0001612262,"teacher_disagreement_score":0.1808103,"about_ca_system_score_codex":0.00005902558,"about_ca_system_score_gemma":0.0000100098605,"threshold_uncertainty_score":0.90992326},"labels":[],"label_agreement":null},{"id":"W4389044751","doi":"10.1016/j.geoen.2023.212529","title":"Identification of quartz cement in sandstone through deep learning segmentation of electron microscopy images","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Azrieli Foundation","keywords":"Quartz; Cementation (geology); Geology; Petrophysics; Cement; Mineralogy; Petrography; Scanning electron microscope; Porosity; Convolutional neural network; Artificial intelligence; Materials science; Composite material; Geotechnical engineering; Computer science","score_opus":0.0043971740140772595,"score_gpt":0.2277545058852002,"score_spread":0.22335733187112292,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389044751","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95932794,0.0005244336,0.039675865,0.000007822116,0.00018126346,0.00005019821,0.0000010403421,0.00014713065,0.00008432725],"genre_scores_gemma":[0.9984403,0.00076917524,0.0007200153,0.0000011726987,0.000015694724,0.000011321311,0.000005437949,0.000014830136,0.000022048333],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99908704,0.0000043234627,0.0002785485,0.00014903225,0.00020730107,0.00027375604],"domain_scores_gemma":[0.9997723,0.000025989113,0.00003515205,0.000095133495,0.00004103768,0.000030351364],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045401443,0.00009912617,0.00013569978,0.0003434996,0.00003730431,0.0000207937,0.00009887816,0.00002990487,0.0000014287195],"category_scores_gemma":[0.00003969318,0.00011117541,0.00001755849,0.0010837091,0.000047035428,0.00028997858,0.000021796004,0.00008331696,0.0000017412347],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.8860055e-7,0.0000020289388,0.00012492648,0.00006107717,0.000002755731,3.102754e-7,0.0003372205,0.52397263,0.4744599,0.00008872625,0.000002815684,0.00094694685],"study_design_scores_gemma":[0.000091935195,0.000016093656,0.0030238607,0.000037309925,0.0000027726826,8.194137e-7,0.00013294091,0.47201538,0.524529,0.000013188941,0.00006494642,0.000071748684],"about_ca_topic_score_codex":0.000039196588,"about_ca_topic_score_gemma":0.00000350508,"teacher_disagreement_score":0.051957242,"about_ca_system_score_codex":0.000054170065,"about_ca_system_score_gemma":0.000011453127,"threshold_uncertainty_score":0.45336014},"labels":[],"label_agreement":null},{"id":"W4389317424","doi":"10.2139/ssrn.4652740","title":"An Easy-to-Use Analytical Model for Standing Column Wells Operating with Bleed","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Bleed; Column (typography); Computer science; Petroleum engineering; Engineering; Business; Telecommunications; Advertising","score_opus":0.023332886003090955,"score_gpt":0.254679884686456,"score_spread":0.23134699868336506,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389317424","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.100933105,0.00020567521,0.8971667,0.000069045906,0.00044637625,0.00043125573,0.000042811815,0.0006301857,0.00007479534],"genre_scores_gemma":[0.98465705,0.0008660957,0.011796679,0.000026640975,0.000607088,0.00006607415,0.000045514884,0.00036581117,0.0015690333],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99573845,0.00002716352,0.00051981467,0.00046550718,0.00037054621,0.002878535],"domain_scores_gemma":[0.99892753,0.00010237857,0.0000779543,0.00040680935,0.00014504975,0.00034028743],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00148485,0.0004870236,0.00055570115,0.0003748376,0.00022615945,0.0005763953,0.00048557093,0.0002763873,0.0000033750462],"category_scores_gemma":[0.00006891903,0.0004772624,0.00018053497,0.00024526732,0.000018330524,0.00023801423,0.00008132545,0.0035975447,0.000012271147],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031677446,0.000015184245,0.00016457173,0.00010677589,0.00045099817,0.0000066711714,0.00021742201,0.99396926,0.000320045,0.0039851046,0.00008998697,0.0006422928],"study_design_scores_gemma":[0.00048530698,0.00021781235,0.00002208573,0.00037131863,0.00014647878,0.00005757383,0.00019867343,0.9904683,0.000089072004,0.007197252,0.00012893057,0.0006171634],"about_ca_topic_score_codex":0.000044026205,"about_ca_topic_score_gemma":0.00038529793,"teacher_disagreement_score":0.8853701,"about_ca_system_score_codex":0.0016896921,"about_ca_system_score_gemma":0.0010945782,"threshold_uncertainty_score":0.9997679},"labels":[],"label_agreement":null},{"id":"W4389338922","doi":"10.1007/s11356-023-31297-8","title":"Assessment of wellbore integrity failure risk and hazardous zones in depleted reservoirs underground gas storage during the operation processes","year":2023,"lang":"en","type":"article","venue":"Environmental Science and Pollution Research","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Wellbore; Petroleum engineering; Hazardous waste; Structural integrity; Lead (geology); Environmental science; Leakage (economics); Geotechnical engineering; Geology; Engineering; Waste management; Structural engineering","score_opus":0.017222072765946797,"score_gpt":0.2791289842963853,"score_spread":0.2619069115304385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389338922","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99866605,0.000255928,0.0004451387,0.00025472336,0.00003574234,0.00016524695,0.000014466071,0.000038670285,0.00012405691],"genre_scores_gemma":[0.99790317,0.0019124758,0.000092388334,0.0000021363785,0.000018773364,0.000018090019,0.0000034923248,0.00000812496,0.000041348216],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9988174,0.000058862002,0.00012550966,0.0001865958,0.00052774884,0.00028390394],"domain_scores_gemma":[0.99972355,0.000066803164,0.000013565872,0.00012221816,0.000012703574,0.00006113046],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0016550999,0.00007557093,0.00007925715,0.00024190941,0.00038857164,0.00008251594,0.00013682511,0.00004024744,0.000009119941],"category_scores_gemma":[0.000082131446,0.000058509962,0.000008185302,0.00085110695,0.00045901458,0.0002674987,0.00011504797,0.00034910656,0.000003681556],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017218337,0.00006436409,0.12613101,0.00051175564,0.000020349577,0.00001640162,0.0046154433,0.6073292,0.25538835,0.00049081043,0.00015936056,0.00525577],"study_design_scores_gemma":[0.00019041394,0.00003929488,0.67305946,0.000049024184,0.000002135198,0.0000048196894,0.0027693214,0.3182277,0.0051307967,0.00015362463,0.00028225218,0.000091177],"about_ca_topic_score_codex":0.00013979283,"about_ca_topic_score_gemma":0.00022324012,"teacher_disagreement_score":0.5469284,"about_ca_system_score_codex":0.0001923207,"about_ca_system_score_gemma":0.000042322765,"threshold_uncertainty_score":0.2988618},"labels":[],"label_agreement":null},{"id":"W4389937595","doi":"10.1002/asmb.2835","title":"Bayesian change point prediction for downhole drilling pressures with hidden Markov models","year":2023,"lang":"en","type":"article","venue":"Applied Stochastic Models in Business and Industry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Hidden Markov model; Computer science; Observable; Bivariate analysis; Bayesian probability; Univariate; Bayesian inference; Algorithm; Artificial intelligence; Multivariate statistics; Machine learning; Physics","score_opus":0.02549485457236542,"score_gpt":0.20306875916448583,"score_spread":0.1775739045921204,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4389937595","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.043085273,0.00020162472,0.9540601,0.00006376305,0.00022662565,0.0006546942,0.00005720566,0.00057197234,0.00107877],"genre_scores_gemma":[0.9964974,0.000076564225,0.0021242385,0.000019528796,0.00029966523,0.0007822599,0.000063920095,0.00009239167,0.00004403962],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880487,0.0000038345393,0.00025363546,0.00032750648,0.00016959883,0.0004405438],"domain_scores_gemma":[0.9995661,0.00006178847,0.00003083332,0.00020124759,0.000044954286,0.00009508354],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017508658,0.0002689603,0.00028320466,0.00025088893,0.000087376255,0.000056774934,0.00010664255,0.00034252336,0.0000035199926],"category_scores_gemma":[0.000006039945,0.00025551853,0.000018398325,0.00049007044,0.000034273584,0.00030298866,0.00003923242,0.00035479778,0.0000011367628],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032924323,0.000009981212,0.000013159658,0.00024855704,0.000027454673,0.0000026698592,0.00045504275,0.9892132,0.00011809388,0.0021141097,0.00012652263,0.007638246],"study_design_scores_gemma":[0.000782514,0.000017061106,0.00024056261,0.00029641666,0.000029674547,0.0000054757797,0.00014771966,0.9928345,0.00004448341,0.0052792877,0.00003225781,0.00029001976],"about_ca_topic_score_codex":0.000040422976,"about_ca_topic_score_gemma":0.000007637384,"teacher_disagreement_score":0.9534121,"about_ca_system_score_codex":0.000036745165,"about_ca_system_score_gemma":0.000016015085,"threshold_uncertainty_score":0.9999897},"labels":[],"label_agreement":null},{"id":"W4390033901","doi":"10.12789/geocanj.2023.50.203","title":"The Implications of Ontario’s Historical Oil and Gas Drilling and Abandonment Practices for Abandoning Orphan and Legacy Wells","year":2023,"lang":"en","type":"article","venue":"Geoscience Canada","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":true,"route_about_ca":true,"ca_institutions":"","funders":"Natural Resources Canada; Government of Canada","keywords":"Drilling; Natural gas; Water well; Fossil fuel; Wellhead; Geology; Well drilling; Petroleum; Petroleum engineering; Groundwater; Mining engineering; Geochemistry; Engineering; Waste management; Geotechnical engineering; Paleontology","score_opus":0.012445840313348586,"score_gpt":0.20300260061503625,"score_spread":0.19055676030168767,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390033901","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9942231,0.0014697976,0.0022990007,0.001109923,0.00044020874,0.000065527165,0.00000766872,0.000050778734,0.0003339616],"genre_scores_gemma":[0.99678,0.0011683066,0.000617807,0.000019861647,0.00003320806,0.00002612621,0.0000019029591,0.000010889899,0.0013419302],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.999411,0.0000035686558,0.00012825517,0.00014005577,0.000101378675,0.00021576155],"domain_scores_gemma":[0.9994807,0.00027475384,0.000047131627,0.00009584529,0.000017802944,0.00008373013],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023963784,0.00007552547,0.00009156218,0.000032782777,0.00021801963,0.000063792344,0.000070460206,0.000018088027,6.23549e-7],"category_scores_gemma":[0.000084591156,0.00006245875,0.000009321113,0.0001199567,0.0000385389,0.00012226494,0.000024535964,0.00006408066,8.054242e-8],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043589334,0.000027772401,0.07330278,0.0011730689,0.00018527848,0.000020694444,0.011977372,0.24788316,0.030189306,0.0051814797,0.0135186305,0.61649686],"study_design_scores_gemma":[0.00045681052,0.000042964853,0.035084467,0.00008084081,0.00003863516,0.000030667365,0.00032258497,0.18227571,0.00091899815,0.00024398895,0.7801765,0.00032779278],"about_ca_topic_score_codex":0.5388543,"about_ca_topic_score_gemma":0.71554816,"teacher_disagreement_score":0.7666579,"about_ca_system_score_codex":0.00025357158,"about_ca_system_score_gemma":0.00015325309,"threshold_uncertainty_score":0.46421653},"labels":[],"label_agreement":null},{"id":"W4390452895","doi":"10.1016/j.geoen.2023.212625","title":"Calculation method of deep-water surface conductor bearing capacity based on jetting operation parameters","year":2023,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Major Science and Technology Projects of China; National Key Research and Development Program of China; China National Petroleum Corporation; National Natural Science Foundation of China","keywords":"Wellhead; Conductor; Bearing capacity; Jet (fluid); Deepwater drilling; Drilling; Carrying capacity; Geotechnical engineering; Engineering; Structural engineering; Geology; Mechanical engineering; Mechanics; Materials science; Physics","score_opus":0.01720073445407112,"score_gpt":0.21723360816744702,"score_spread":0.2000328737133759,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390452895","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7622952,0.000020910402,0.23671627,0.000021792592,0.0003696734,0.000054145155,0.0000016339759,0.0003817347,0.00013864978],"genre_scores_gemma":[0.97922176,0.000012124992,0.020673882,0.00001122916,0.000031726297,0.000006000981,0.0000063294337,0.000027698094,0.000009223527],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879444,0.000009190192,0.00021200794,0.00024241618,0.0003182382,0.00042372968],"domain_scores_gemma":[0.99956584,0.00008312557,0.000015447682,0.00017656716,0.000056796656,0.000102196114],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000865155,0.00016562578,0.0001718884,0.0003188301,0.000110794994,0.000065806395,0.000121933925,0.000059006717,0.0000029202993],"category_scores_gemma":[0.000084852276,0.00015073347,0.000032634332,0.0006125219,0.000045554414,0.00028880156,0.000029374347,0.00012636387,0.000006201133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.995748e-7,0.0000014101939,0.00004323666,0.000045633977,0.000004430316,8.952294e-7,0.0001472047,0.69323945,0.3047036,0.00012358284,0.0000022407262,0.0016876202],"study_design_scores_gemma":[0.00008509881,0.000012245916,0.0005341555,0.00004116289,0.0000043828277,0.0000017540798,0.000017301869,0.71897507,0.28007537,0.0000055927667,0.00011219912,0.00013565709],"about_ca_topic_score_codex":0.000046744586,"about_ca_topic_score_gemma":0.000002315078,"teacher_disagreement_score":0.2169266,"about_ca_system_score_codex":0.000069562746,"about_ca_system_score_gemma":0.000011585036,"threshold_uncertainty_score":0.61467326},"labels":[],"label_agreement":null},{"id":"W4390542367","doi":"10.1002/cjce.25167","title":"Experimental study of hydrophilic additives on filter cake permeability and filtrate losses","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Carboxymethyl cellulose; Filter cake; Materials science; Rheology; Polymer; Filtration (mathematics); Permeability (electromagnetism); Pulp and paper industry; Composite material; Drilling; Chemistry; Sodium; Chromatography; Membrane; Metallurgy; Mathematics","score_opus":0.009194780993390791,"score_gpt":0.19746671304005833,"score_spread":0.18827193204666753,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4390542367","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99672854,0.002453145,0.00012140363,0.00003395788,0.0003799462,0.000072622846,0.000014382851,0.000044769604,0.00015121608],"genre_scores_gemma":[0.9997155,0.0000055479404,0.000043062835,0.000004732048,0.00018355127,0.000003589696,7.768288e-7,0.00003580468,0.0000074039594],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992729,0.000009060514,0.00027403017,0.00009573385,0.00013497738,0.00021333499],"domain_scores_gemma":[0.9994714,0.00013665631,0.000018359278,0.00012733221,0.000024266936,0.00022193253],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015872375,0.00015909421,0.00020896608,0.00015136827,0.00002686285,0.000058925725,0.00014906022,0.000049222042,0.00003667503],"category_scores_gemma":[0.00005184239,0.00012316575,0.000064452404,0.0001389442,0.000049918686,0.00008621087,0.000008431118,0.00036923718,0.0000017713529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008443801,0.00003593355,0.00005695907,0.00023652025,0.00021126214,0.000121499914,0.0039024977,0.8353144,0.15898916,0.00016005065,0.00023467946,0.00072859845],"study_design_scores_gemma":[0.0004783893,0.0004138653,0.00040460622,0.00075813633,0.00007638628,0.00026417742,0.00039172464,0.42355046,0.5719527,0.000059895112,0.0012262139,0.00042348725],"about_ca_topic_score_codex":0.00013871705,"about_ca_topic_score_gemma":0.000026572972,"teacher_disagreement_score":0.4129635,"about_ca_system_score_codex":0.000114676695,"about_ca_system_score_gemma":0.000048174126,"threshold_uncertainty_score":0.5022553},"labels":[],"label_agreement":null},{"id":"W4391079443","doi":"10.2139/ssrn.4454275","title":"Optimizing Parameters of Two-Stage Pdc Bit in Deep Formation Applications","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Reamer; Drilling; Abrasive; Rate of penetration; Bit (key); Cutting; Petroleum engineering; Volumetric flow rate; Nozzle; Drilling fluid; Drill cuttings; Stage (stratigraphy); Wellbore; Materials science; Mechanical engineering; Engineering; Geology; Computer science; Mechanics; Physics","score_opus":0.013345934239256379,"score_gpt":0.23433071401073613,"score_spread":0.22098477977147976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391079443","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.039172243,0.0029824832,0.9566446,0.000028351613,0.00034576238,0.0002557477,0.000008256613,0.00025421605,0.00030833483],"genre_scores_gemma":[0.9836246,0.010019091,0.005856531,0.0000033225988,0.0001346215,0.00008363564,0.00003996765,0.00009796607,0.00014031536],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977881,0.000023593691,0.0005759863,0.00016661781,0.00019277225,0.0012529398],"domain_scores_gemma":[0.99944246,0.000056096138,0.00014952346,0.0002560063,0.0000383566,0.000057588153],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00093392545,0.00023530051,0.00031822012,0.0005146836,0.000042355583,0.000049415765,0.0003207798,0.00016355101,0.0000028927607],"category_scores_gemma":[0.00001719455,0.000265568,0.00015065412,0.00028257736,0.0000146899865,0.00012820402,0.00007139687,0.0029793265,0.000017186896],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024405397,0.000008072845,0.000036785637,0.0001892239,0.000090701054,0.0000014209381,0.00024435634,0.987893,0.0003042,0.0026520323,0.0000032468538,0.00857456],"study_design_scores_gemma":[0.00038486705,0.000023142864,0.000021194726,0.00025979057,0.000039710572,0.00003238414,0.0004992253,0.96602774,0.0010666562,0.031143492,0.00017825,0.00032354466],"about_ca_topic_score_codex":0.000059860708,"about_ca_topic_score_gemma":0.00046117356,"teacher_disagreement_score":0.9507881,"about_ca_system_score_codex":0.00105483,"about_ca_system_score_gemma":0.00023089998,"threshold_uncertainty_score":0.9999797},"labels":[],"label_agreement":null},{"id":"W4391150877","doi":"10.1016/j.geoen.2024.212687","title":"Risk-based analysis of squeeze cementing operations","year":2024,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Alliance Canada","keywords":"Computer science; Engineering","score_opus":0.0038929429904438683,"score_gpt":0.1844002502114624,"score_spread":0.18050730722101851,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391150877","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64373296,0.0012274021,0.35337165,0.000013092399,0.00051815744,0.000034149158,0.000011729083,0.00054484286,0.00054598437],"genre_scores_gemma":[0.9967513,0.00011861828,0.0030313358,0.000004928663,0.000043823453,0.000008129668,0.0000053343333,0.000017908433,0.000018604756],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910533,0.000002665102,0.0001885362,0.00019925342,0.00022673298,0.00027750756],"domain_scores_gemma":[0.9996582,0.000047109326,0.000006857117,0.00015400509,0.00004801053,0.000085762],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041608597,0.00012380506,0.0001589949,0.0009576904,0.00008298505,0.00013134399,0.00012582105,0.000032615157,0.00001216528],"category_scores_gemma":[0.000057501908,0.00012269791,0.00005896541,0.0026523855,0.000050087187,0.00024994972,0.00002243078,0.00010836932,0.0000020131738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[1.7393492e-7,0.0000018824767,0.00012200863,0.00005722952,0.0001054349,0.0000016397972,0.000087731474,0.975863,0.019826125,0.0012210613,0.000007906581,0.0027058371],"study_design_scores_gemma":[0.000034554603,0.0000069275543,0.001544047,0.00004884867,0.00014838777,7.6891433e-7,0.000013373142,0.98716146,0.009350745,0.000003045291,0.0015511006,0.00013675154],"about_ca_topic_score_codex":0.00006536863,"about_ca_topic_score_gemma":0.000014661467,"teacher_disagreement_score":0.3530183,"about_ca_system_score_codex":0.000045450528,"about_ca_system_score_gemma":0.000032478147,"threshold_uncertainty_score":0.50034755},"labels":[],"label_agreement":null},{"id":"W4391179877","doi":"10.1016/j.geoen.2024.212694","title":"Intelligent kick detection using a parameter adaptive neural network","year":2024,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":20,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"National Natural Science Foundation of China","keywords":"Artificial neural network; Computer science; Artificial intelligence","score_opus":0.013264907213782632,"score_gpt":0.19682411537303196,"score_spread":0.18355920815924934,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391179877","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56530416,0.0034032417,0.4271839,0.0000073416095,0.002758595,0.00006253462,0.0000011440208,0.0010170195,0.00026206113],"genre_scores_gemma":[0.9964978,0.0001328403,0.0029368328,0.000012000819,0.0003542929,0.0000091914635,5.7177806e-7,0.000040921917,0.000015519121],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987735,0.0000034867264,0.00016809083,0.00028389995,0.00022495652,0.00054604287],"domain_scores_gemma":[0.9996223,0.000052057207,0.000006898688,0.00013640251,0.00003261704,0.00014974791],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003002903,0.0002001746,0.00013705272,0.00026348344,0.00011226671,0.00023151367,0.00012626401,0.000057516383,0.000004137864],"category_scores_gemma":[0.000029179375,0.0001970537,0.000041642124,0.0009561994,0.00006190632,0.00044379223,0.000047410278,0.00021158479,0.000006676718],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.1803884e-7,9.754804e-7,0.000004686446,0.00004215488,0.0000151186105,0.000010490949,0.00007430355,0.9625835,0.010680821,0.0006249319,0.000007480819,0.025954638],"study_design_scores_gemma":[0.000027585622,0.000020557052,0.000114921175,0.00011393862,0.000012824953,0.000058588445,0.000019184012,0.9894305,0.007194415,0.000072045266,0.0026969216,0.00023853822],"about_ca_topic_score_codex":0.000026461918,"about_ca_topic_score_gemma":0.0000031848506,"teacher_disagreement_score":0.43119365,"about_ca_system_score_codex":0.00013493485,"about_ca_system_score_gemma":0.000020504986,"threshold_uncertainty_score":0.8035617},"labels":[],"label_agreement":null},{"id":"W4391227673","doi":"10.1784/cm2023.2e2","title":"Rotary-percussive drill bit condition prediction using traditional feature engineering and neural network-based feature extraction","year":2023,"lang":"en","type":"article","venue":"Proceedings of the International Conference on Condition Monitoring and Asset Management","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Laurentian University; Queen's University","funders":"","keywords":"Artificial neural network; Feature extraction; Drill; Feature (linguistics); Computer science; Artificial intelligence; Extraction (chemistry); Pattern recognition (psychology); Engineering; Mechanical engineering","score_opus":0.02476692056686633,"score_gpt":0.24552379675547645,"score_spread":0.22075687618861012,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391227673","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9932852,0.000052592506,0.0011845675,0.0007895656,0.0024402223,0.0003019285,0.00012459107,0.00043186842,0.0013894818],"genre_scores_gemma":[0.9980928,0.00015423809,0.00091702887,0.000014246944,0.00050793774,0.000044973673,0.000088134075,0.00002753214,0.00015313932],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990193,0.0000043701343,0.0001795571,0.0002335847,0.00036562764,0.00019755699],"domain_scores_gemma":[0.9996441,0.00004065854,0.00008503723,0.000060397488,0.00011183407,0.000057958245],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001536858,0.00020166909,0.00013780936,0.00024000692,0.00013909196,0.00015052932,0.00013876197,0.0000923911,0.000009298976],"category_scores_gemma":[0.000014238473,0.00018761736,0.000053521795,0.00022727624,0.000029689423,0.00031884597,0.000040996347,0.0002838136,0.0000012603749],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002310675,0.000018018387,0.003683577,0.00031054555,0.00016956564,0.0000041398785,0.000060094655,0.94320273,0.040319793,0.007989207,0.0031128915,0.0011063123],"study_design_scores_gemma":[0.00033975023,0.000031671956,0.028399564,0.0007027683,0.000049818285,0.000014918259,0.00013956503,0.96422887,0.0049163043,0.0005130919,0.00048758875,0.0001760785],"about_ca_topic_score_codex":0.0000021898002,"about_ca_topic_score_gemma":1.7127448e-7,"teacher_disagreement_score":0.035403486,"about_ca_system_score_codex":0.00010137573,"about_ca_system_score_gemma":0.0000057397287,"threshold_uncertainty_score":0.7650814},"labels":[],"label_agreement":null},{"id":"W4391379140","doi":"10.2118/9781555631147-ch01","title":"Geomechanics Applied to Drilling Engineering","year":2006,"lang":"en","type":"book-chapter","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Geomechanics; Geology; Petroleum engineering; Drilling engineering; Drilling; Engineering; Geotechnical engineering; Mechanical engineering","score_opus":0.004770492103682896,"score_gpt":0.1437535067682566,"score_spread":0.13898301466457372,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391379140","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000072754883,0.00025329334,0.4443402,0.0000052850687,0.00077909307,0.00018539013,0.000014069534,0.0019871197,0.5524283],"genre_scores_gemma":[0.068471365,0.00045320878,0.031417042,0.00019430667,0.003626001,0.00011118891,0.00032092587,0.0023100004,0.89309597],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99837244,5.684425e-7,0.0004376815,0.00038627817,0.00027819228,0.0005248441],"domain_scores_gemma":[0.9992309,0.00004064602,0.00002707835,0.0004574133,0.000030741656,0.00021320362],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009376483,0.00066341704,0.00053699146,0.000425288,0.00003625969,0.00006749536,0.00025799888,0.00045461528,0.00019569647],"category_scores_gemma":[0.0000042705465,0.00076763885,0.00015924858,0.00006869188,0.0000042263273,0.000038212722,0.0000615618,0.0005332061,0.00088553905],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.5171706e-7,0.0000013366695,3.9877722e-8,0.00014529955,0.000060976727,0.000009518689,0.000012924201,0.92319787,0.0007676577,0.06647982,0.007266064,0.0020576795],"study_design_scores_gemma":[0.000096357064,0.000010815869,3.5060603e-7,0.00019839003,0.000038726237,0.0000058843175,0.0000011525877,0.39639297,0.0010576528,0.0007800648,0.60045165,0.00096598367],"about_ca_topic_score_codex":0.0000041967883,"about_ca_topic_score_gemma":0.0000034946736,"teacher_disagreement_score":0.5931856,"about_ca_system_score_codex":0.00017938021,"about_ca_system_score_gemma":0.000010856543,"threshold_uncertainty_score":0.9998924},"labels":[],"label_agreement":null},{"id":"W4391578830","doi":"10.1016/j.asoc.2024.111354","title":"An automated machine-learning-assisted stochastic-fuzzy multi-criteria decision making tool: Addressing record-to-record variability in seismic design","year":2024,"lang":"en","type":"article","venue":"Applied Soft Computing","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":41,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Lakehead University","funders":"","keywords":"Computer science; Machine learning; Artificial intelligence; Fuzzy logic; Data mining","score_opus":0.02512455906924188,"score_gpt":0.2905771193124477,"score_spread":0.2654525602432058,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391578830","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2173478,0.00008861599,0.7745959,0.000005124509,0.0011029318,0.0003843514,0.0000049456876,0.006324107,0.00014618381],"genre_scores_gemma":[0.7315444,0.0000019702456,0.26807976,0.000030095325,0.00013976941,0.00002317933,0.000018057697,0.0001592051,0.000003553881],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99715674,0.0001548661,0.0008350561,0.0008006001,0.00026359185,0.0007891225],"domain_scores_gemma":[0.99782693,0.0014823283,0.000059402686,0.00042230365,0.000041928237,0.00016708288],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001978436,0.00050711783,0.0005386619,0.0005123593,0.00020882438,0.000488475,0.00036089716,0.00023669735,0.000017650946],"category_scores_gemma":[0.0002749456,0.0005705446,0.000088826695,0.0010017233,0.00002326152,0.00018094083,0.00013060427,0.00086973875,0.00007832088],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023972476,0.000028998538,0.00010528578,0.00016497044,0.000027026845,0.000023342256,0.00063498644,0.7131609,0.006960993,0.0000226728,0.000039287144,0.27880755],"study_design_scores_gemma":[0.00038544624,0.0000334883,0.0012077086,0.0012718453,0.000026375745,0.000016814105,0.000044626602,0.99578536,0.00019180427,0.00022616415,0.00016511779,0.00064526673],"about_ca_topic_score_codex":0.00004625376,"about_ca_topic_score_gemma":0.000012850693,"teacher_disagreement_score":0.5141966,"about_ca_system_score_codex":0.00034864122,"about_ca_system_score_gemma":0.00004565169,"threshold_uncertainty_score":0.9996746},"labels":[],"label_agreement":null},{"id":"W4391692970","doi":"10.1016/j.powtec.2024.119520","title":"Experimental investigation of the annular cross-sectional distribution of cuttings bed with drillpipe rotation in horizontal wells","year":2024,"lang":"en","type":"article","venue":"Powder Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Science Foundation of China University of Petroleum, Beijing; China National Petroleum Corporation; China Scholarship Council; China University of Petroleum, Beijing; National Natural Science Foundation of China","keywords":"Cutting; Rotation (mathematics); Geology; Geotechnical engineering; Materials science; Engineering; Geometry; Mathematics; Botany; Biology","score_opus":0.004730769349100146,"score_gpt":0.2084410286113445,"score_spread":0.20371025926224437,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391692970","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99396884,0.00051371317,0.004811734,0.000060555958,0.00022515698,0.00010998517,0.000011582924,0.00024875882,0.000049684655],"genre_scores_gemma":[0.9997038,0.000005297352,0.00020353358,0.000001864329,0.000019395262,0.00001926264,0.000022922359,0.000016809086,0.00000706592],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994484,0.0000061854676,0.00020611846,0.000118143835,0.00010560789,0.00011552696],"domain_scores_gemma":[0.99980927,0.000015828633,0.000026653282,0.00011004461,0.000026541777,0.000011688567],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000075823824,0.000087231725,0.00009922135,0.00014555549,0.000018755927,0.000010832424,0.00008600076,0.00012096631,0.0000044520352],"category_scores_gemma":[0.0000127123485,0.00007219332,0.000028544531,0.00051498023,0.00011491527,0.000091402784,0.000017518034,0.00016306422,0.0000020174505],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009797722,0.000019375479,0.2711558,0.00020003018,0.000045753968,0.0000032452415,0.000489729,0.09772795,0.62327564,0.0065136715,0.0000428473,0.0005162006],"study_design_scores_gemma":[0.00017307403,0.000052905467,0.05205773,0.00011794454,0.0000049745177,0.00001545116,0.00008862563,0.053036083,0.89374447,0.0004896753,0.00013337377,0.00008569124],"about_ca_topic_score_codex":0.000024107952,"about_ca_topic_score_gemma":0.000003643335,"teacher_disagreement_score":0.27046886,"about_ca_system_score_codex":0.00008377644,"about_ca_system_score_gemma":0.000014828179,"threshold_uncertainty_score":0.2943958},"labels":[],"label_agreement":null},{"id":"W4391817132","doi":"10.1177/1478422x241233074","title":"Research on the corrosion behavior of floating bead low-density cement stone/P110 steel system under different CO <sub>2</sub> pressure","year":2024,"lang":"en","type":"article","venue":"Corrosion Engineering Science and Technology The International Journal of Corrosion Processes and Corrosion Control","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Corrosion; Materials science; Cement; Bead; Metallurgy; Atmospheric pressure; Composite material; Geology","score_opus":0.012214308301107212,"score_gpt":0.2543541993025886,"score_spread":0.24213989100148142,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4391817132","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8610955,0.0040150476,0.13082778,0.0007752082,0.0026081102,0.00040735572,0.000025876312,0.00022683013,0.00001827335],"genre_scores_gemma":[0.99855083,0.001133395,0.00003232054,0.000042218187,0.00013996949,0.000038687154,0.0000021022402,0.000041967225,0.000018505867],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9968846,0.0000396172,0.0007024203,0.00037788256,0.0015592182,0.0004362808],"domain_scores_gemma":[0.9971822,0.00076475576,0.00019336074,0.00031357617,0.001407626,0.00013849534],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018938518,0.00032935617,0.00040302207,0.0009821594,0.00043215093,0.0003322154,0.0009794191,0.00019334017,0.000004469712],"category_scores_gemma":[0.0003778131,0.00019971884,0.00008278209,0.001028328,0.00044541457,0.00031900604,0.00022134588,0.0010369674,0.0000039173615],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006483476,0.000055258915,0.0002538253,0.00031506617,0.00001124226,0.00002000223,0.00013640375,0.054754265,0.9365513,0.0031861104,0.00022196896,0.0044297315],"study_design_scores_gemma":[0.0005325943,0.00030082633,0.00030187567,0.0029072196,0.00008828953,0.00024922093,0.0009828322,0.38034973,0.61366767,0.000091586044,0.00030542116,0.00022275375],"about_ca_topic_score_codex":0.0000022128313,"about_ca_topic_score_gemma":0.000002080393,"teacher_disagreement_score":0.32559547,"about_ca_system_score_codex":0.0001859115,"about_ca_system_score_gemma":0.0001665874,"threshold_uncertainty_score":0.81442976},"labels":[],"label_agreement":null},{"id":"W4392060316","doi":"10.3997/2214-4609.2024632041","title":"Minimizing Drilling Uncertainties by Applying Advanced Reprocessing Techniques, Case History from Western Desert, Egypt","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Apache (Canada)","funders":"","keywords":"Desert (philosophy); Drilling; Geology; Computer science; Petroleum engineering; Environmental science; Engineering; Mechanical engineering; Political science","score_opus":0.01050307913377966,"score_gpt":0.21022997856086895,"score_spread":0.1997268994270893,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392060316","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.09072142,0.067545064,0.8171322,0.00003777506,0.0021530502,0.0003104861,0.00002006112,0.010798875,0.011281083],"genre_scores_gemma":[0.9676675,0.00048533225,0.029289039,0.00005384053,0.00030644852,0.00011494572,0.000034380668,0.00020028469,0.0018482232],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99855036,0.000011450775,0.00038122947,0.0004590913,0.00017263702,0.00042525193],"domain_scores_gemma":[0.9993674,0.00015217523,0.000023930948,0.0003131206,0.000026911295,0.00011643341],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00017526287,0.00033589898,0.000288301,0.00018388961,0.00008624022,0.00015187431,0.00015313919,0.00014853665,0.000057150854],"category_scores_gemma":[0.000021963502,0.00034684318,0.00009130519,0.00018583592,0.00003309111,0.00043053113,0.00003973863,0.0003806328,0.000028985069],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000109082075,0.00001920559,0.00013060585,0.0014185325,0.0002235675,0.0020067545,0.0032611326,0.40183917,0.14377843,0.00010320902,0.011956563,0.43525192],"study_design_scores_gemma":[0.00010380089,0.000012019883,8.961989e-7,0.0009115339,0.000042389558,0.00020976635,0.00047830614,0.66879207,0.04633971,0.00008453052,0.28240734,0.00061762193],"about_ca_topic_score_codex":0.00031190005,"about_ca_topic_score_gemma":0.00003610554,"teacher_disagreement_score":0.8769461,"about_ca_system_score_codex":0.0004983289,"about_ca_system_score_gemma":0.000031158565,"threshold_uncertainty_score":0.9998984},"labels":[],"label_agreement":null},{"id":"W4392187219","doi":"10.2523/iptc-23737-ea","title":"Enhancing Safety in Geological Carbon Sequestration: Supervised Machine Learning for Early Detection and Mitigation of CO2 Leakage in Injection Wells","year":2024,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Leakage (economics); Carbon sequestration; Environmental science; Leak detection; Computer science; Petroleum engineering; Engineering; Carbon dioxide; Environmental engineering; Chemistry","score_opus":0.006535943855120155,"score_gpt":0.20825250131646608,"score_spread":0.20171655746134592,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392187219","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9016523,0.00025846655,0.09673984,0.00014350044,0.00032074604,0.000089193294,0.000004198228,0.00029092783,0.000500841],"genre_scores_gemma":[0.9993407,0.00013923453,0.00037547588,0.0000020788461,0.000033581855,0.000039850427,0.000015410642,0.000013895967,0.000039758255],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928796,0.000013496407,0.00029614414,0.00018781691,0.000081610895,0.00013296137],"domain_scores_gemma":[0.9997802,0.0000831809,0.000024274335,0.0000546683,0.000043159594,0.00001453084],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019509046,0.00010885552,0.00014413982,0.00059900037,0.000015589847,0.000026067984,0.00008105658,0.00018449228,0.000006992462],"category_scores_gemma":[0.00007631909,0.0001216715,0.000021494738,0.00021109104,0.000041449493,0.00012060067,0.000018849254,0.00036605485,0.0000010607484],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000051357856,0.000018625211,0.06790655,0.0002118192,0.00004459962,0.000015695834,0.00033339736,0.599215,0.31242123,0.006308661,3.5645016e-7,0.013472743],"study_design_scores_gemma":[0.00028758103,0.0000952208,0.010021967,0.00020141018,0.000004445779,0.000014320986,0.000056702716,0.93081677,0.056951236,0.001348689,0.000100317135,0.00010134387],"about_ca_topic_score_codex":0.00012546973,"about_ca_topic_score_gemma":0.00040934933,"teacher_disagreement_score":0.3316018,"about_ca_system_score_codex":0.00011777165,"about_ca_system_score_gemma":0.000015207415,"threshold_uncertainty_score":0.496162},"labels":[],"label_agreement":null},{"id":"W4392235283","doi":"10.2118/217718-ms","title":"Thermal Effects on Drilling Performance in Hot Dry Rock","year":2024,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Geothermal gradient; Rate of penetration; Geology; Petroleum engineering; Drilling fluid; Tectonics; Petrology; Mining engineering; Mechanical engineering; Engineering; Geophysics; Seismology","score_opus":0.008853651146161408,"score_gpt":0.21057840097020802,"score_spread":0.20172474982404662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392235283","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9421719,0.00064886524,0.046046242,0.00016805992,0.0022910172,0.00012946388,0.000008490789,0.0005137981,0.008022203],"genre_scores_gemma":[0.9974585,0.0014797408,0.00023374057,0.0000444899,0.0005440189,0.000023610142,0.000044161145,0.000039980365,0.00013176416],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989911,0.000012648861,0.00024274382,0.00027681398,0.00022316277,0.00025358397],"domain_scores_gemma":[0.9996571,0.00012680258,0.000016535867,0.00010004999,0.000038656,0.00006087849],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015079738,0.00021169033,0.0001586527,0.0003133055,0.000047653557,0.00019538289,0.00011106054,0.00010640108,0.00004172372],"category_scores_gemma":[0.000018221554,0.00021217809,0.00005063985,0.00014134079,0.000014075629,0.0003291923,0.000020842606,0.00034072247,0.00012018915],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026132308,0.000014038857,0.0006694855,0.00034592766,0.00004958321,0.000044391112,0.00062897394,0.90665686,0.013914213,0.0031575777,0.00004854661,0.07444429],"study_design_scores_gemma":[0.00021323415,0.00004641505,0.0023819332,0.0018387968,0.000008172686,0.0000059794615,0.00002506789,0.9709991,0.021578422,0.00042329085,0.0022268225,0.00025276377],"about_ca_topic_score_codex":0.000011585132,"about_ca_topic_score_gemma":0.000006859904,"teacher_disagreement_score":0.074191526,"about_ca_system_score_codex":0.000098532335,"about_ca_system_score_gemma":0.000015948252,"threshold_uncertainty_score":0.8652372},"labels":[],"label_agreement":null},{"id":"W4392236698","doi":"10.2118/217951-ms","title":"Mechanistic Study and Chemical Design of a New Lubricant for High Salinity Drilling Fluids","year":2024,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Lubricant; Drilling fluid; Petroleum engineering; Salinity; Drilling; Geology; Environmental science; Materials science; Metallurgy; Composite material; Oceanography","score_opus":0.029472300760910418,"score_gpt":0.25197217984639475,"score_spread":0.22249987908548433,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392236698","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20173842,0.000318036,0.7965875,0.000095903655,0.00072642165,0.0002310866,0.000027522752,0.00019624687,0.000078874764],"genre_scores_gemma":[0.990811,0.0004904535,0.008191235,0.000009005145,0.0003369285,0.000025534348,0.000041355714,0.00003244144,0.00006203995],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990535,0.000011832818,0.000315661,0.0002670396,0.00018243304,0.00016954905],"domain_scores_gemma":[0.9994972,0.00021038625,0.000026361004,0.00008503928,0.00009369876,0.00008733001],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024563237,0.0001760477,0.00021385466,0.00015531633,0.000038247315,0.00013618292,0.0000872601,0.00008072394,0.000026114987],"category_scores_gemma":[0.00006742683,0.00017809797,0.00004000955,0.000091252674,0.000028251692,0.00014852414,0.0000272338,0.00013865813,0.0000033141202],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002013978,0.00017877399,0.00022019364,0.0012205318,0.0009063141,0.000048241458,0.0057404516,0.29626608,0.50142473,0.056314886,0.00087744195,0.13660094],"study_design_scores_gemma":[0.00038574348,0.00011588304,0.00004767116,0.0004218012,0.000063083164,0.00001334845,0.0001530597,0.95737153,0.02527168,0.015701307,0.00024352068,0.0002113954],"about_ca_topic_score_codex":0.000060941893,"about_ca_topic_score_gemma":0.0000034168686,"teacher_disagreement_score":0.7890726,"about_ca_system_score_codex":0.000044146327,"about_ca_system_score_gemma":0.000032806733,"threshold_uncertainty_score":0.7262624},"labels":[],"label_agreement":null},{"id":"W4392236889","doi":"10.2118/217712-ms","title":"Improved Logging Techniques and Interpretation Experiences to Evaluate Perforate-Wash-Cement Intervals","year":2024,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Perforation; Inpainting; Well logging; Logging; Computer science; Workflow; Geology; Petroleum engineering; Engineering; Artificial intelligence; Mechanical engineering; Database","score_opus":0.015457909526874675,"score_gpt":0.26753487909485024,"score_spread":0.25207696956797554,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392236889","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6280538,0.00077370874,0.366645,0.0004701467,0.0012863491,0.00020353761,0.000009796447,0.00063871936,0.0019189776],"genre_scores_gemma":[0.99632865,0.0010170912,0.0020705159,0.00004954502,0.0002586244,0.0001081735,0.000035681853,0.000027879765,0.00010383022],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990281,0.000014480724,0.00028170933,0.00030638746,0.00017906618,0.00019025744],"domain_scores_gemma":[0.9996712,0.000049949344,0.000021881691,0.00008300089,0.000088507026,0.00008545819],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026008286,0.00019327135,0.00014768139,0.00027052648,0.00005946129,0.00043432604,0.00009682716,0.0000683545,0.00006865437],"category_scores_gemma":[0.000023584325,0.0001884048,0.000037769045,0.000093610906,0.000036228183,0.00040458026,0.000050533083,0.00015513093,0.000017065797],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007187337,0.000026538302,0.00011596043,0.00064551487,0.00022957723,0.00003712888,0.030903064,0.04507288,0.14032522,0.0036692703,0.00045024906,0.7784527],"study_design_scores_gemma":[0.00009906553,0.00007814674,0.000020168689,0.0010414122,0.000015219802,0.000019818783,0.0012292649,0.95529747,0.037894983,0.0009840375,0.0030855625,0.00023484125],"about_ca_topic_score_codex":0.000021264479,"about_ca_topic_score_gemma":0.000006496947,"teacher_disagreement_score":0.9102246,"about_ca_system_score_codex":0.00008063739,"about_ca_system_score_gemma":0.000014711709,"threshold_uncertainty_score":0.7682925},"labels":[],"label_agreement":null},{"id":"W4392236910","doi":"10.2118/217935-ms","title":"Application of Hydraulic Port Collars in Two Stage Cementing Operations Reduces Rig Time/Drilling Cost in the Permian Basin","year":2024,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Casing; Drill; Drill string; Collar; Drilling; Drill pipe; Engineering; Port (circuit theory); Drilling engineering; Petroleum engineering; Mechanical engineering; Marine engineering; Annulus (botany); Drill bit; Hydraulic motor; Measurement while drilling; Mining engineering; Geology","score_opus":0.013485649959494486,"score_gpt":0.26494840173960676,"score_spread":0.2514627517801123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392236910","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8679866,0.00039185645,0.12282211,0.00064040074,0.00048193792,0.00041676042,0.00005102445,0.00015998386,0.007049304],"genre_scores_gemma":[0.9983771,0.0004970248,0.0005753566,0.00003421087,0.00015772319,0.0000618109,0.00017813439,0.000023250912,0.00009540621],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988618,0.000028602497,0.00043171935,0.00024467937,0.00024255995,0.00019062881],"domain_scores_gemma":[0.9996504,0.00010244291,0.00003129591,0.000114616894,0.00006960303,0.000031604526],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004774347,0.00015683583,0.00016302151,0.00033795624,0.000053971366,0.00019733372,0.00015384462,0.000058522783,0.00005637543],"category_scores_gemma":[0.000028811946,0.00014865494,0.00004252272,0.00031333684,0.000037655238,0.0003237655,0.000020428795,0.00023550459,0.000018602059],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000057141638,0.000026608357,0.0007365871,0.0000957976,0.000028565006,0.000013636765,0.0021358237,0.942916,0.029605981,0.00622505,0.000034250148,0.018176023],"study_design_scores_gemma":[0.000210042,0.00001066386,0.0009159226,0.00044024823,0.000009787239,0.000010186692,0.00038221007,0.98803484,0.0069001527,0.00052483816,0.00240147,0.00015964218],"about_ca_topic_score_codex":0.00028090226,"about_ca_topic_score_gemma":0.00023490461,"teacher_disagreement_score":0.13039047,"about_ca_system_score_codex":0.00009329794,"about_ca_system_score_gemma":0.00003469074,"threshold_uncertainty_score":0.6061973},"labels":[],"label_agreement":null},{"id":"W4392340811","doi":"","title":"Critères de découplage des ondes de compression en milieu poreux","year":2005,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Physics; Materials science","score_opus":0.00811739197492836,"score_gpt":0.21079110151072997,"score_spread":0.2026737095358016,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392340811","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33559293,0.025929412,0.5898969,0.007737013,0.0003268339,0.00017026794,0.00003587338,0.0006219178,0.039688863],"genre_scores_gemma":[0.76607573,0.003975838,0.21156396,0.0000610367,0.00011837824,0.000016815693,0.00005075591,0.000083686915,0.018053818],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9967886,0.0014712134,0.00040320263,0.00036483468,0.00024779985,0.000724335],"domain_scores_gemma":[0.99693596,0.0013620355,0.00008593768,0.00088458153,0.0003985303,0.0003329346],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0034502856,0.00032260088,0.0002769793,0.00015056618,0.00032827168,0.00024392332,0.00065893785,0.00027603988,0.00029848365],"category_scores_gemma":[0.00084009476,0.00038692294,0.00015286425,0.0003144178,0.00021583463,0.0003081678,0.00019821817,0.00051560195,0.00012486977],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012834853,0.00062602886,0.004277254,0.00088405365,0.0001420129,0.000028210543,0.04508234,0.3703254,0.076173365,0.042139757,0.006100837,0.45420793],"study_design_scores_gemma":[0.00039382817,4.357481e-7,0.0027787758,0.0024545055,0.000043775515,0.00003798036,0.0001635554,0.6648285,0.20513406,0.0012764309,0.12249791,0.00039028114],"about_ca_topic_score_codex":0.002163128,"about_ca_topic_score_gemma":0.0016684842,"teacher_disagreement_score":0.45381764,"about_ca_system_score_codex":0.00047304286,"about_ca_system_score_gemma":0.00012666237,"threshold_uncertainty_score":0.99985826},"labels":[],"label_agreement":null},{"id":"W4392435028","doi":"10.1016/j.tust.2024.105673","title":"Stress analysis of steel pipe installation in horizontal directional drilling based on strain monitoring","year":2024,"lang":"en","type":"article","venue":"Tunnelling and Underground Space Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Directional drilling; Strain (injury); Drilling; Engineering; Stress (linguistics); Trenchless technology; Structural engineering; Stress–strain curve; Mechanical engineering; Geology; Geotechnical engineering; Forensic engineering; Petroleum engineering; Marine engineering; Finite element method; Pipeline transport; Biology; Anatomy","score_opus":0.0076799700975093785,"score_gpt":0.21524133648450855,"score_spread":0.20756136638699918,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392435028","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.74524015,0.0017874871,0.25052798,0.00008773894,0.0004604729,0.000072690906,0.00002022985,0.0008596764,0.00094359205],"genre_scores_gemma":[0.9979054,0.00040519313,0.0015274244,0.0000011992067,0.00006436914,0.000008428788,0.00001759746,0.00003600397,0.000034392768],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990589,0.000011396175,0.000258986,0.00027316235,0.00014520783,0.0002523644],"domain_scores_gemma":[0.99958783,0.00017355116,0.000024013825,0.0001571446,0.000018559693,0.000038879076],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017036282,0.00019043042,0.00029762456,0.0018534083,0.000045410663,0.000048442293,0.00007670953,0.00021176695,0.0000054523725],"category_scores_gemma":[0.000016062244,0.00020725068,0.00007281579,0.0016270325,0.000045525772,0.000085854175,0.0000124382295,0.0003537004,0.0000014372229],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005900843,0.000017744129,0.004483596,0.00012602638,0.00018438723,0.000012188629,0.0001139246,0.9701265,0.016689384,0.0029824588,0.0000010417717,0.0052568144],"study_design_scores_gemma":[0.00015399468,0.000052813986,0.0014665282,0.00039819672,0.000105386076,0.0000021916421,0.00031627037,0.9869972,0.009581029,0.00063596555,0.00009363095,0.00019682616],"about_ca_topic_score_codex":0.00004089815,"about_ca_topic_score_gemma":0.00007675002,"teacher_disagreement_score":0.25266525,"about_ca_system_score_codex":0.00012438864,"about_ca_system_score_gemma":0.000015923655,"threshold_uncertainty_score":0.84514374},"labels":[],"label_agreement":null},{"id":"W4392646336","doi":"10.5194/egusphere-egu24-19192","title":"The Influence of Bioturbation on Sandstone Brittleness: A Comparative Analysis of Massive Sandstone versus Bioturbated Sandstone (Ordovician Qasim Formation-Saudi Arabia)","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Bioturbation; Ordovician; Geology; Geochemistry; Brittleness; Paleontology; Petrology; Geomorphology","score_opus":0.01796141785924462,"score_gpt":0.2608891211520611,"score_spread":0.24292770329281646,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392646336","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98044765,0.0035680265,0.0074900077,0.00011457517,0.0012511907,0.0006879639,0.00036210255,0.0005313163,0.0055471687],"genre_scores_gemma":[0.9977505,0.0011927426,0.0003175323,0.000009537093,0.00008621073,0.00009993105,0.00037901918,0.000052019863,0.000112478476],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973512,0.000060166047,0.0011547791,0.00046309107,0.0005688797,0.00040186205],"domain_scores_gemma":[0.99775153,0.0006116853,0.00037767433,0.0008172032,0.00033614232,0.00010577631],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00036302648,0.00057607226,0.0011624875,0.0011328805,0.00011193958,0.0001040144,0.00047426976,0.0004107348,0.000022451475],"category_scores_gemma":[0.0000817467,0.0004738634,0.0004721826,0.001971858,0.00017653154,0.00012134938,0.00021911302,0.00084108004,0.000023068415],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00013991058,0.000038238464,0.000060275186,0.0005927413,0.0033483119,0.0000026958207,0.0014281342,0.98764426,0.0038695985,0.00094896066,0.0002529813,0.0016739211],"study_design_scores_gemma":[0.00073575974,0.0001348851,0.004977284,0.0010856331,0.0018984645,9.4768353e-7,0.00047340672,0.9514893,0.03788673,0.00023430039,0.0004485616,0.0006346939],"about_ca_topic_score_codex":0.00032938848,"about_ca_topic_score_gemma":0.00035028285,"teacher_disagreement_score":0.0361549,"about_ca_system_score_codex":0.00028677387,"about_ca_system_score_gemma":0.00008663771,"threshold_uncertainty_score":0.9997713},"labels":[],"label_agreement":null},{"id":"W4392652598","doi":"10.20944/preprints202403.0448.v1","title":"Analysis of the Combined Effect of Major Influencing Parameters for Designing High Performance Single (sBHE) and Double (dBHE) U-Tube Borehole Heat Exchangers","year":2024,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Heat exchanger; Borehole; Tube (container); Materials science; Environmental science; Petroleum engineering; Geology; Mechanical engineering; Engineering; Geotechnical engineering","score_opus":0.03693910599801026,"score_gpt":0.2600375545670796,"score_spread":0.22309844856906935,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392652598","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9947655,0.00072656083,0.0022762644,0.000017952316,0.0007690051,0.00083445146,0.000039645813,0.00025746715,0.00031311164],"genre_scores_gemma":[0.9989422,0.00010519748,0.00053719495,0.000005804157,0.000038307953,0.00018870409,0.000026191796,0.00009312649,0.00006330543],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9981654,0.000048591566,0.00061462924,0.00053996925,0.0002609235,0.0003704404],"domain_scores_gemma":[0.9985491,0.00031050356,0.0001278513,0.00085905293,0.00007035117,0.000083112165],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008433732,0.00043529746,0.0009327809,0.00046854297,0.0000626692,0.00003071865,0.0004205058,0.00026191142,0.000012033504],"category_scores_gemma":[0.0000767938,0.0003726412,0.00040267062,0.00059312035,0.00008777082,0.00006521011,0.00066226575,0.00056221057,0.000005022798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000070666654,0.000012904831,0.056387443,0.0041642496,0.0016532607,7.490572e-7,0.00094134366,0.85900784,0.077373296,0.000011438565,0.0000045548804,0.0003722514],"study_design_scores_gemma":[0.00050255784,0.0000571922,0.016402278,0.0010445942,0.001670085,8.644618e-7,0.000022185543,0.37471938,0.60522246,0.00005005537,0.000014604673,0.00029371236],"about_ca_topic_score_codex":0.00028057472,"about_ca_topic_score_gemma":0.000008011355,"teacher_disagreement_score":0.5278492,"about_ca_system_score_codex":0.0001546326,"about_ca_system_score_gemma":0.000027329623,"threshold_uncertainty_score":0.99987257},"labels":[],"label_agreement":null},{"id":"W4392682638","doi":"10.2118/218047-ms","title":"Scaled Physical Modeling of Cyclic CO2 Injection in Unconsolidated Heavy Oil Reservoirs Using Geotechnical Centrifuge and Additive Manufacturing Technologies","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan; University of Alberta","funders":"","keywords":"Centrifuge; Petroleum engineering; Geotechnical engineering; Geology","score_opus":0.011024668216121193,"score_gpt":0.22618988498556847,"score_spread":0.21516521676944728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392682638","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.95437187,0.0005726321,0.042830538,0.000020866433,0.00014319913,0.00006287744,0.000011266987,0.0016408286,0.00034592126],"genre_scores_gemma":[0.9988508,0.0002973288,0.0007446479,0.0000013076046,0.00003786809,0.000008305252,0.0000064992964,0.000040238487,0.000012987375],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99907887,0.000009242037,0.00026342194,0.00024100074,0.000120094875,0.00028738152],"domain_scores_gemma":[0.9997005,0.0000885101,0.0000118862245,0.0001491255,0.000014646007,0.00003531801],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011508204,0.00018270004,0.0002623098,0.0003564869,0.000029545192,0.00004086194,0.00008579826,0.00015985126,0.0000030543963],"category_scores_gemma":[0.000032546093,0.0001760315,0.000050174214,0.00034012517,0.00004833633,0.00018474307,0.0000663851,0.000422146,0.0000023447901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008208005,0.000011379999,0.0000085930815,0.00021590578,0.000027193464,0.000012656059,0.00010141403,0.983817,0.008482967,0.00015646966,0.000006510264,0.007151727],"study_design_scores_gemma":[0.0001381756,0.000015613716,0.000009237103,0.0004468018,0.000013727945,0.00001696586,0.00019278718,0.8645906,0.13400148,0.00036645556,0.000046355366,0.00016181527],"about_ca_topic_score_codex":0.000103732134,"about_ca_topic_score_gemma":0.000016144855,"teacher_disagreement_score":0.1255185,"about_ca_system_score_codex":0.00011004058,"about_ca_system_score_gemma":0.000011469524,"threshold_uncertainty_score":0.71783566},"labels":[],"label_agreement":null},{"id":"W4392726670","doi":"10.2118/218363-ms","title":"Rethinking Coiled Tubing String Lifespan Assessment: Leveraging Frequent Inspections for Enhanced Operational Insights","year":2024,"lang":"en","type":"article","venue":"SPE/ICoTA Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Coiled tubing; String (physics); Computer science; Engineering; Physics; Petroleum engineering","score_opus":0.024566978049823884,"score_gpt":0.2642700984590577,"score_spread":0.2397031204092338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392726670","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22797523,0.00071473385,0.7649927,0.00012327459,0.0014057247,0.00025955494,0.000015914684,0.00065778726,0.0038550345],"genre_scores_gemma":[0.9961423,0.00038927468,0.0024229158,0.000022246486,0.00038037545,0.00010111231,0.00021774597,0.00004656186,0.00027743477],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99876404,0.000028487519,0.00042640374,0.00035563772,0.00016938412,0.00025604162],"domain_scores_gemma":[0.9995757,0.00008051353,0.000036626872,0.00012792685,0.00009758219,0.00008165858],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024338563,0.00022921123,0.00019968397,0.0002764899,0.00022639307,0.00057274936,0.000078983365,0.000113537564,0.00015521502],"category_scores_gemma":[0.000018213903,0.00024991992,0.00014571863,0.00017923853,0.000030144884,0.00064979226,0.000028785931,0.00032404883,0.000023895866],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000036716938,0.00015703715,0.00015650514,0.0038277188,0.0006151198,0.000025491794,0.007406076,0.35117486,0.31213194,0.25973752,0.0014957908,0.06323525],"study_design_scores_gemma":[0.00050412095,0.00008167613,0.0001713812,0.0024189556,0.00005509982,0.000012781898,0.0003431521,0.9355277,0.044754393,0.01267419,0.0030948955,0.00036165712],"about_ca_topic_score_codex":0.000038061964,"about_ca_topic_score_gemma":0.000043795873,"teacher_disagreement_score":0.7681671,"about_ca_system_score_codex":0.00017567896,"about_ca_system_score_gemma":0.000033414854,"threshold_uncertainty_score":0.9999953},"labels":[],"label_agreement":null},{"id":"W4392726737","doi":"10.2118/218057-ms","title":"Chemical Tracing Diagnostic Application for Monitoring Flow Contribution in Unstimulated Open Hole Multi-Lateral Wells Utilizing An Engineered Solid Carrier","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tracing; Computer science; Flow (mathematics); Petroleum engineering; Materials science; Geology; Mechanics; Physics","score_opus":0.016507026312977794,"score_gpt":0.28285468577601697,"score_spread":0.2663476594630392,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392726737","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41818756,0.00047375445,0.5788647,0.000017961951,0.0006920311,0.00074474973,0.00003564611,0.00091938424,0.0000642172],"genre_scores_gemma":[0.9921572,0.00003324006,0.0070227236,0.000004588411,0.0002459894,0.00026016115,0.00016094153,0.000089254274,0.000025873147],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987407,0.000010294395,0.000369148,0.00034243724,0.00009615456,0.00044127187],"domain_scores_gemma":[0.9993837,0.00023657251,0.0000123408745,0.00019835768,0.00004109133,0.00012794143],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00026474614,0.00024471816,0.00027140442,0.00015418572,0.000044386183,0.00021985364,0.00020682738,0.00017300513,0.0000071258946],"category_scores_gemma":[0.00009293927,0.0002632553,0.00006111149,0.00028468942,0.000009604836,0.00047116278,0.000032752632,0.00027291387,0.000011954522],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006569598,0.000017717404,0.00017808987,0.00013722783,0.000028466111,0.000007166809,0.00024812543,0.85068864,0.14225349,0.0000887832,0.0000127196845,0.0063330317],"study_design_scores_gemma":[0.00060520717,0.0000137933885,0.00016378387,0.00027232207,0.000020808407,0.0000033196177,0.000028233213,0.8197309,0.17859413,0.00003657627,0.00026338545,0.00026754566],"about_ca_topic_score_codex":0.00006849862,"about_ca_topic_score_gemma":0.0000077104605,"teacher_disagreement_score":0.57396966,"about_ca_system_score_codex":0.00020617936,"about_ca_system_score_gemma":0.000018713194,"threshold_uncertainty_score":0.99998194},"labels":[],"label_agreement":null},{"id":"W4392759067","doi":"10.5194/egusphere-egu24-13401","title":"Construction cost evolution of standing column wells in the area of Montreal, Canada.","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Column (typography); Geology; Environmental science; Engineering; Telecommunications","score_opus":0.0068654230931968424,"score_gpt":0.17906228902068005,"score_spread":0.1721968659274832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392759067","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7277056,0.008632032,0.12988876,0.00019566702,0.0077719893,0.0016347014,0.0007618722,0.0005298285,0.12287956],"genre_scores_gemma":[0.99941546,0.00017170185,0.0002527955,0.0000022202862,0.000042235657,0.00001707663,0.000016537677,0.000022855782,0.00005911571],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991218,0.000014704458,0.00036423295,0.00013959064,0.00020830496,0.00015137614],"domain_scores_gemma":[0.9995846,0.000075116586,0.000046160556,0.00023674592,0.000033681496,0.000023696768],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020100891,0.00015422293,0.00026879323,0.00014865733,0.000010349427,0.000016307142,0.00014471372,0.0001258528,0.000016942344],"category_scores_gemma":[0.00001564927,0.00013392922,0.00005246121,0.00019877097,0.000025582342,0.000015882259,0.00005833527,0.00040782144,7.037028e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021986968,0.0000040393384,0.00044287927,0.00086354866,0.000048673446,0.000003895137,0.00015910353,0.9936548,0.00022444145,0.0011344192,0.0025950049,0.0008669793],"study_design_scores_gemma":[0.00014996613,0.000008713819,0.0019242507,0.00110348,0.00006196465,0.000008851198,0.00097399857,0.99032724,0.002360169,0.0017202373,0.0011230555,0.00023806267],"about_ca_topic_score_codex":0.45042023,"about_ca_topic_score_gemma":0.4063916,"teacher_disagreement_score":0.27170986,"about_ca_system_score_codex":0.00048169482,"about_ca_system_score_gemma":0.00018463972,"threshold_uncertainty_score":0.6044402},"labels":[],"label_agreement":null},{"id":"W4392774805","doi":"10.4043/34667-ms","title":"Successful Decarbonization of Drilling Fluids by Using Highly Efficient Technology and Reduced Chemical Usage, Logistics, and Casing Sections","year":2024,"lang":"en","type":"article","venue":"Offshore Technology Conference Asia","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact; Canadian Standards Association","funders":"","keywords":"Casing; Petroleum engineering; Drilling; Drilling fluid; Fossil fuel; Process engineering; Manufacturing engineering; Environmental science; Mechanical engineering; Engineering; Waste management","score_opus":0.008833219091071915,"score_gpt":0.22364319571199875,"score_spread":0.21480997662092685,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392774805","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7783551,0.0031536738,0.2165299,0.000145626,0.00021890004,0.00009928872,0.000011630479,0.00111351,0.00037232603],"genre_scores_gemma":[0.99515384,0.00022157258,0.0045153117,0.0000012780949,0.000027836433,0.0000085992115,0.000009892816,0.000042542626,0.000019096766],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989855,0.000006928801,0.00029274533,0.00033248885,0.00009061589,0.00029167917],"domain_scores_gemma":[0.99959236,0.000044568023,0.00002884962,0.0002081244,0.00007644914,0.000049654413],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0000942394,0.00021757103,0.00028247273,0.0007936689,0.00006606489,0.000055446275,0.000133424,0.0004487363,0.000007297232],"category_scores_gemma":[0.000080215264,0.00023447677,0.000022110416,0.0009697882,0.00037287746,0.00005776795,0.00007810539,0.00039191026,0.0000014380898],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031364352,0.000017706772,0.0008408844,0.0003108009,0.00009684675,0.000021140644,0.0001466939,0.0754047,0.8755768,0.01344566,0.00003723452,0.034098376],"study_design_scores_gemma":[0.00008631543,0.000021591954,0.0000113184915,0.00025444536,0.000051106475,0.00010554898,0.00015757886,0.74619764,0.25211146,0.00053702435,0.00027598633,0.00018995423],"about_ca_topic_score_codex":0.000009577884,"about_ca_topic_score_gemma":0.0000021024737,"teacher_disagreement_score":0.67079294,"about_ca_system_score_codex":0.00006734723,"about_ca_system_score_gemma":0.000035660632,"threshold_uncertainty_score":0.95616853},"labels":[],"label_agreement":null},{"id":"W4393208374","doi":"10.25144/16047","title":"ACOUSTIC MEASUREMENT OF MOBILE LAYER THICKNESS AND VELOCITY IN AVALANCHING SUB-AQUEOUS GRANULAR FLOW","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland; Dalhousie University","funders":"","keywords":"Layer (electronics); Flow (mathematics); Materials science; Aqueous solution; Geology; Composite material; Mechanics; Physics; Chemistry","score_opus":0.012792456723340635,"score_gpt":0.19868042666458827,"score_spread":0.18588796994124762,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4393208374","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9211439,0.0006641851,0.076635614,0.0000073168103,0.00028500365,0.00013426927,0.000003272048,0.00052007294,0.000606375],"genre_scores_gemma":[0.99918586,0.00022477105,0.0004916751,0.0000039452743,0.000026534808,0.00001981493,0.0000025928352,0.00002761893,0.000017165896],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992801,0.000010594727,0.00018829027,0.00011786196,0.00019066458,0.00021251888],"domain_scores_gemma":[0.9997591,0.000040533636,0.000009663929,0.00012186981,0.000025745112,0.00004311676],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044681734,0.00011331359,0.00018209941,0.00013236166,0.000019371759,0.000012353383,0.000060006405,0.000059832422,0.000007213509],"category_scores_gemma":[0.000031383315,0.00011106066,0.000025774338,0.00024424726,0.000010934397,0.000047473706,0.000021757767,0.00013657077,0.000012463637],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000015063264,0.000005907211,0.00050286157,0.0002577294,0.000011331637,0.000008924636,0.000322014,0.93839484,0.054166976,0.0000080567615,0.00007847965,0.006241344],"study_design_scores_gemma":[0.00020892994,0.000010960056,0.0029165295,0.00010287879,0.000008242788,0.0000033710583,0.000057967845,0.9756266,0.020739274,0.00006186456,0.00012645332,0.00013693098],"about_ca_topic_score_codex":0.000043797572,"about_ca_topic_score_gemma":0.00007078806,"teacher_disagreement_score":0.078041986,"about_ca_system_score_codex":0.00004096863,"about_ca_system_score_gemma":0.000007903335,"threshold_uncertainty_score":0.4528922},"labels":[],"label_agreement":null},{"id":"W4394613081","doi":"10.3390/pr12040755","title":"Characterization and Quantitative Assessment of Shale Fracture Characteristics and Fracability Based on a Three-Dimensional Digital Core","year":2024,"lang":"en","type":"article","venue":"Processes","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"National Natural Science Foundation of China","keywords":"Core (optical fiber); Oil shale; Characterization (materials science); Fracture (geology); Geology; Petroleum engineering; Geotechnical engineering; Materials science; Composite material; Paleontology; Nanotechnology","score_opus":0.01291427635735599,"score_gpt":0.24710252848937658,"score_spread":0.2341882521320206,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394613081","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8420137,0.0005608908,0.15677285,0.00004170085,0.00010116898,0.00009333313,0.00015526132,0.00017332677,0.00008775094],"genre_scores_gemma":[0.9989175,0.00005867419,0.0008192568,0.000017683189,0.0000311398,0.000010240601,0.0001158935,0.00002205724,0.0000075302655],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995028,0.0000023896696,0.000139065,0.0001530086,0.00011328114,0.00008949593],"domain_scores_gemma":[0.999644,0.00018137723,0.000019646814,0.00006361954,0.00005318564,0.000038169528],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000057908983,0.00012000425,0.00014171019,0.000063769025,0.000023627676,0.00007575722,0.000028490376,0.000049203292,0.000009681815],"category_scores_gemma":[0.00006830129,0.00010541064,0.000013245664,0.00012304499,0.00003189842,0.0001752104,0.000010318487,0.00011750398,0.0000010776232],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00016281132,0.00051928737,0.2820464,0.084797725,0.00047151203,0.00007493298,0.0026654261,0.462104,0.053060155,0.0019304616,0.0001390752,0.11202819],"study_design_scores_gemma":[0.000073835436,0.000064914064,0.05108608,0.0004255279,0.000013575849,0.0000021680019,0.0000070948104,0.9463791,0.0010404817,0.00011140395,0.00067457935,0.00012122827],"about_ca_topic_score_codex":0.0000011091621,"about_ca_topic_score_gemma":8.04796e-7,"teacher_disagreement_score":0.4842751,"about_ca_system_score_codex":0.0000139933,"about_ca_system_score_gemma":0.000033309232,"threshold_uncertainty_score":0.42985213},"labels":[],"label_agreement":null},{"id":"W4394748779","doi":"10.1007/s00603-024-03860-3","title":"Novel Sub-core Extraction Method Using CNC Milling for Water-Sensitive and Fragile Rock","year":2024,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada); University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Core (optical fiber); Extraction (chemistry); Geology; Materials science; Composite material; Chromatography; Chemistry","score_opus":0.01656239134571138,"score_gpt":0.23870178443577791,"score_spread":0.22213939309006653,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394748779","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.024568263,0.0026975842,0.9701455,0.000012344942,0.0014726849,0.00025092042,0.00003562918,0.0008050349,0.000012012092],"genre_scores_gemma":[0.9756592,0.0004483216,0.023195097,0.000007851053,0.00041529888,0.000028422446,0.000025068977,0.00018798019,0.000032785418],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985573,0.000004766426,0.00031972546,0.00042848344,0.00014315006,0.0005465664],"domain_scores_gemma":[0.99945563,0.00015739317,0.000017876837,0.00014940147,0.000050544655,0.00016913579],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024427875,0.00040173516,0.0003522377,0.0002745672,0.00018741695,0.0001413758,0.00006921625,0.00022624257,0.0000028639777],"category_scores_gemma":[0.00002562141,0.00038237456,0.00010223848,0.00017509001,3.6986734e-7,0.000251513,0.00006589784,0.00035765802,0.0000041289204],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028573759,0.0000035114206,2.1745849e-7,0.0004990329,0.00006956956,0.0000066355583,0.00023835148,0.5973376,0.4004828,0.00095202937,0.000008741119,0.00039865667],"study_design_scores_gemma":[0.00020689791,0.000033884404,0.0000010281921,0.00036563067,0.00008940035,0.00020307212,0.00006645399,0.84420097,0.15172741,0.00015611027,0.0025089954,0.0004401168],"about_ca_topic_score_codex":0.000009096699,"about_ca_topic_score_gemma":0.0000018399813,"teacher_disagreement_score":0.95109093,"about_ca_system_score_codex":0.00009619047,"about_ca_system_score_gemma":0.0000103319735,"threshold_uncertainty_score":0.9998628},"labels":[],"label_agreement":null},{"id":"W4394975207","doi":"10.1093/gji/ggae142","title":"An extended continuum-mechanics standard linear solid rheology for fluid-saturated porous rock","year":2024,"lang":"en","type":"article","venue":"Geophysical Journal International","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"Fundamental Research Funds for the Central Universities; National Natural Science Foundation of China; Taishan Scholar Foundation of Shandong Province","keywords":"Rheology; Geology; Continuum mechanics; Porosity; Mechanics; Fluid mechanics; Porous medium; Geotechnical engineering; Physics; Thermodynamics","score_opus":0.006855668292155404,"score_gpt":0.2624312935739558,"score_spread":0.2555756252818004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4394975207","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.054220237,0.00032034706,0.93792284,0.0002227736,0.0063006706,0.00009286,0.00011790436,0.0005104145,0.00029195557],"genre_scores_gemma":[0.99347365,0.00010650063,0.0027604988,0.000055763237,0.0029382068,0.000011799661,0.00007899866,0.00006494937,0.00050960795],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99893385,0.000013932751,0.00031380457,0.00018571955,0.0002458823,0.0003067951],"domain_scores_gemma":[0.99944067,0.00008447547,0.000027443972,0.0001040897,0.00019625764,0.00014708043],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015742583,0.00018661554,0.00021509573,0.00013889874,0.000065447115,0.00020228853,0.00026040888,0.00010291087,0.00008710916],"category_scores_gemma":[0.000038262187,0.00017338066,0.00015098396,0.000099727426,0.000009598554,0.00028125828,0.000019774576,0.00043348406,0.0000548376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00014228742,0.00007802656,0.000004162616,0.00008141257,0.00069313456,0.00020373492,0.00026473982,0.84885085,0.08912765,0.027043244,0.00963976,0.023870997],"study_design_scores_gemma":[0.00036672424,0.00015785368,0.00003066491,0.00007933352,0.000027671187,0.0002020595,0.00001843534,0.96679574,0.0072041824,0.0054451856,0.019470196,0.00020198048],"about_ca_topic_score_codex":0.0000016893164,"about_ca_topic_score_gemma":0.0000018713389,"teacher_disagreement_score":0.93925345,"about_ca_system_score_codex":0.00011789766,"about_ca_system_score_gemma":0.000039376486,"threshold_uncertainty_score":0.70702577},"labels":[],"label_agreement":null},{"id":"W4395008046","doi":"10.2118/218132-ms","title":"Cyclic Gas Injection EOR Pilot in Tight Viking Sand Pool","year":2024,"lang":"en","type":"article","venue":"SPE Improved Oil Recovery Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ARC Resources (Canada)","funders":"","keywords":"Petroleum engineering; Geology; Tight gas; Geotechnical engineering; Hydraulic fracturing","score_opus":0.01113736363122919,"score_gpt":0.20753034055231726,"score_spread":0.19639297692108806,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395008046","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7718305,0.0036217677,0.12147476,0.00018457441,0.009456494,0.00026810364,0.000040120103,0.0029151412,0.09020855],"genre_scores_gemma":[0.996692,0.0010598209,0.00045230798,0.00002001646,0.00027212844,0.000028537013,0.000012280713,0.000068707355,0.001394212],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99882036,0.00001645449,0.00030456102,0.00032556566,0.00012467397,0.00040837008],"domain_scores_gemma":[0.99956024,0.00009531017,0.000018999828,0.00021665767,0.00002432595,0.00008445634],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018260106,0.00025157141,0.00022674832,0.0002852522,0.00003337839,0.00023935645,0.00014400345,0.000108091604,0.00010726841],"category_scores_gemma":[0.00004881201,0.00026242036,0.0000647613,0.0003675833,0.000019729001,0.00035788116,0.000028941238,0.00044465662,0.00014832226],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000032740132,0.00002499672,0.000075943644,0.0007046083,0.00007082778,0.000046159425,0.00029235744,0.17244206,0.25031275,0.00049917866,0.00031401147,0.5751844],"study_design_scores_gemma":[0.0003262275,0.00016267078,0.00022652069,0.0007271839,0.000019812327,0.000030060783,0.000027159562,0.9572825,0.03206267,0.0011436808,0.007503452,0.00048809554],"about_ca_topic_score_codex":0.00016430592,"about_ca_topic_score_gemma":0.00014711524,"teacher_disagreement_score":0.7848404,"about_ca_system_score_codex":0.00018293664,"about_ca_system_score_gemma":0.00006298529,"threshold_uncertainty_score":0.9999828},"labels":[],"label_agreement":null},{"id":"W4395083574","doi":"10.2118/218848-ms","title":"Efficient and Sustainable Scale Removal: Unveiling the Power of Pressure Pulsing in Restoring Wellbore Accessibility","year":2024,"lang":"en","type":"article","venue":"SPE Western Regional Meeting","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Wavefront Wireless Commercialization Centre","funders":"","keywords":"Wellbore; Scale (ratio); Petroleum engineering; Power (physics); Environmental science; Computer science; Engineering; Physics","score_opus":0.009571754420713069,"score_gpt":0.233847116973647,"score_spread":0.22427536255293393,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395083574","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9834186,0.011603642,0.0017608791,0.00016223262,0.00032984753,0.00016326351,0.000001494443,0.00022692453,0.0023331083],"genre_scores_gemma":[0.9988954,0.000077839875,0.0005257263,0.000007590724,0.00011841979,0.00000625006,0.0000012276619,0.000048265483,0.00031929172],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99871194,0.000035012396,0.00033103387,0.00028057813,0.00024029647,0.0004011645],"domain_scores_gemma":[0.9994283,0.00021101638,0.000031340034,0.00023752058,0.00003921801,0.00005265946],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009672943,0.0001739586,0.00019710464,0.00014816665,0.00007883891,0.000103382874,0.000160809,0.0000773397,0.000002689628],"category_scores_gemma":[0.000058565343,0.00014199731,0.000055145425,0.0003497047,0.00006003097,0.00010289398,0.00009815499,0.0003173172,0.0000017188592],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007982307,0.000009035146,0.009144427,0.0012230948,0.000026464193,0.000053094158,0.0019444515,0.9841722,0.0019924282,0.00033800816,0.000020711945,0.0010681038],"study_design_scores_gemma":[0.00020972073,0.000017235448,0.012847151,0.0027027288,0.000036419377,0.00007090237,0.0017499124,0.9700973,0.0026713433,0.00036821383,0.0088983225,0.0003307532],"about_ca_topic_score_codex":0.00008183211,"about_ca_topic_score_gemma":0.000021745253,"teacher_disagreement_score":0.01547678,"about_ca_system_score_codex":0.00007230174,"about_ca_system_score_gemma":0.000023274955,"threshold_uncertainty_score":0.5790482},"labels":[],"label_agreement":null},{"id":"W4395444871","doi":"10.1016/j.conbuildmat.2024.136360","title":"Effects of compressive cyclic loading on the fatigue properties of oil-well cement slurries serving in deep downhole environments","year":2024,"lang":"en","type":"article","venue":"Construction and Building Materials","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Slurry; Cement; Materials science; Cyclic stress; Oil well; Compressive strength; Composite material; Curing (chemistry); Geotechnical engineering; Petroleum engineering; Geology","score_opus":0.008212672018900026,"score_gpt":0.18555533333600105,"score_spread":0.17734266131710102,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4395444871","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9954182,0.0011019636,0.0024322262,0.000013487544,0.00076827087,0.00009059348,0.0000033154167,0.000058494184,0.00011345969],"genre_scores_gemma":[0.99920243,0.00038217456,0.0003335701,0.000003998052,0.000035352892,0.000017435643,0.0000010160139,0.00001617802,0.00000787257],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999434,0.000026707974,0.00023510618,0.00010882413,0.000081212514,0.00011414285],"domain_scores_gemma":[0.9998012,0.00006483837,0.000032975357,0.000079018886,0.000004271684,0.000017685352],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011711748,0.000114024464,0.00017838235,0.00009996678,0.00003053958,0.000044773256,0.000057091704,0.000041624546,0.000018596491],"category_scores_gemma":[0.000015449383,0.00008415429,0.000017734787,0.0000664304,0.0000656357,0.0000719238,0.00002880915,0.000060188628,0.0000017944683],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005374972,0.0000043278924,0.00005517348,0.0013707717,0.000030946598,0.0000012218161,0.00035517916,0.04495203,0.9492826,0.00092609157,0.0000032984192,0.0030130032],"study_design_scores_gemma":[0.00011994519,0.000012070864,0.000110697016,0.001903867,0.000015506408,0.0000041297353,0.000106208936,0.009218926,0.9881643,0.000062284125,0.0001961895,0.000085875465],"about_ca_topic_score_codex":0.000012840827,"about_ca_topic_score_gemma":4.0485187e-7,"teacher_disagreement_score":0.038881723,"about_ca_system_score_codex":0.000024514346,"about_ca_system_score_gemma":0.0000026495388,"threshold_uncertainty_score":0.34317127},"labels":[],"label_agreement":null},{"id":"W4396559198","doi":"10.2118/0524-0112-jpt","title":"Foamed Cement Mitigates Gas Migration in Shallow Thermal Wells in Alberta","year":2024,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Petroleum engineering; Cement; Geology; Thermal; Environmental science; Geotechnical engineering; Materials science; Composite material; Geography; Meteorology","score_opus":0.003042619107939551,"score_gpt":0.18640809409940717,"score_spread":0.18336547499146763,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396559198","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99065644,0.0034846254,0.0018727363,0.0026293134,0.0005921505,0.00003448756,6.773946e-7,0.00011553364,0.00061406154],"genre_scores_gemma":[0.99879616,0.0004947183,0.0004963251,0.000011590349,0.00008287118,0.0000055512187,9.1245715e-7,0.000027091635,0.00008477572],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991386,0.000009517059,0.00041476625,0.00009275912,0.000105580264,0.00023878166],"domain_scores_gemma":[0.9997684,0.00005664565,0.00003255277,0.00009689233,0.000014222294,0.000031303814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020355673,0.00012412659,0.00022078305,0.0010707558,0.0000072546472,0.000024658471,0.00015964483,0.00015599148,0.000022562539],"category_scores_gemma":[0.000031091397,0.00011421567,0.000060954288,0.00036971972,0.000019534604,0.00011835586,0.00001562428,0.0005321882,0.000019438852],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011357819,0.00004142492,0.011130267,0.00014418068,0.00007603601,0.0003594507,0.00033443907,0.9083828,0.06286088,0.0012123144,0.00035632285,0.015090545],"study_design_scores_gemma":[0.0008092831,0.00021030674,0.0027737871,0.0009486064,0.00002567423,0.00020507055,0.00021697785,0.9287535,0.031590287,0.0017238213,0.032443456,0.00029925012],"about_ca_topic_score_codex":0.00005328208,"about_ca_topic_score_gemma":0.00041975966,"teacher_disagreement_score":0.032087136,"about_ca_system_score_codex":0.00015121583,"about_ca_system_score_gemma":0.000019779385,"threshold_uncertainty_score":0.465758},"labels":[],"label_agreement":null},{"id":"W4396603655","doi":"10.1007/978-3-031-59419-9_11","title":"Microstructural Consequences of Alkali-Carbonate Reaction","year":2024,"lang":"en","type":"book-chapter","venue":"Rilem bookseries","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Carbonate; Alkali metal; Geology; Geochemistry; Chemistry; Organic chemistry","score_opus":0.00911375846848476,"score_gpt":0.18749096705601803,"score_spread":0.17837720858753328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396603655","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0014090555,0.008444219,0.00009064034,0.00002645647,0.0031011475,0.00015546705,0.00020808817,0.0010194324,0.9855455],"genre_scores_gemma":[0.4417596,0.0022939427,0.00053703366,0.000012840258,0.00058771647,0.00001254975,0.000112208334,0.00029831982,0.5543858],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99906117,0.0000019617717,0.00035728756,0.0002170264,0.00016177999,0.00020078222],"domain_scores_gemma":[0.999582,0.000030934578,0.000060323055,0.0002353142,0.000038344035,0.000053119235],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000051767263,0.00036322794,0.00040428783,0.00016270438,0.000027124866,0.000040817606,0.00012285545,0.000259845,0.00007623171],"category_scores_gemma":[0.000003819868,0.00036215116,0.00016444374,0.00002319418,0.00019215958,0.00008251299,0.000030184123,0.0003525427,0.000077190496],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004250998,0.000003284348,0.00000682139,0.0052850875,0.001439532,0.00017616736,0.0011475278,0.04653064,0.272859,0.65978765,0.005202488,0.0075192573],"study_design_scores_gemma":[0.0001287969,0.00005484146,0.000008408661,0.001631745,0.00022014084,0.00012642988,0.00003445398,0.0040970757,0.06243092,0.068642385,0.8616918,0.0009330235],"about_ca_topic_score_codex":0.000021016618,"about_ca_topic_score_gemma":0.000011829641,"teacher_disagreement_score":0.8564893,"about_ca_system_score_codex":0.00007343493,"about_ca_system_score_gemma":0.000027850847,"threshold_uncertainty_score":0.99988306},"labels":[],"label_agreement":null},{"id":"W4396660941","doi":"10.1002/cjce.25296","title":"Performance and mechanism of <scp>DL‐alanine</scp> ionic liquid shale inhibitor","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Mechanism (biology); Chemistry; Alanine; Oil shale; Biochemistry; Amino acid; Waste management; Engineering; Physics","score_opus":0.004412112039856542,"score_gpt":0.15663914742837273,"score_spread":0.1522270353885162,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396660941","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9922432,0.0039605,0.0023510847,0.00004757861,0.00084615446,0.000045229943,0.0000066132684,0.00008240682,0.0004172384],"genre_scores_gemma":[0.99911255,0.00008326238,0.0003172971,0.000007064584,0.0003865259,0.0000019133454,0.0000010827143,0.000054036125,0.00003628372],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991349,0.00000377822,0.00031985677,0.000082400475,0.00014544683,0.0003136033],"domain_scores_gemma":[0.9993875,0.00011856432,0.000026752108,0.00011564901,0.000042241878,0.00030926103],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021089683,0.00016748722,0.00022207647,0.00021096619,0.000028770277,0.00005562302,0.00019605634,0.000097545846,0.000007690357],"category_scores_gemma":[0.00008188839,0.00013878132,0.00008003251,0.00022204834,0.00003380911,0.00013132308,0.000013612804,0.00048244913,0.0000040900527],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002276485,0.0000028308907,0.00002080729,0.0008270269,0.00016193617,0.000065169545,0.0010147871,0.6364673,0.35767257,0.0020726637,0.0007281446,0.0009644924],"study_design_scores_gemma":[0.00012296851,0.0000547556,0.000019842073,0.00066947466,0.000041814772,0.00033669,0.0000163488,0.6883209,0.3077744,0.000052106858,0.0024962947,0.00009445354],"about_ca_topic_score_codex":0.000044688586,"about_ca_topic_score_gemma":0.000008706037,"teacher_disagreement_score":0.05185357,"about_ca_system_score_codex":0.0001156525,"about_ca_system_score_gemma":0.00010257104,"threshold_uncertainty_score":0.5659338},"labels":[],"label_agreement":null},{"id":"W4396703426","doi":"10.2118/219363-ms","title":"Novel Cement Design for Water Shutoff Application in North Kuwait Heavy Oil Field.","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Cement; Petroleum engineering; Oil field; Environmental science; Field (mathematics); Engineering; Computer science; Civil engineering; Materials science; Metallurgy","score_opus":0.014369761705078811,"score_gpt":0.2051343352693516,"score_spread":0.1907645735642728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396703426","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011110828,0.00016783098,0.9862546,0.00014208815,0.00028844565,0.00011564778,0.000002604158,0.00046529085,0.0014526703],"genre_scores_gemma":[0.9857638,0.000042217634,0.012963769,0.000043616037,0.00011298187,0.00020025004,0.000021058557,0.000035075467,0.0008172487],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994752,0.0000015283749,0.00013900627,0.00013164921,0.000054632383,0.00019798591],"domain_scores_gemma":[0.9998044,0.00005218057,0.000002013411,0.000103654376,0.00000798969,0.000029765346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009742004,0.00009487876,0.00008175621,0.00007669725,0.000013254923,0.000041270898,0.000060821407,0.0000445835,0.000017920001],"category_scores_gemma":[0.0000030002416,0.0000760938,0.000031029565,0.00008786859,0.00000214946,0.00006409139,0.000008810153,0.000075407566,0.00005159075],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003334634,0.000008881911,0.000015032394,0.00022297827,0.0000145341555,7.500023e-7,0.00016354735,0.9581588,0.01338701,0.00046429783,0.0008242953,0.02673655],"study_design_scores_gemma":[0.00011018325,0.000015477806,0.000015348538,0.00002394243,0.0000050808735,8.9468193e-7,0.000006605682,0.9039424,0.06285278,0.000043018983,0.032867804,0.0001164395],"about_ca_topic_score_codex":0.000030710227,"about_ca_topic_score_gemma":0.000057945967,"teacher_disagreement_score":0.97465295,"about_ca_system_score_codex":0.000045790144,"about_ca_system_score_gemma":0.0000043668065,"threshold_uncertainty_score":0.3103015},"labels":[],"label_agreement":null},{"id":"W4396709499","doi":"10.1139/cgj-2023-0567","title":"A novel consolidation analysis framework: universal function approximators regularized by physical principles","year":2024,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Consolidation (business); Geotechnical engineering; Function (biology); Computer science; Geology; Economics","score_opus":0.00825656397299921,"score_gpt":0.19712339738491913,"score_spread":0.18886683341191993,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396709499","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02130227,0.00039648396,0.9765809,0.00021862338,0.000534842,0.00006723324,0.00004343472,0.00048923347,0.00036693856],"genre_scores_gemma":[0.9973555,0.000050328683,0.0020358933,0.000034284938,0.00032094342,0.0000043862515,0.000036153288,0.00004413474,0.00011834996],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989758,0.000013908053,0.00022758511,0.00018868626,0.00019206801,0.0004019592],"domain_scores_gemma":[0.9991697,0.00007093807,0.000020531957,0.0001715425,0.000035310117,0.00053194264],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021016468,0.00017616525,0.00022861258,0.0005659934,0.00011282756,0.00024015916,0.00015880093,0.00021545049,0.00006886694],"category_scores_gemma":[0.000050273014,0.00017763065,0.00021596729,0.0009461239,0.00004100719,0.00017781707,0.000011328368,0.000893449,0.000026683609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004016601,0.000009928841,0.000013847069,0.000029972252,0.0005957034,0.000041899722,0.00007016863,0.98304325,0.0038679496,0.006743412,0.0018164341,0.0037633965],"study_design_scores_gemma":[0.000098578785,0.000016897873,0.00009452221,0.00007338094,0.00032154997,0.00006385231,0.000025943693,0.9458056,0.00021221532,0.0005053957,0.052575424,0.00020663184],"about_ca_topic_score_codex":0.00044027495,"about_ca_topic_score_gemma":0.00018093598,"teacher_disagreement_score":0.97605324,"about_ca_system_score_codex":0.0004577545,"about_ca_system_score_gemma":0.00013964408,"threshold_uncertainty_score":0.7243568},"labels":[],"label_agreement":null},{"id":"W4396721188","doi":"10.1016/j.geoen.2024.212894","title":"Drainage flows in oil and gas well plugging: Experiments and modeling","year":2024,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Université Laval; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; Petroleum Technology Alliance Canada","keywords":"Drainage; Geology; Fluid dynamics; Petroleum engineering; Geotechnical engineering; Mechanics; Flow (mathematics); Newtonian fluid; Volumetric flow rate; Spark plug; Engineering","score_opus":0.008268920828940396,"score_gpt":0.1970847276624785,"score_spread":0.1888158068335381,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396721188","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97037876,0.011520158,0.014282106,0.000063424035,0.00058346346,0.000025859392,0.000001161877,0.00056654186,0.0025785365],"genre_scores_gemma":[0.9962345,0.0021715825,0.0014059886,0.000010646985,0.00007337749,0.000013737645,9.234722e-7,0.000035985915,0.000053259082],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988467,0.000002505078,0.00016886128,0.00034128726,0.00018205718,0.00045860352],"domain_scores_gemma":[0.99967587,0.000026676078,0.0000041306976,0.000117305906,0.000013318748,0.00016272586],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003440469,0.00020213182,0.00015865808,0.000433872,0.00007516484,0.00025462967,0.00009757596,0.0000556008,0.0000026194202],"category_scores_gemma":[0.000021315336,0.00020878848,0.00001440564,0.00047684324,0.000049417475,0.00048691165,0.000076398675,0.00017353067,0.000002338076],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.9714847e-7,0.0000017077087,0.000008735493,0.00017530388,0.0000059521276,0.000021962536,0.00065479777,0.94870305,0.023759283,0.0008825273,0.0000041918656,0.025781909],"study_design_scores_gemma":[0.00010627121,0.0000082151155,0.000027711101,0.0002519857,0.000004223605,0.00003268873,0.00010233611,0.99536747,0.0012374864,0.00009451787,0.0025246716,0.00024244831],"about_ca_topic_score_codex":0.000045542198,"about_ca_topic_score_gemma":0.0000059936415,"teacher_disagreement_score":0.046664413,"about_ca_system_score_codex":0.00006041645,"about_ca_system_score_gemma":0.000016371729,"threshold_uncertainty_score":0.8514147},"labels":[],"label_agreement":null},{"id":"W4396796100","doi":"10.1016/j.engfailanal.2024.108426","title":"Development of an expert system for assessing failures in oil and gas pipelines due to microbiologically influenced corrosion (MIC)","year":2024,"lang":"en","type":"article","venue":"Engineering Failure Analysis","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":26,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Ministry of Agriculture and Forestry; University of Alberta","funders":"Alberta Innovates; University of Alberta; British Academy of Management; Government of Alberta; European Cooperation in Science and Technology; Genome Canada","keywords":"Pipeline transport; Pipeline (software); Artificial neural network; Expert system; Computer science; Upstream (networking); Corrosion; Data mining; Sample (material); Petroleum engineering; Forensic engineering; Engineering; Reliability engineering; Artificial intelligence; Environmental engineering","score_opus":0.0065244340359829475,"score_gpt":0.221820259058355,"score_spread":0.21529582502237207,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4396796100","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5918283,0.0007872208,0.40658012,0.000040488074,0.0001803871,0.000059180402,0.000008773555,0.0005052688,0.000010278357],"genre_scores_gemma":[0.8613473,0.000023729917,0.13839361,0.0000045777715,0.00007236306,0.000061332285,0.00003794629,0.0000462608,0.000012841907],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99869704,0.000008246251,0.00051719754,0.00034267944,0.00011120073,0.0003236447],"domain_scores_gemma":[0.9995122,0.00010778258,0.000022435885,0.000193205,0.000045806555,0.00011859784],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032443256,0.00027960874,0.0005091967,0.00085825677,0.000038139457,0.00013302256,0.00015100566,0.00013644446,0.000003124289],"category_scores_gemma":[0.00004090883,0.000263213,0.00011458573,0.001066125,0.000009410277,0.00019491752,0.000033820717,0.0001414848,0.0000023562427],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022664285,0.000005262539,0.000030767995,0.00051563233,0.000111559086,0.000009052849,0.0006664775,0.6765975,0.31093666,0.000035678167,0.000011755897,0.011077408],"study_design_scores_gemma":[0.00012986285,0.000013906545,0.0002505772,0.0006996307,0.00011396144,0.000008507208,0.00030748782,0.94738775,0.045930583,0.0000016822164,0.0047902423,0.00036577616],"about_ca_topic_score_codex":0.000022089553,"about_ca_topic_score_gemma":0.000075746335,"teacher_disagreement_score":0.2707903,"about_ca_system_score_codex":0.00011643493,"about_ca_system_score_gemma":0.000020399544,"threshold_uncertainty_score":0.999982},"labels":[],"label_agreement":null},{"id":"W4398169792","doi":"10.31265/atnrs.781","title":"Controlling Well Leakage","year":2024,"lang":"en","type":"article","venue":"Annual Transactions of the Nordic Rheology Society","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Casing; Leakage (economics); Rheology; Petroleum engineering; Slurry; Leak; Cement; Shrinkage; Geotechnical engineering; Materials science; Mechanics; Environmental science; Engineering; Composite material","score_opus":0.003956095505247445,"score_gpt":0.1916328938691965,"score_spread":0.18767679836394904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398169792","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026859812,0.0037463775,0.96291786,0.0003196762,0.0026930464,0.00010721035,0.000047600122,0.00062703714,0.0026813787],"genre_scores_gemma":[0.9959674,0.00054360315,0.0007520745,0.00004219636,0.00008639509,0.000010475835,0.0000016105638,0.000032173386,0.0025641005],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936616,0.000016205413,0.00019430243,0.00012551648,0.00008733048,0.00021046471],"domain_scores_gemma":[0.99960834,0.00012924788,0.000010825529,0.00019541149,0.000023094412,0.000033089465],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015769752,0.00012556581,0.00016934323,0.000031060412,0.00009120461,0.000011280233,0.00017840334,0.00013639707,0.000081599224],"category_scores_gemma":[0.0000035597109,0.000100013094,0.00038827508,0.00024403444,0.00012528012,0.00010285882,0.000005256344,0.00037252123,0.000032039552],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021971964,0.0000117531135,0.00004856928,0.00018435669,0.0003740334,0.0000012242424,0.0016376781,0.98787045,0.002390393,0.0005664669,0.0033363567,0.0035764945],"study_design_scores_gemma":[0.0002687697,0.000027378757,0.00013140345,0.00010729573,0.00014293035,0.000026264559,0.00050368987,0.9608428,0.0071364576,0.00027638307,0.030338038,0.00019857626],"about_ca_topic_score_codex":0.000022625818,"about_ca_topic_score_gemma":0.000004415237,"teacher_disagreement_score":0.96910757,"about_ca_system_score_codex":0.000029936282,"about_ca_system_score_gemma":0.000017309094,"threshold_uncertainty_score":0.40784156},"labels":[],"label_agreement":null},{"id":"W4398185509","doi":"10.1016/j.applthermaleng.2024.123457","title":"Numerical investigation of abrasive SC-CO2 jet for horizontal well cavity completion in deep coal seams: Insights from a fluid-thermal-structural coupling model","year":2024,"lang":"en","type":"article","venue":"Applied Thermal Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Science Foundation of Beijing Municipality; National Natural Science Foundation of China","keywords":"Jet (fluid); Thermal; Completion (oil and gas wells); Coupling (piping); Materials science; Abrasive; Coal; Mechanics; Coal mining; Mechanical engineering; Petroleum engineering; Engineering; Metallurgy; Thermodynamics; Waste management; Physics","score_opus":0.007291280734086207,"score_gpt":0.18958580501317526,"score_spread":0.18229452427908904,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398185509","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72049344,0.00074210594,0.27733946,0.0000047798826,0.00041739293,0.00031139265,0.000031576565,0.00053146743,0.00012841304],"genre_scores_gemma":[0.9942584,0.000011500238,0.0050493097,0.0000062794375,0.00022844267,0.000119158554,0.00017438036,0.00015004669,0.0000024811266],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985127,0.000005723624,0.00049414265,0.00036695373,0.00020111314,0.0004193844],"domain_scores_gemma":[0.99942744,0.00018611312,0.00003633771,0.00021314851,0.000027572292,0.00010939924],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00011194813,0.00040221302,0.00045721023,0.00023715147,0.00004458295,0.000058061243,0.00019312018,0.00020176901,0.000010897995],"category_scores_gemma":[0.000010911005,0.00042500562,0.00012341079,0.00028803878,0.000031637643,0.00021469996,0.000032110816,0.0003861747,0.0000132567775],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015698592,0.0000035868463,0.000059434296,0.00022844212,0.000057739097,0.0000038416906,0.0005820231,0.64394456,0.35389397,0.0009675708,0.0000035274577,0.00023959874],"study_design_scores_gemma":[0.00047640078,0.000018267474,0.0010911837,0.00018653194,0.000034465378,0.0000024414771,0.000032916705,0.8730962,0.12444556,0.00019831937,0.000029509545,0.00038818573],"about_ca_topic_score_codex":0.000092223156,"about_ca_topic_score_gemma":0.000007966646,"teacher_disagreement_score":0.27376497,"about_ca_system_score_codex":0.00021622425,"about_ca_system_score_gemma":0.000027896762,"threshold_uncertainty_score":0.9998202},"labels":[],"label_agreement":null},{"id":"W4398556482","doi":"10.1016/j.jrmge.2024.05.004","title":"Editorial for Multiscale &amp; Multifield Coupling in Geomechanics","year":2024,"lang":"en","type":"article","venue":"Journal of Rock Mechanics and Geotechnical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geomechanics; Coupling (piping); Physics; Materials science; Geology; Geotechnical engineering; Composite material","score_opus":0.007596939765208033,"score_gpt":0.2156467057985208,"score_spread":0.20804976603331277,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4398556482","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004549355,0.0031289877,0.9664169,0.000048259342,0.02545244,0.00013791898,0.0000075407734,0.00025580925,0.0000027723074],"genre_scores_gemma":[0.98111206,0.0012541323,0.0075587477,0.000007711539,0.009927528,0.000017193177,0.0000032632536,0.00010226684,0.00001706992],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986972,0.0000027126766,0.000567142,0.00016815864,0.00021775943,0.0003470235],"domain_scores_gemma":[0.9993657,0.0002664393,0.00003605548,0.00012287167,0.000064081054,0.00014488299],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00060274143,0.00022634075,0.00035969372,0.00033474693,0.000029331426,0.00008336205,0.00015769163,0.000300275,0.000003808561],"category_scores_gemma":[0.00017997091,0.0002220268,0.00015294018,0.00023913915,0.0000012607234,0.00017512377,0.000038217197,0.0007724382,0.0000023226182],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000099698445,0.000010053583,2.6889978e-7,0.00035015607,0.00003889156,0.00000950743,0.000039676528,0.9872316,0.008419814,0.001671962,0.0013640765,0.000854026],"study_design_scores_gemma":[0.0003584762,0.000063474545,4.634089e-7,0.0004924536,0.000027616446,0.000040311763,0.000011234342,0.9073104,0.0005929726,0.00070779823,0.090171434,0.00022333038],"about_ca_topic_score_codex":0.0000025554887,"about_ca_topic_score_gemma":0.000002376675,"teacher_disagreement_score":0.97656274,"about_ca_system_score_codex":0.000084532374,"about_ca_system_score_gemma":0.000020935751,"threshold_uncertainty_score":0.905399},"labels":[],"label_agreement":null},{"id":"W4399104619","doi":"10.22488/okstate.24.000029","title":"Impact of a standing column well on the geochemical and microbiological quality of groundwater","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Column (typography); Groundwater; Quality (philosophy); Geology; Water column; Environmental science; Petroleum engineering; Computer science; Geotechnical engineering; Oceanography","score_opus":0.020449355173344345,"score_gpt":0.2599885739186234,"score_spread":0.23953921874527906,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399104619","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9915177,0.00025098992,0.0050865677,0.000016246822,0.000063700885,0.00004515165,0.000010126222,0.000102059865,0.0029074547],"genre_scores_gemma":[0.9997632,0.00003749462,0.00010130352,0.0000030878725,0.00001941414,0.0000015014485,0.0000022238144,0.000008925627,0.00006288251],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996051,0.00001084617,0.00015472881,0.00007755969,0.000044779288,0.00010694024],"domain_scores_gemma":[0.9996678,0.00021098832,0.0000068096265,0.00008450172,0.0000077042505,0.000022169366],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020043919,0.00007662056,0.00013224843,0.00002751946,0.000008577305,0.000015704534,0.000046590772,0.000048880924,0.00011287633],"category_scores_gemma":[0.000014044295,0.0000420108,0.00006967103,0.00006583693,0.000035559955,0.00001872876,0.000015341824,0.00010251641,0.0000046629852],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022125629,0.000029644747,0.002729246,0.0004184806,0.00019711436,0.0000022035347,0.00026966602,0.029359773,0.95971876,0.0049678804,0.0017041389,0.00058096653],"study_design_scores_gemma":[0.00054205966,0.00055896235,0.01950218,0.00066661125,0.00005300277,0.000026629186,0.00018127226,0.4369873,0.5373527,0.0013823899,0.0021002386,0.00064667134],"about_ca_topic_score_codex":0.0000530325,"about_ca_topic_score_gemma":0.0000016033155,"teacher_disagreement_score":0.42236608,"about_ca_system_score_codex":0.000027036342,"about_ca_system_score_gemma":0.0000035143482,"threshold_uncertainty_score":0.17131507},"labels":[],"label_agreement":null},{"id":"W4399160029","doi":"10.3997/2214-4609.202410230","title":"Coiled Tubing Drilling at Ekofisk Field: Insights from a Pilot Program","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"ConocoPhillips (Canada)","funders":"","keywords":"Drilling; Petroleum engineering; CTD; Coiled tubing; Engineering; Process (computing); Field (mathematics); Geology; Marine engineering; Mechanical engineering; Computer science","score_opus":0.007602593201125131,"score_gpt":0.2032086817686457,"score_spread":0.19560608856752057,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399160029","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7582002,0.009511851,0.14680724,0.00010085902,0.0042897593,0.00040340764,0.00000923004,0.013753722,0.066923685],"genre_scores_gemma":[0.9943806,0.00020224146,0.0040635546,0.000038376013,0.00041235352,0.00004391687,0.000022951304,0.00007934252,0.000756663],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908966,0.000006882336,0.00021860254,0.00025243993,0.00014432953,0.00028807527],"domain_scores_gemma":[0.99948746,0.00018282727,0.000006300024,0.00020607699,0.000012635259,0.00010470529],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004101436,0.0002117758,0.00018021581,0.000114245246,0.000058468057,0.00016141371,0.00011690846,0.00008695251,0.00020908147],"category_scores_gemma":[0.000013482774,0.00019060858,0.00007598533,0.0002278702,0.00000941515,0.00013838576,0.000040339233,0.00023375175,0.0003541927],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022082388,0.000067968336,0.00022050283,0.0007160197,0.0005408739,0.00024057389,0.0019096982,0.77584743,0.06629971,0.0027884305,0.010992991,0.14035372],"study_design_scores_gemma":[0.00013782026,0.000067776935,0.000038801016,0.00026454302,0.000024926807,0.000004439526,0.000021909751,0.907347,0.028185757,0.00026651524,0.06334868,0.00029178773],"about_ca_topic_score_codex":0.00007501786,"about_ca_topic_score_gemma":0.000055428085,"teacher_disagreement_score":0.23618035,"about_ca_system_score_codex":0.00008429998,"about_ca_system_score_gemma":0.000008037875,"threshold_uncertainty_score":0.77727926},"labels":[],"label_agreement":null},{"id":"W4399186407","doi":"10.3997/2214-4609.2024101617","title":"Utilizing Computer Vision and Unsupervised Data Clustering for Oil Drill Bit Blade Identification and Numbering","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Cluster analysis; Computer science; Numbering; Drill; Identification (biology); Blade (archaeology); Unsupervised learning; Artificial intelligence; Bit (key); Data mining; Drill bit; Pattern recognition (psychology); Computer vision; Engineering; Algorithm; Mechanical engineering","score_opus":0.022349735816840632,"score_gpt":0.2550061525593949,"score_spread":0.23265641674255427,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399186407","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08524091,0.0028648279,0.9089003,0.000088723755,0.0010151719,0.000103175764,0.000026315303,0.0011354521,0.00062513666],"genre_scores_gemma":[0.9844399,0.00070854794,0.014262707,0.000013193135,0.00024583715,0.0000096180365,0.000063577616,0.00006457542,0.00019204458],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99916637,0.000004685552,0.00021416585,0.00033793674,0.00007561524,0.00020124568],"domain_scores_gemma":[0.9995349,0.000097787364,0.0000075896264,0.00027826303,0.000012137385,0.00006934447],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021630892,0.00015727026,0.00013723712,0.00010313106,0.000077812336,0.00034697168,0.00011886074,0.00006222687,0.000005680478],"category_scores_gemma":[0.000008475878,0.00015231907,0.000020920535,0.000103104016,0.000016229105,0.00043355467,0.00013991687,0.0000943756,0.000007078053],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006641915,0.0000075692756,0.000048234688,0.0036798615,0.00011538826,0.000008692636,0.00061402796,0.37584022,0.040801175,0.0006002325,0.0012884075,0.5769896],"study_design_scores_gemma":[0.0001439127,0.000009870918,0.000117790696,0.00029226887,0.000022347482,0.000021818163,0.000032166292,0.98755234,0.001170561,0.000036581852,0.01041283,0.0001875338],"about_ca_topic_score_codex":0.000010496699,"about_ca_topic_score_gemma":0.000010688194,"teacher_disagreement_score":0.899199,"about_ca_system_score_codex":0.00001918093,"about_ca_system_score_gemma":0.0000036550068,"threshold_uncertainty_score":0.62113917},"labels":[],"label_agreement":null},{"id":"W4399791134","doi":"10.1002/cjce.25364","title":"The impact of particle size distribution of haematite‐based drilling fluid on perlite functionality","year":2024,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"King Fahd University of Petroleum and Minerals","keywords":"Perlite; Drilling fluid; Drilling; Particle-size distribution; Particle size; Distribution (mathematics); Particle (ecology); Petroleum engineering; Materials science; Geology; Mineralogy; Metallurgy; Mathematics; Paleontology; Oceanography","score_opus":0.008285393655811362,"score_gpt":0.20394274582208619,"score_spread":0.19565735216627483,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399791134","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98169816,0.0022902265,0.015216771,0.00014271,0.0004633832,0.000054252137,0.000038571943,0.00004357709,0.000052338495],"genre_scores_gemma":[0.99971724,0.000010631794,0.00007024329,0.0000029648857,0.0001608536,0.0000018027227,0.000003432931,0.000026198037,0.0000066180846],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99906754,0.000011059587,0.00041248064,0.00006141397,0.00019168839,0.0002558331],"domain_scores_gemma":[0.9989281,0.0005805125,0.000044005832,0.00016284866,0.00008991485,0.00019459041],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00048275592,0.00013686945,0.00020066534,0.00004002164,0.000045172965,0.000052718755,0.00018693776,0.000058928996,0.000015425321],"category_scores_gemma":[0.00031991172,0.00008600509,0.00028197278,0.00027319114,0.00005595291,0.00006793092,0.000004542933,0.00033213434,0.0000018798689],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007488965,0.000002891463,0.000048757225,0.00010673037,0.00012432686,0.0000052900314,0.00008737421,0.94267046,0.05544173,0.0008672163,0.00017690386,0.00046080173],"study_design_scores_gemma":[0.00010711501,0.00003593652,0.000547726,0.00038654028,0.0000342169,0.00002128299,0.0000055569117,0.8746219,0.12367539,0.00008507064,0.0003871411,0.00009209529],"about_ca_topic_score_codex":0.00022317907,"about_ca_topic_score_gemma":0.000012963054,"teacher_disagreement_score":0.06823366,"about_ca_system_score_codex":0.00029365186,"about_ca_system_score_gemma":0.00017217081,"threshold_uncertainty_score":0.35071862},"labels":[],"label_agreement":null},{"id":"W4399932451","doi":"10.5829/ije.2024.37.10a.19","title":"Development of a Hydraulic Circulation Sub as a Tool to Prevent Mud Losses During Well Drilling","year":2024,"lang":"en","type":"article","venue":"International Journal of Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve","funders":"","keywords":"Lost circulation; Petroleum engineering; Drilling; Circulation (fluid dynamics); Geology; Drilling fluid; Environmental science; Engineering; Mechanical engineering; Aerospace engineering","score_opus":0.005952383506281124,"score_gpt":0.21725472864964537,"score_spread":0.21130234514336424,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399932451","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79399043,0.0007569448,0.20279014,0.000027547192,0.0020504645,0.00006230226,0.0000019695515,0.0001373624,0.00018283587],"genre_scores_gemma":[0.9882763,0.000090469395,0.011051683,0.0000057314546,0.00048774094,0.000005433731,0.0000024499209,0.000057075158,0.0000231077],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985262,0.000003972678,0.00069415406,0.00012003166,0.00045880917,0.00019683741],"domain_scores_gemma":[0.99956614,0.000055210392,0.000056882986,0.00008692104,0.00013888127,0.000095962176],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023453924,0.0001825065,0.00021210925,0.0006379425,0.000016973074,0.00008433774,0.00024957486,0.000055895584,0.000026182492],"category_scores_gemma":[0.00006576347,0.00019198813,0.00013136436,0.00022698515,0.000004693843,0.00027071135,0.000037052487,0.00021829059,0.000033825443],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006525364,0.000013445229,0.000027986123,0.00018886822,0.00026301068,0.00006650849,0.0006545678,0.7995613,0.19486322,0.00014608017,0.000013746619,0.0041947155],"study_design_scores_gemma":[0.00024646503,0.000022136008,0.0018192892,0.002408919,0.000033079992,0.0003255391,0.000039730658,0.58275086,0.40111035,0.000045149976,0.010847745,0.00035072767],"about_ca_topic_score_codex":0.0000017118506,"about_ca_topic_score_gemma":8.7751556e-7,"teacher_disagreement_score":0.21681048,"about_ca_system_score_codex":0.0002689127,"about_ca_system_score_gemma":0.000053731485,"threshold_uncertainty_score":0.78290486},"labels":[],"label_agreement":null},{"id":"W4399933951","doi":"10.1016/j.geoen.2024.213083","title":"Evaluation of a novel paraffin wax microemulsion for improving wellbore stability in shale formations","year":2024,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"Natural Science Foundation Project of Chongqing, Chongqing Science and Technology Commission; Fundamental Research Funds for the Key Research Program of Chongqing Science and Technology Commission; Natural Science Foundation of Chongqing; Chongqing Municipal Education Commission; China Scholarship Council","keywords":"Oil shale; Surface tension; Drilling fluid; Swelling; Petroleum engineering; Penetration (warfare); Contact angle; Shale oil; Capillary action; Wetting; Chemical engineering; Drilling; Materials science; Geology; Composite material","score_opus":0.0208003739775385,"score_gpt":0.23234173584704595,"score_spread":0.21154136186950745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399933951","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.82182825,0.001298559,0.17587431,0.000016132999,0.0004459073,0.00017318582,0.000011839182,0.00018713086,0.00016470623],"genre_scores_gemma":[0.99596375,0.000032512613,0.0038795848,0.000001884468,0.000038630547,0.0000580757,0.000004881249,0.000017751936,0.0000029017629],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998929,0.000003063144,0.00023682033,0.00019995173,0.00033808517,0.00029304618],"domain_scores_gemma":[0.9996058,0.000059386097,0.000011301639,0.0001297596,0.00013624657,0.000057529167],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018373058,0.000118857824,0.00012231397,0.0003564223,0.000046481215,0.00006549032,0.000111010384,0.000045773784,0.000002664111],"category_scores_gemma":[0.000174368,0.00012073164,0.000029835664,0.0006541399,0.000035541245,0.00047985854,0.000027337683,0.00008899301,4.8750564e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.951551e-7,0.0000054615,0.000010952824,0.0002590855,0.000003817286,1.378634e-7,0.00030425767,0.8136008,0.16563648,0.0004784915,0.0000037200753,0.0196962],"study_design_scores_gemma":[0.0001962522,0.000012146099,0.000508797,0.00012344062,0.000016769733,0.0000032066164,0.000068226414,0.9630572,0.03558759,0.000034912322,0.0002645595,0.00012686114],"about_ca_topic_score_codex":0.0000326394,"about_ca_topic_score_gemma":0.000019242018,"teacher_disagreement_score":0.17413554,"about_ca_system_score_codex":0.00017354441,"about_ca_system_score_gemma":0.00007612696,"threshold_uncertainty_score":0.49232936},"labels":[],"label_agreement":null},{"id":"W4399992136","doi":"10.1109/igarss53475.2024.10642710","title":"Physics-Informed Dual Architecture Neural Networks for Enhanced Estimation of Drilling Dynamics","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Dual (grammatical number); Architecture; Dynamics (music); Artificial neural network; Drilling; Estimation; Computer science; Artificial intelligence; Physics; Systems engineering; Engineering; Mechanical engineering; Geography; Acoustics","score_opus":0.004949016498567855,"score_gpt":0.212621347814775,"score_spread":0.20767233131620716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4399992136","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.021497892,0.00018285014,0.9754825,0.000014337499,0.0008352411,0.00013414555,0.00000959704,0.0006960492,0.0011473786],"genre_scores_gemma":[0.9845542,0.000018776827,0.014977957,0.0000051960683,0.00022457993,0.000017461729,0.00007015455,0.000043387186,0.00008830954],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99944484,0.0000017858996,0.00018707135,0.00009836626,0.000070957176,0.00019698215],"domain_scores_gemma":[0.99970526,0.00013781968,0.000011036125,0.000095526346,0.000016591355,0.00003374752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000049160484,0.00012855313,0.00013751331,0.000055224085,0.00002059887,0.000036747948,0.000049764418,0.0000618887,0.000004275391],"category_scores_gemma":[0.000012902422,0.00011903045,0.00008357468,0.00015439105,0.000010952006,0.000095399744,0.000008178264,0.00012804302,0.0000017681645],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002405437,0.0000016042928,5.912825e-7,0.00034458717,0.00002983111,3.3841835e-7,0.00013600416,0.8834402,0.000566255,0.0018133628,0.000047008594,0.11361784],"study_design_scores_gemma":[0.000090211244,0.00001889638,0.0000033290405,0.00009835871,0.000017207274,0.0000019593938,0.000014374363,0.98996705,0.009039522,0.0005238712,0.00009230663,0.00013292083],"about_ca_topic_score_codex":0.0000025651805,"about_ca_topic_score_gemma":0.0000063864995,"teacher_disagreement_score":0.96305627,"about_ca_system_score_codex":0.000047050158,"about_ca_system_score_gemma":0.000008416496,"threshold_uncertainty_score":0.48539206},"labels":[],"label_agreement":null},{"id":"W4400059145","doi":"10.1016/j.gete.2024.100574","title":"Characterization of low-frequency distributed acoustic sensing signals in hydraulic fracturing stimulation – A coupled flow-geomechanical simulation approach","year":2024,"lang":"en","type":"article","venue":"Geomechanics for Energy and the Environment","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; China Scholarship Council; University of Alberta","keywords":"Hydraulic fracturing; Fracture (geology); Geology; Discretization; Geotechnical engineering; Flow (mathematics); Mechanics","score_opus":0.005290198264035757,"score_gpt":0.1754598989126535,"score_spread":0.17016970064861775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400059145","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.16506627,0.00026854425,0.83417076,0.000012405912,0.00016145981,0.00019891388,0.000025827936,0.000088311055,0.000007524452],"genre_scores_gemma":[0.99852043,0.0002658169,0.00073112117,0.00000988559,0.00006284171,0.00003146051,0.00033103174,0.000040716564,0.0000067022775],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999113,0.000021796202,0.00032251573,0.00020250978,0.00013626889,0.00020387699],"domain_scores_gemma":[0.9995945,0.0001806674,0.000037371796,0.00014312642,0.0000071850936,0.000037113292],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003163571,0.00017070778,0.00021873391,0.00010386232,0.000049937742,0.000031339645,0.00005741732,0.000113402435,0.0000060997163],"category_scores_gemma":[0.000016884267,0.00014607215,0.000063714084,0.00012550164,0.0000151807535,0.00010074917,0.000024831224,0.00010134088,8.231662e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019464405,0.0000127105695,7.53899e-7,0.00018374025,0.00003762141,0.0000011030663,0.00010535471,0.9184035,0.07680365,0.0014033731,1.6765476e-7,0.0030285812],"study_design_scores_gemma":[0.0005504964,0.000019804233,0.000021472393,0.00011304227,0.000042206146,0.000001819315,0.000009668117,0.98771715,0.007075454,0.004213089,0.00008261273,0.00015320956],"about_ca_topic_score_codex":0.000009883569,"about_ca_topic_score_gemma":0.0000017978541,"teacher_disagreement_score":0.83345413,"about_ca_system_score_codex":0.00008229475,"about_ca_system_score_gemma":0.0000052980145,"threshold_uncertainty_score":0.595665},"labels":[],"label_agreement":null},{"id":"W4400216560","doi":"10.1016/j.geoen.2024.213075","title":"Reverse cementing: How can it work?","year":2024,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Norges Forskningsråd; Universitetet i Stavanger","keywords":"Casing; Annulus (botany); Mechanics; Lost circulation; Displacement (psychology); Drilling fluid; Viscosity; Geotechnical engineering; Geology; Materials science; Petroleum engineering; Drilling; Engineering; Mechanical engineering; Physics; Composite material","score_opus":0.006930047365740577,"score_gpt":0.16841489665836543,"score_spread":0.16148484929262485,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400216560","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7347626,0.014604468,0.20024355,0.004750365,0.015751664,0.00038504176,0.00001967302,0.010388475,0.019094164],"genre_scores_gemma":[0.99764705,0.00030874662,0.0011409333,0.000041127718,0.00020043548,0.000011795056,0.000002069458,0.000040701496,0.0006071543],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99877214,0.0000017604297,0.00011934701,0.00028508043,0.00028075074,0.000540911],"domain_scores_gemma":[0.9995783,0.000028004577,0.000005439288,0.00017661064,0.000031559077,0.00018011866],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034613788,0.00019148036,0.0001260758,0.00033965893,0.00009520647,0.0003984035,0.00018521011,0.00004890278,0.000009877266],"category_scores_gemma":[0.00004516694,0.00019185779,0.000033175646,0.0011157944,0.000060115268,0.00037690604,0.000053552845,0.00017931905,0.000010814903],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.6548346e-7,0.0000016563064,0.000020704034,0.00015675476,0.000020447802,0.000028535105,0.00029857407,0.9661795,0.017077856,0.0016897215,0.002375812,0.012150074],"study_design_scores_gemma":[0.000047687816,0.000007424517,0.00013055075,0.00020418834,0.000009797961,0.00001831756,0.000055836143,0.8036591,0.003906881,0.000011754422,0.19167532,0.00027313706],"about_ca_topic_score_codex":0.000011914902,"about_ca_topic_score_gemma":0.0000028814989,"teacher_disagreement_score":0.26288444,"about_ca_system_score_codex":0.00009173345,"about_ca_system_score_gemma":0.000031147563,"threshold_uncertainty_score":0.78237337},"labels":[],"label_agreement":null},{"id":"W4400249214","doi":"10.23967/isc.2024.228","title":"An Elaborate Seismic Study of Beirut: Integrating 3D Multidisciplinary Geotechnical Model Definition, Machine Learning Enhancements, and Numerical Simulations","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Conseil National de la Recherche Scientifique; Université Gustave Eiffel; Centre National de la Recherche Scientifique; Agence Universitaire de la Francophonie","keywords":"Multidisciplinary approach; Computer science; Geotechnical engineering; Numerical models; Geology; Construction engineering; Engineering; Computer simulation; Simulation; Sociology","score_opus":0.014774085556690051,"score_gpt":0.25804263227116164,"score_spread":0.2432685467144716,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4400249214","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.44532034,0.00022488374,0.55357814,0.000005597467,0.000050272887,0.00008873381,0.0000102501745,0.0005284554,0.00019331976],"genre_scores_gemma":[0.9874026,0.00004078905,0.012386239,0.0000029395223,0.000028668892,0.0000139813055,0.000041209783,0.000049472077,0.000034061646],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914086,0.000022439775,0.00031490257,0.0002239367,0.00012349909,0.00017433474],"domain_scores_gemma":[0.9996529,0.000088630055,0.000016194272,0.00014044126,0.00003298854,0.000068812915],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013822137,0.00016887698,0.0001847156,0.0001355687,0.00008532097,0.000051974333,0.00006983625,0.00006295406,0.000017877412],"category_scores_gemma":[0.00002093228,0.00015615537,0.000023078957,0.00028743068,0.000015244633,0.00020478618,0.000038873302,0.00035385473,0.0000040773057],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029160085,0.00007155747,0.0003397017,0.00006983687,0.000038921487,0.000003727189,0.00086158887,0.9897707,0.0066831005,0.00025110913,0.0000027019107,0.0019041483],"study_design_scores_gemma":[0.00018226066,0.00014354083,0.00008159025,0.00007233138,0.000033353328,0.0000025880427,0.00029785302,0.9982834,0.00054296677,0.00016782574,0.000021655864,0.00017065745],"about_ca_topic_score_codex":0.00003528659,"about_ca_topic_score_gemma":0.000009392681,"teacher_disagreement_score":0.5420823,"about_ca_system_score_codex":0.000029868392,"about_ca_system_score_gemma":0.000011484632,"threshold_uncertainty_score":0.6367831},"labels":[],"label_agreement":null},{"id":"W4401008359","doi":"10.29173/ikc4091","title":"Canadian Kimberlite Pipe Morphology: Insights from Analogue Experiments","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Kimberlite; Morphology (biology); Geology; Computer science; Geochemistry; Paleontology","score_opus":0.007213305183476816,"score_gpt":0.19610935923184641,"score_spread":0.1888960540483696,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401008359","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7472395,0.024756262,0.063057445,0.00019202648,0.0066323825,0.0001779295,0.00008939,0.0040069767,0.15384814],"genre_scores_gemma":[0.99792933,0.00009452072,0.00073126046,0.00007367637,0.00018039117,0.000009934566,0.00006935278,0.00004660359,0.0008649316],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99937856,0.0000049863543,0.00012279523,0.00017533984,0.000065725806,0.00025258173],"domain_scores_gemma":[0.99958885,0.000024716743,0.0000023038433,0.0001717359,0.0000071859936,0.00020518429],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000020430129,0.00014192167,0.00011297093,0.00018675637,0.000028246948,0.000071677525,0.000098777105,0.000091811315,0.00034736446],"category_scores_gemma":[0.00000296487,0.00013464536,0.00004164592,0.00017302205,0.000008851469,0.000095551535,0.000009567026,0.0001451353,0.00069592515],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045322863,0.000029556766,0.0009627473,0.00030206112,0.0010460997,0.002164307,0.0060343803,0.712308,0.16235895,0.01144991,0.081126854,0.022212602],"study_design_scores_gemma":[0.00011961063,0.00001101221,0.0005150251,0.00009237587,0.000019727411,0.000009997395,0.00007580341,0.704191,0.029665986,0.0006613244,0.26421314,0.00042492195],"about_ca_topic_score_codex":0.050862867,"about_ca_topic_score_gemma":0.020717414,"teacher_disagreement_score":0.2506899,"about_ca_system_score_codex":0.00015468575,"about_ca_system_score_gemma":0.000028252247,"threshold_uncertainty_score":0.9971519},"labels":[],"label_agreement":null},{"id":"W4401011705","doi":"10.1007/s13202-024-01851-2","title":"Investigation on effects of water-shale interaction on acoustic characteristics of organic-rich shale in Ordos Basin, China","year":2024,"lang":"en","type":"article","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Southwest Petroleum University; National Natural Science Foundation of China","keywords":"Oil shale; Brine; Amplitude; Salinity; Geology; Time domain; Mineralogy; Frequency domain; Soil science; Chemistry; Oceanography; Physics","score_opus":0.008959077006599215,"score_gpt":0.20029100630008934,"score_spread":0.19133192929349013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401011705","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9783382,0.00020466698,0.0186575,0.0008529651,0.0017546713,0.00007212473,0.0000011164182,0.000095465264,0.000023279257],"genre_scores_gemma":[0.9989696,0.00065795146,0.00013541026,0.000004713844,0.00016619767,0.000005619308,0.000004310122,0.000021328371,0.00003486807],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992059,0.00002332104,0.00043894877,0.000115098424,0.00012126665,0.00009545749],"domain_scores_gemma":[0.99966323,0.00003532904,0.00010530563,0.00010300638,0.000069338756,0.0000237886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022314485,0.00011201106,0.00022971006,0.0009836965,0.000017408149,0.000015114665,0.00005195454,0.00011074407,0.0000056767467],"category_scores_gemma":[0.00016780218,0.00009374968,0.000027567625,0.0003255695,0.000029694509,0.00027877087,0.000008181707,0.0003604455,0.0000043438067],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005521185,0.000057620065,0.00055173656,0.001069062,0.000050417533,0.000013280246,0.0011579718,0.12531406,0.84986186,0.00020368017,0.000098777855,0.02156631],"study_design_scores_gemma":[0.0002418232,0.0006317716,0.00084448775,0.0008537553,0.000033246528,0.00006230496,0.00017542076,0.04046777,0.95543104,0.0009186688,0.0002355662,0.000104136794],"about_ca_topic_score_codex":8.3039316e-7,"about_ca_topic_score_gemma":0.0000015169411,"teacher_disagreement_score":0.105569184,"about_ca_system_score_codex":0.000072150186,"about_ca_system_score_gemma":0.000013198212,"threshold_uncertainty_score":0.3823001},"labels":[],"label_agreement":null},{"id":"W4401230166","doi":"10.1080/00222348.2024.2385154","title":"Influence of Rigid Side Chains on the Structural Stability of High-Temperature Resistant Fluid Loss Additives for Oil Well Cements: An Experimental Study and Molecular Simulation","year":2024,"lang":"en","type":"article","venue":"Journal of Macromolecular Science Part B","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Thermogravimetric analysis; Materials science; Cement; Thermal stability; Slurry; Environmental scanning electron microscope; Sulfonic acid; Side chain; Copolymer; Chemical engineering; Amorphous solid; Monomer; Adsorption; Simulated body fluid; Composite material; Polymer chemistry; Scanning electron microscope; Polymer; Organic chemistry; Chemistry","score_opus":0.008867443433443268,"score_gpt":0.25848210658952087,"score_spread":0.2496146631560776,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401230166","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9983613,0.0005075126,0.0007130164,0.000022909895,0.00019021312,0.00014242396,0.000030324172,0.000017165894,0.000015140362],"genre_scores_gemma":[0.9997101,0.0000143014795,0.00021013051,0.000009009915,0.00003325197,0.0000047849494,0.0000013605004,0.000015460886,0.0000016087075],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987176,0.000046829133,0.00039633812,0.00018154302,0.0004771973,0.00018047598],"domain_scores_gemma":[0.9993581,0.00010488298,0.00008450441,0.00020579308,0.00016754174,0.00007916581],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00078477996,0.00014253908,0.00020663472,0.00013215624,0.0000827436,0.000076970966,0.00023934044,0.000031651598,0.000006096315],"category_scores_gemma":[0.00010729873,0.00010145604,0.000065005945,0.00029230927,0.0001870145,0.0002960838,0.000030059085,0.00014657526,2.0386221e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025753985,0.000031335676,0.000025391155,0.000053183147,0.000026020036,0.00001552441,0.0007732278,0.454535,0.5443,0.00015309112,0.000001230999,0.000060176462],"study_design_scores_gemma":[0.0002638356,0.0007200331,0.00056221074,0.00021067429,0.000024949493,0.0000075396665,0.0006675901,0.09442093,0.902937,0.000055250403,0.000021277061,0.00010870658],"about_ca_topic_score_codex":0.000005071288,"about_ca_topic_score_gemma":0.0000013125452,"teacher_disagreement_score":0.3601141,"about_ca_system_score_codex":0.00006314365,"about_ca_system_score_gemma":0.000051890835,"threshold_uncertainty_score":0.41372573},"labels":[],"label_agreement":null},{"id":"W4401442650","doi":"10.1115/omae2024-120718","title":"Investigation of the Responses of Drilling Parameters at Various Bit Rock Interactions and the Inter-Relation to Drilling Performance","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Bit (key); Relation (database); Petroleum engineering; Geology; Computer science; Engineering; Mechanical engineering; Data mining","score_opus":0.012518565669903394,"score_gpt":0.2013156932865559,"score_spread":0.18879712761665252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401442650","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89011276,0.00027326393,0.10820432,0.0001837256,0.00060453074,0.00013426058,0.0000023604302,0.00011898673,0.00036581996],"genre_scores_gemma":[0.9983852,0.000080173435,0.0010787294,0.000019377101,0.000025819534,0.000010592512,0.0000013161516,0.000019818934,0.00037897401],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941075,0.00002584821,0.00026402334,0.00010199625,0.00009805374,0.00009934613],"domain_scores_gemma":[0.9993542,0.0004062038,0.000026670708,0.0001582044,0.0000256998,0.000029059805],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024230036,0.00009744769,0.000119204364,0.00012477093,0.00006296843,0.00002959466,0.00008312792,0.000033357777,0.000006380187],"category_scores_gemma":[0.000066590095,0.000060651593,0.000054238877,0.0002898868,0.000037671656,0.00012117965,0.000044830238,0.00014216921,0.000005978969],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019935604,7.999295e-7,0.0008892738,0.00014125525,0.000044199605,1.1623611e-7,0.0025356833,0.97884667,0.015673883,0.0004086784,0.00006647634,0.0013730561],"study_design_scores_gemma":[0.000092804934,0.00001350476,0.0014392404,0.00044590232,0.000029606452,0.0000067346114,0.00007171013,0.93369526,0.06343391,0.00009696089,0.00060121,0.000073133175],"about_ca_topic_score_codex":0.000038469352,"about_ca_topic_score_gemma":0.000019365243,"teacher_disagreement_score":0.10827247,"about_ca_system_score_codex":0.00005018458,"about_ca_system_score_gemma":0.0000086337595,"threshold_uncertainty_score":0.24733002},"labels":[],"label_agreement":null},{"id":"W4401456918","doi":"10.1115/omae2024-122691","title":"Understanding the Role of Buoyancy on Jet Flows Within Viscoplastic Medium: Insights for Plug and Abandonment of Wells","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Abandonment (legal); Viscoplasticity; Buoyancy; Jet (fluid); Mechanics; Geology; Mechanical engineering; Aerospace engineering; Geotechnical engineering; Physics; Engineering; Thermodynamics; Political science","score_opus":0.016117545982366605,"score_gpt":0.19423567155152607,"score_spread":0.17811812556915946,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401456918","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36831403,0.0045537236,0.61784875,0.0000611925,0.0013441481,0.00045120803,0.000020313868,0.0003090345,0.0070975977],"genre_scores_gemma":[0.99932486,0.00010436702,0.00042857614,0.000004069708,0.00005010794,0.000010233253,0.0000022936854,0.000026654014,0.000048863654],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994871,0.000004283795,0.00018941402,0.00009914733,0.000110009445,0.00011006191],"domain_scores_gemma":[0.99957335,0.00028001127,0.000012965893,0.00009630732,0.000006276339,0.00003108699],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010104916,0.00010938468,0.00014430718,0.000078776044,0.000019330568,0.00001748608,0.000054440705,0.00003810742,0.00000899489],"category_scores_gemma":[0.000010360978,0.000069286194,0.000038586066,0.00008516625,0.000019643365,0.000040528794,0.00001110236,0.0000780389,0.0000019773022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011139365,0.000007884923,0.000031003638,0.0004519651,0.00010963146,9.2802344e-7,0.0019966213,0.961017,0.019215515,0.016763227,0.00014467075,0.00025039632],"study_design_scores_gemma":[0.00018548597,0.00007610893,0.000017386628,0.00034371516,0.0000326885,0.0000015451086,0.00026131055,0.9093953,0.085459866,0.0031339887,0.0009993049,0.00009332646],"about_ca_topic_score_codex":0.0000074585187,"about_ca_topic_score_gemma":0.000012037231,"teacher_disagreement_score":0.6310108,"about_ca_system_score_codex":0.000034986846,"about_ca_system_score_gemma":0.0000069681423,"threshold_uncertainty_score":0.28254092},"labels":[],"label_agreement":null},{"id":"W4401457593","doi":"10.1115/omae2024-130296","title":"Experimental Investigation of Well Cement Integrity in Abandoned Oil and Gas Wells","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy; University of Alberta","funders":"","keywords":"Petroleum engineering; Cement; Fossil fuel; Oil well; Environmental science; Geology; Materials science; Waste management; Engineering; Composite material","score_opus":0.010996420928436177,"score_gpt":0.21071633953111243,"score_spread":0.19971991860267627,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401457593","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9829515,0.0022742492,0.002100116,0.00005416297,0.00028442763,0.000023641978,0.0000012652489,0.0002088675,0.01210174],"genre_scores_gemma":[0.99879897,0.00023704619,0.0006580017,0.0000073807414,0.000024341793,0.000006132544,0.0000033464269,0.000013899191,0.00025087074],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99960744,0.000005044339,0.00014421424,0.00008942687,0.00006089548,0.00009295424],"domain_scores_gemma":[0.99987775,0.000023457167,0.0000039985944,0.000056069228,0.0000039229153,0.00003478346],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009410332,0.00007861307,0.00008952883,0.000072110044,0.000005458197,0.000018280383,0.000027748863,0.000036613543,0.00004803891],"category_scores_gemma":[0.000002235585,0.000073686635,0.00001691036,0.00010029674,0.000015436333,0.00007264467,0.000011556556,0.00010556563,0.00001208034],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012953004,0.000039053477,0.0027005915,0.001761354,0.00008938953,0.000022855513,0.0053675,0.17226014,0.78463817,0.006354165,0.0017956864,0.024958136],"study_design_scores_gemma":[0.00018471786,0.00001756505,0.000268954,0.0002012243,0.000003828028,0.0000022749978,0.00013673039,0.49462482,0.5027988,0.00011514045,0.0015374549,0.00010852707],"about_ca_topic_score_codex":0.000073056064,"about_ca_topic_score_gemma":0.0000061759615,"teacher_disagreement_score":0.3223647,"about_ca_system_score_codex":0.000034500885,"about_ca_system_score_gemma":0.000004863551,"threshold_uncertainty_score":0.30048537},"labels":[],"label_agreement":null},{"id":"W4401458866","doi":"10.1115/omae2024-129724","title":"Experimental Investigation of the Influence of PDC Bit With Stinger on Drilling Performance Under Different Hole Cleaning Efficiencies","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Bit (key); Drilling; Computer science; Mechanical engineering; Engineering; Computer network","score_opus":0.008224217270130521,"score_gpt":0.18057626757266404,"score_spread":0.17235205030253353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401458866","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.995304,0.0001698934,0.003498572,0.000007781131,0.00013620916,0.00006567018,8.463857e-7,0.00017579121,0.00064127793],"genre_scores_gemma":[0.99970686,0.000008463636,0.0001826802,0.000009393481,0.000020231862,0.0000043443824,5.778072e-7,0.000022306613,0.000045147026],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994296,0.0000053790054,0.00015902505,0.00010072709,0.00018227602,0.00012302132],"domain_scores_gemma":[0.9997598,0.000054054297,0.000018760795,0.00012713071,0.000016480288,0.00002378244],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006287742,0.000112565736,0.00010276581,0.000067273504,0.000033894168,0.000018959692,0.00009123652,0.000027722364,0.0000047032013],"category_scores_gemma":[0.000004697171,0.00006866182,0.000028647395,0.00020944727,0.000058345548,0.0000842068,0.000018856786,0.00011459041,0.000002000783],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000161475,0.0000033852486,0.00091598206,0.00013311747,0.000011397818,1.2780829e-7,0.0009462819,0.80752075,0.19001059,0.0003426514,0.000003359531,0.000110754816],"study_design_scores_gemma":[0.000041763273,0.000038553873,0.008415549,0.0005432275,0.000004948241,7.378822e-7,0.00013965915,0.48023218,0.5105105,0.0000040201217,0.0000066150874,0.00006224692],"about_ca_topic_score_codex":0.0000069713647,"about_ca_topic_score_gemma":8.667928e-7,"teacher_disagreement_score":0.32728857,"about_ca_system_score_codex":0.000037298196,"about_ca_system_score_gemma":0.000009378539,"threshold_uncertainty_score":0.2799948},"labels":[],"label_agreement":null},{"id":"W4401461908","doi":"10.1061/ijgnai.gmeng-9658","title":"The Anisotropy of Rock Drilling in Marble Quarry Mining Based on the Relationship between Vertical and Horizontal Drilling Rates","year":2024,"lang":"en","type":"article","venue":"International Journal of Geomechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Drilling; Geology; Mining engineering; Directional drilling; Geotechnical engineering; Anisotropy; Petroleum engineering; Engineering","score_opus":0.017560562711976316,"score_gpt":0.24837056281743228,"score_spread":0.23081000010545596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401461908","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7511803,0.0013057978,0.24528074,0.00062466686,0.0014412407,0.000051882602,0.0000063989046,0.00003421217,0.00007477027],"genre_scores_gemma":[0.99901086,0.00015999193,0.0005008122,0.000010689269,0.00028458974,0.0000015694695,0.0000018228088,0.000023081348,0.0000065529334],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990062,0.00002844812,0.0004187816,0.00007740799,0.00033033063,0.0001388464],"domain_scores_gemma":[0.99757206,0.0021986726,0.000042924145,0.00007389605,0.00007248767,0.000039934894],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006845412,0.00010498611,0.00013249222,0.00019562009,0.000050446888,0.00010751662,0.0002206534,0.000063486856,0.0000047452277],"category_scores_gemma":[0.0003076587,0.00007097938,0.00007492515,0.00014814868,0.0000108421145,0.00011050397,0.000020748492,0.00040223604,0.000002487103],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000038599006,0.000011000903,0.007521689,0.00004666038,0.00013791549,0.00003837723,0.00036245718,0.9657587,0.0018096437,0.021201167,0.00006888227,0.0030049372],"study_design_scores_gemma":[0.00018721953,0.00006930241,0.001230282,0.0006144867,0.000018441862,0.000017638482,0.00018809941,0.99161047,0.0024441937,0.0029941595,0.00054269383,0.000082992294],"about_ca_topic_score_codex":0.00000330734,"about_ca_topic_score_gemma":0.000003220688,"teacher_disagreement_score":0.2478306,"about_ca_system_score_codex":0.00009384411,"about_ca_system_score_gemma":0.00003383357,"threshold_uncertainty_score":0.28944552},"labels":[],"label_agreement":null},{"id":"W4401479584","doi":"10.56952/arma-2024-0437","title":"Development of a Methodology for Predicting the Strength of Intact Bentonitic Shale and Gypsiferous Siltstone Using Fragments and Micro-Indentation Modulus Testing","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Siltstone; Geology; Oil shale; Modulus; Indentation; Materials science; Composite material; Facies; Geomorphology","score_opus":0.07169731222583502,"score_gpt":0.2928990359766313,"score_spread":0.22120172375079628,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401479584","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.72343993,0.00065286615,0.27552104,0.000002173356,0.00014654282,0.00011457104,0.000004874053,0.000064403575,0.000053558273],"genre_scores_gemma":[0.7572855,0.00001376665,0.24264437,0.0000015490548,0.000019919587,0.0000074199897,0.0000025776687,0.000017648194,0.000007262361],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993925,0.000012926657,0.0002734756,0.00011777234,0.000067223256,0.00013608938],"domain_scores_gemma":[0.99939394,0.00046800665,0.000027759159,0.000056929715,0.000027826974,0.000025547752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033902863,0.000099347184,0.00014836181,0.00008820896,0.00004644633,0.000020807103,0.00004000494,0.00004141198,0.0000017015915],"category_scores_gemma":[0.00009179079,0.000081645165,0.000016645487,0.000109452914,0.000021770635,0.000063811625,0.00002893556,0.00007166596,8.935853e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007976158,0.000014576353,0.0031186251,0.0023961824,0.00026321542,0.0000014333326,0.009897905,0.13423032,0.720281,0.00017690434,0.0000027947422,0.12960908],"study_design_scores_gemma":[0.00014680215,0.000019964818,0.00093539135,0.00025927235,0.000045990608,0.000016234855,0.00079213874,0.84761804,0.15001345,0.00006609926,0.000010880795,0.00007571214],"about_ca_topic_score_codex":0.00003365712,"about_ca_topic_score_gemma":0.0000064250135,"teacher_disagreement_score":0.7133877,"about_ca_system_score_codex":0.000030003042,"about_ca_system_score_gemma":0.000017654755,"threshold_uncertainty_score":0.33293933},"labels":[],"label_agreement":null},{"id":"W4401480271","doi":"10.56952/arma-2024-0552","title":"A 3D Continuum-Based Voronoi Tessellated Model (VTM) for Hard Rocks","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Rocscience (Canada); Dalhousie University","funders":"","keywords":"Voronoi diagram; Computer science; Computer graphics (images); Geometry; Mathematics","score_opus":0.010741402101900043,"score_gpt":0.19983252128664517,"score_spread":0.1890911191847451,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401480271","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00590229,0.000698526,0.98164076,0.0000475932,0.00056585803,0.00016925212,0.000019808953,0.0027369035,0.008219011],"genre_scores_gemma":[0.9753518,0.000016899085,0.019697351,0.000039130817,0.00012432963,0.00005356229,0.000023489376,0.00009804223,0.0045954],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99928796,0.0000020738703,0.00017172769,0.00018231913,0.00007363123,0.00028231204],"domain_scores_gemma":[0.99966943,0.000078221725,0.0000048442744,0.00015228294,0.000025393903,0.00006984668],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000091183436,0.00017006458,0.00015599284,0.00009573267,0.000026730639,0.000084574516,0.000086356275,0.00009078328,0.000055097258],"category_scores_gemma":[0.000010858511,0.00016043372,0.00009257948,0.00012437903,0.0000066599523,0.000072011346,0.000006765563,0.00011849091,0.000067831475],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025673676,0.0000042557895,0.000004072095,0.00029839328,0.00004055475,0.000002587832,0.00004135126,0.97937524,0.0077819433,0.00017128431,0.0089802155,0.0032975033],"study_design_scores_gemma":[0.00020174771,0.0000126268615,0.0000015414074,0.00008424789,0.000024657116,0.0000012665527,0.0000027972278,0.95108527,0.0239657,0.00013317395,0.024270277,0.00021668043],"about_ca_topic_score_codex":0.0000051857037,"about_ca_topic_score_gemma":0.0000051376296,"teacher_disagreement_score":0.9694495,"about_ca_system_score_codex":0.00004114355,"about_ca_system_score_gemma":0.000020627298,"threshold_uncertainty_score":0.6542297},"labels":[],"label_agreement":null},{"id":"W4401480821","doi":"10.56952/arma-2024-0273","title":"Definition Please – A Rock Engineering Dictionary","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Natural language processing; Artificial intelligence","score_opus":0.0066809982055059105,"score_gpt":0.16050435407673744,"score_spread":0.15382335587123153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401480821","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008715574,0.0028682563,0.9396775,0.00004090764,0.0018955235,0.000059802867,0.000009056531,0.007005646,0.03972774],"genre_scores_gemma":[0.9966229,0.00013602126,0.0026500209,0.000011755948,0.00024713646,0.000017362501,0.000016710752,0.000053682084,0.00024437506],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995268,0.0000015148688,0.00010975015,0.000109822104,0.00008085592,0.00017126375],"domain_scores_gemma":[0.9997987,0.000039191873,0.0000016638106,0.00008878867,0.0000064350875,0.000065221284],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000040715506,0.00011493955,0.00006972765,0.00013318827,0.000018557204,0.000055920056,0.000042938544,0.00004773838,0.00014141883],"category_scores_gemma":[0.000007065346,0.00011681663,0.000051830782,0.00018739517,0.0000013678567,0.00013793337,0.000008406543,0.00013730153,0.000504384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.626491e-7,0.0000029002638,0.000006580483,0.00018653192,0.00003139551,0.00002582598,0.00004182466,0.98013026,0.0025830956,0.013004916,0.0026779019,0.001308328],"study_design_scores_gemma":[0.000037864706,0.0000059991257,0.00005539961,0.00008781981,0.000009334139,0.000029132056,0.0000062520908,0.96799153,0.0011106507,0.00026977857,0.030248417,0.00014782866],"about_ca_topic_score_codex":0.0000027401513,"about_ca_topic_score_gemma":3.7489465e-7,"teacher_disagreement_score":0.98790735,"about_ca_system_score_codex":0.000045178123,"about_ca_system_score_gemma":0.0000056248937,"threshold_uncertainty_score":0.6483004},"labels":[],"label_agreement":null},{"id":"W4401480988","doi":"10.56952/arma-2024-1106","title":"Periodic Assessment of Seismicity to Assess the Ground Support Requirements on Potential Fault Headings - Case Studies","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Induced seismicity; Computer science; Geology; Seismology","score_opus":0.05049685611824593,"score_gpt":0.33846043551966387,"score_spread":0.2879635794014179,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401480988","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.883634,0.00021182248,0.10805872,0.0003024895,0.001973524,0.00024603494,0.000018822995,0.0005580307,0.004996605],"genre_scores_gemma":[0.99812984,0.00005842521,0.00078605575,0.00013921915,0.00012217331,0.000024606208,0.0000038866197,0.00003828337,0.0006975158],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998999,0.000014663334,0.00027139962,0.0002005456,0.00025866256,0.00025575113],"domain_scores_gemma":[0.9995896,0.00007336878,0.000012235626,0.00021517587,0.00004020183,0.000069422356],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003538643,0.00018627099,0.0002131759,0.000113896924,0.000084592364,0.000102706785,0.00012025125,0.000042150168,0.000044964574],"category_scores_gemma":[0.00001407016,0.00013181895,0.00008288791,0.00020706478,0.00002753527,0.000113480746,0.000052427156,0.00018964203,0.000031057494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036878025,0.000030127543,0.00007111623,0.00059752184,0.00047482058,0.0009399388,0.0013721872,0.9748677,0.0071518705,0.0019672157,0.008812369,0.0037114576],"study_design_scores_gemma":[0.00022326804,0.00024346457,0.00038963545,0.00031732811,0.0001243904,0.0005332369,0.0015610798,0.97185165,0.008434427,0.00009992004,0.015788311,0.00043326203],"about_ca_topic_score_codex":0.0000687365,"about_ca_topic_score_gemma":0.0000067668916,"teacher_disagreement_score":0.11449588,"about_ca_system_score_codex":0.0001509827,"about_ca_system_score_gemma":0.000020934369,"threshold_uncertainty_score":0.53754205},"labels":[],"label_agreement":null},{"id":"W4401481233","doi":"10.56952/arma-2024-0905","title":"Deciphering the Tensile Fracturing Process Using Acoustic Emission","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Acoustic emission; Process (computing); Materials science; Ultimate tensile strength; Computer science; Geology; Composite material","score_opus":0.00923973205318657,"score_gpt":0.23242997553065428,"score_spread":0.22319024347746771,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401481233","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46615553,0.0021512064,0.5218174,0.000026484799,0.0011701069,0.000095433126,0.0000013909586,0.0021970696,0.006385373],"genre_scores_gemma":[0.99865407,0.000039921575,0.0007500524,0.000016302503,0.00028407222,0.000005754254,9.0117004e-7,0.00006616756,0.00018279017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999335,0.0000036014123,0.00014040632,0.00014183669,0.00012834335,0.0002508138],"domain_scores_gemma":[0.99969697,0.00007441727,0.0000050988024,0.00015238958,0.000014275586,0.0000568407],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010550818,0.00014616299,0.000094959156,0.000054810826,0.0000839692,0.00013766038,0.00011560303,0.000055349057,0.00006096751],"category_scores_gemma":[0.000018662455,0.00009715882,0.000045988887,0.00021649186,0.00001087975,0.00014224843,0.000019885103,0.00023732542,0.00007907696],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.2143708e-7,0.000001267341,0.00002223965,0.00021184234,0.000019012674,0.000012692588,0.00023720766,0.95626014,0.03928168,0.0000108533,0.00022486909,0.0037177405],"study_design_scores_gemma":[0.00002658884,0.0000025858915,0.000025940624,0.00027888373,0.000019322792,0.00003116541,0.00012313429,0.9575382,0.03832581,0.000072655836,0.0034082832,0.00014745748],"about_ca_topic_score_codex":0.0000049740715,"about_ca_topic_score_gemma":0.000001087458,"teacher_disagreement_score":0.5324985,"about_ca_system_score_codex":0.000049253613,"about_ca_system_score_gemma":0.000013299891,"threshold_uncertainty_score":0.39620218},"labels":[],"label_agreement":null},{"id":"W4401481382","doi":"10.56952/arma-2024-0940","title":"Quantifying Anisotropic Viscoelastic Parameters Using In-Situ Pressuremeter Testing in Shale","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Viscoelasticity; Anisotropy; In situ; Oil shale; Geology; Geotechnical engineering; Materials science; Composite material; Physics; Optics","score_opus":0.0665311947194404,"score_gpt":0.25956454572017545,"score_spread":0.19303335100073504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401481382","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8880077,0.001574732,0.10543499,0.000005024521,0.0007133432,0.00009882109,7.6282623e-7,0.0006572139,0.0035074216],"genre_scores_gemma":[0.98180103,0.000018656612,0.018034354,0.0000061624305,0.000047822406,0.0000067635124,0.0000010606154,0.000056491983,0.000027677183],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990211,0.000011965548,0.0002697645,0.00022197352,0.000109545304,0.0003656527],"domain_scores_gemma":[0.9996166,0.00019850605,0.000006915627,0.00012545484,0.0000078786015,0.00004463353],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00014319891,0.00017300347,0.00018115315,0.000354777,0.000016383694,0.00011132076,0.00008977621,0.000069406546,0.000010116541],"category_scores_gemma":[0.00005359163,0.00017557375,0.000037199865,0.0005710314,0.000010699027,0.00021149349,0.00002366234,0.00026829535,0.00002661231],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.3931113e-7,0.0000051511015,0.004649375,0.00032895457,0.000013973444,0.00007547133,0.00015943538,0.94643927,0.045308206,0.00008419824,0.000007944479,0.002927269],"study_design_scores_gemma":[0.000108089094,0.00000969594,0.0022316463,0.0008624247,0.000010597014,0.000013797987,0.00003072038,0.991855,0.004541524,0.00004635871,0.00007559346,0.00021450837],"about_ca_topic_score_codex":0.00010649979,"about_ca_topic_score_gemma":0.0001133253,"teacher_disagreement_score":0.093793325,"about_ca_system_score_codex":0.00010558892,"about_ca_system_score_gemma":0.000012963409,"threshold_uncertainty_score":0.71596897},"labels":[],"label_agreement":null},{"id":"W4401481640","doi":"10.56952/arma-2024-0616","title":"Seismic Risk Management Practices at Vale's Sudbury Operations","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Vale (Canada)","funders":"","keywords":"Computer science; Risk management; Geology; Business","score_opus":0.008681582461564533,"score_gpt":0.2257437128456577,"score_spread":0.21706213038409317,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401481640","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.092646204,0.005422603,0.6719466,0.00018460798,0.0022713593,0.00020166415,0.000013560222,0.0040451945,0.22326823],"genre_scores_gemma":[0.9767281,0.0020772964,0.0045080516,0.000018844483,0.00013100228,0.00002168511,0.000009789897,0.00004063326,0.01646463],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99951464,0.0000063160796,0.00010778309,0.00013460897,0.000083931795,0.00015270853],"domain_scores_gemma":[0.9997545,0.000039820592,0.0000055327846,0.00015078303,0.0000059725567,0.00004341135],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00010688146,0.00010006811,0.00006213081,0.000083604304,0.000057298104,0.000116648494,0.00006786489,0.000032384472,0.00020575328],"category_scores_gemma":[0.000007373169,0.000091590366,0.000037831687,0.00013712277,0.0000054979314,0.00017233462,0.000028531704,0.00012150652,0.000850612],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.489907e-7,0.0000030542847,0.000036413792,0.00013365161,0.0000918165,0.000015030298,0.000080152095,0.98595035,0.00011916238,0.001084941,0.007498613,0.0049864883],"study_design_scores_gemma":[0.000033044136,0.0000035215023,0.0000708933,0.000029699353,0.000036159443,0.000006731469,0.000027352457,0.79834825,0.0006083006,0.000039202587,0.20069411,0.00010273652],"about_ca_topic_score_codex":0.000041352265,"about_ca_topic_score_gemma":0.000022071808,"teacher_disagreement_score":0.88408184,"about_ca_system_score_codex":0.000064678374,"about_ca_system_score_gemma":0.0000029496964,"threshold_uncertainty_score":0.99992734},"labels":[],"label_agreement":null},{"id":"W4401481828","doi":"10.56952/arma-2024-0481","title":"Integrating Stress Fracturing and Bulking Monitoring for Deformation-Based Ground Support Design Calibration in a Deep Caving Operation","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Calibration; Stress (linguistics); Petroleum engineering; Deformation (meteorology); Geology; Geotechnical engineering; Mining engineering; Environmental science","score_opus":0.01209763239940497,"score_gpt":0.22585284560455185,"score_spread":0.21375521320514687,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401481828","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12281021,0.00032734353,0.87556714,0.000016188273,0.00043306308,0.00023304785,0.000002218254,0.0004910892,0.00011973086],"genre_scores_gemma":[0.96520317,0.000020371277,0.0344345,0.0000066058324,0.00016989345,0.00008644432,0.000022247235,0.000046851517,0.000009945548],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99921036,0.000011383469,0.000290879,0.00016572641,0.00009495349,0.00022668866],"domain_scores_gemma":[0.9996107,0.00024118136,0.000013208976,0.00007334822,0.000016948525,0.000044609584],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030640245,0.00016036662,0.00012336497,0.00022591521,0.000078946054,0.00039068304,0.000049894596,0.00007803,0.0000070931137],"category_scores_gemma":[0.000036019377,0.00015739983,0.000028354858,0.00013761989,0.0000057969683,0.00071889,0.000008558317,0.00016320794,0.0000014223142],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000022517133,0.0000027285237,0.0005005412,0.00040327085,0.000009949747,0.0000030833821,0.0011636902,0.97742796,0.004235547,0.00019061347,0.000003876489,0.016056513],"study_design_scores_gemma":[0.00014213074,0.000017625962,0.00024087369,0.00040580603,0.000008740137,0.0000031221016,0.00031814913,0.9510367,0.047552705,0.000057367557,0.000040061364,0.00017674996],"about_ca_topic_score_codex":0.000056119683,"about_ca_topic_score_gemma":0.000041966614,"teacher_disagreement_score":0.8423929,"about_ca_system_score_codex":0.00013922533,"about_ca_system_score_gemma":0.00002177063,"threshold_uncertainty_score":0.6418579},"labels":[],"label_agreement":null},{"id":"W4401502350","doi":"10.1016/j.geoen.2024.213223","title":"Investigation on the plugging mechanism of nanocomposite polyacrylate copolymers in water-based drilling fluids: Experiments and applications","year":2024,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Applied Basic Research Program of Sichuan Province; National Aerospace Science Foundation of China; Special Project of Central Government for Local Science and Technology Development of Hubei Province; Ontario Agri-Food Innovation Alliance; Southwest Petroleum University","keywords":"Copolymer; Nanocomposite; Drilling fluid; Materials science; Mechanism (biology); Drilling; Chemical engineering; Petroleum engineering; Nanotechnology; Composite material; Polymer; Geology; Engineering; Metallurgy","score_opus":0.009919009423766225,"score_gpt":0.18713603095390854,"score_spread":0.17721702153014232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401502350","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9281674,0.0015442135,0.069229536,0.000087420376,0.00029591005,0.00014736262,0.0000020110285,0.00030537957,0.00022075824],"genre_scores_gemma":[0.9992711,0.00010229411,0.0004822017,0.000022631628,0.000035482986,0.00005291018,0.000002207056,0.000022943443,0.0000082178685],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999136,0.000004337361,0.0001750826,0.0002105072,0.00018784408,0.00028625468],"domain_scores_gemma":[0.99971354,0.00005751248,0.000007533236,0.00013039407,0.000015547594,0.00007546593],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003479295,0.00014286205,0.00011108877,0.00036376534,0.00009164504,0.00009442504,0.00011760659,0.00003779751,0.0000023314508],"category_scores_gemma":[0.000007780318,0.00010852972,0.000017365217,0.00048185216,0.00008401677,0.00017996899,0.000028232073,0.00011593158,0.0000015380874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.4017588e-7,0.000001015683,0.000006180683,0.000058282607,0.000004386917,9.485595e-7,0.0002819311,0.51580805,0.47568136,0.006899072,8.230135e-7,0.0012575052],"study_design_scores_gemma":[0.000039803934,0.000007530874,0.000018201486,0.00015051197,0.0000026694938,0.0000016381117,0.000034558372,0.581766,0.41757062,0.000058750175,0.00026711446,0.0000825769],"about_ca_topic_score_codex":0.000029140467,"about_ca_topic_score_gemma":0.0000010318026,"teacher_disagreement_score":0.07110371,"about_ca_system_score_codex":0.000053889125,"about_ca_system_score_gemma":0.000017353199,"threshold_uncertainty_score":0.44257137},"labels":[],"label_agreement":null},{"id":"W4401793987","doi":"10.1016/j.compbiomed.2024.109026","title":"Influence of interstitial fluid pressure, porosity, loading magnitude, and anisotropy in cortical bone adaptation","year":2024,"lang":"en","type":"article","venue":"Computers in Biology and Medicine","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Interstitial fluid; Cortical bone; Anisotropy; Porosity; Isotropy; Materials science; Elasticity (physics); Mechanics; Porous medium; Bone density; Biomedical engineering; Physics; Osteoporosis; Composite material; Anatomy; Medicine; Optics; Pathology","score_opus":0.00848264661476488,"score_gpt":0.2528753871736681,"score_spread":0.2443927405589032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4401793987","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9404948,0.0078119407,0.051104188,0.000054760705,0.00036566702,0.000051492123,0.0000019749818,0.00005582759,0.000059372054],"genre_scores_gemma":[0.99786156,0.0010185385,0.0010225293,0.000021513344,0.000060495084,0.000001917206,0.00000571949,0.0000057129573,0.0000020293203],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995679,0.000014076035,0.00017353651,0.000113983006,0.00002618334,0.00010426754],"domain_scores_gemma":[0.9997952,0.000118247444,0.000006955755,0.000040800718,0.000007335917,0.000031486303],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013741692,0.000073948555,0.00016741204,0.0001544534,0.000008140334,0.0000034225654,0.0000324429,0.000064317384,0.0000015938373],"category_scores_gemma":[0.000025405827,0.00006555321,0.000006263841,0.00008388067,0.00011493033,0.000041719733,0.000025568512,0.00014704278,2.850734e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009082851,0.000032561813,0.027881628,0.0019041112,0.00010950285,0.00018624659,0.005200996,0.74122417,0.16606258,0.024236184,0.0002908524,0.032780316],"study_design_scores_gemma":[0.00058751216,0.0001762385,0.03553326,0.0009937341,0.000018592726,0.000038762268,0.000037607693,0.96075976,0.0005357784,0.0008411203,0.00037671614,0.000100937235],"about_ca_topic_score_codex":0.00003699701,"about_ca_topic_score_gemma":0.0000099791005,"teacher_disagreement_score":0.21953554,"about_ca_system_score_codex":0.000009996483,"about_ca_system_score_gemma":0.0000040195578,"threshold_uncertainty_score":0.26731825},"labels":[],"label_agreement":null},{"id":"W4402026797","doi":"10.1016/j.ymssp.2024.111880","title":"A data-driven dynamic method of downhole rock characterisation for the vibro-impact drilling system","year":2024,"lang":"en","type":"article","venue":"Mechanical Systems and Signal Processing","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Petroleum Technology Development Fund; Petroleum Technology Research Centre","keywords":"Drilling; Measurement while drilling; Computer science; Artificial neural network; Feature (linguistics); Multilayer perceptron; Directional drilling; Drill bit; Drill; Algorithm; Geology; Artificial intelligence; Engineering","score_opus":0.022486319014702515,"score_gpt":0.2796391101939956,"score_spread":0.2571527911792931,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402026797","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004785221,0.0072903703,0.9866399,0.000014809995,0.00043846955,0.00032225213,0.00011387493,0.00036793022,0.000027136824],"genre_scores_gemma":[0.99684894,0.000046534566,0.002713557,0.0000018928454,0.00023671414,0.00004174871,0.000038060334,0.000053656513,0.000018865376],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99887913,0.00002886638,0.00041335775,0.0002709863,0.00017110488,0.00023656557],"domain_scores_gemma":[0.9993567,0.0002771589,0.000054360695,0.00020155478,0.0000431636,0.0000671016],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007643853,0.00018573485,0.00032062372,0.00007303516,0.00011798732,0.0002678904,0.00020192306,0.00010496619,0.0000022131157],"category_scores_gemma":[0.0000142335375,0.0001232766,0.00006278463,0.00017586522,0.000006838167,0.00024726125,0.00004304402,0.00016591142,0.00000225083],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010335162,0.0000046632044,0.0000019852544,0.005718875,0.000132575,0.0000025076001,0.00019542366,0.8747877,0.0670854,0.00056529255,0.000026315984,0.051468965],"study_design_scores_gemma":[0.000104819075,0.00003840603,0.000008561304,0.001588642,0.00009325734,0.000038082646,0.00018890931,0.99610317,0.0007241693,0.000030350837,0.00092873926,0.00015292264],"about_ca_topic_score_codex":0.000026017997,"about_ca_topic_score_gemma":0.0000015689808,"teacher_disagreement_score":0.99206376,"about_ca_system_score_codex":0.000072606854,"about_ca_system_score_gemma":0.00002587188,"threshold_uncertainty_score":0.50270736},"labels":[],"label_agreement":null},{"id":"W4402060431","doi":"10.1061/9780784485569.036","title":"Introduction of the Concept of Probabilistic Risk Assessment for Evaluating the Borehole Stability in Horizontal Directional Drilling","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Borehole; Probabilistic logic; Directional drilling; Stability (learning theory); Geology; Drilling; Computer science; Engineering; Geotechnical engineering; Artificial intelligence; Mechanical engineering; Machine learning","score_opus":0.015478686693703217,"score_gpt":0.27012620867277654,"score_spread":0.2546475219790733,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402060431","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7800892,0.00048439106,0.21620478,0.0001560803,0.0017059724,0.00056215783,0.000038961003,0.00014031609,0.0006181597],"genre_scores_gemma":[0.99639136,0.000008748894,0.0032753726,7.9742966e-7,0.000227982,0.00005183521,0.0000050728963,0.000015511132,0.000023352513],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992563,0.000040344763,0.00029120749,0.00013490157,0.00016340203,0.00011385632],"domain_scores_gemma":[0.9994093,0.00033102196,0.00002822698,0.00016683481,0.000053302625,0.000011298882],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00090401305,0.00008346604,0.000121227575,0.000033548702,0.000039092793,0.000016045082,0.00008128463,0.00003201667,0.00002617248],"category_scores_gemma":[0.00020086255,0.00005107775,0.00008109384,0.00022143262,0.000047387723,0.00006014982,0.000016668022,0.00017685386,2.6006526e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035895944,0.000012187697,0.0005106602,0.00017966855,0.000029239514,2.3889973e-8,0.00035914988,0.9802869,0.010077671,0.0023840868,0.00008526221,0.006071567],"study_design_scores_gemma":[0.00009821025,0.000052118987,0.002273348,0.00005508274,0.000026967624,8.0173055e-7,0.00015832509,0.96785814,0.028060079,0.00096965645,0.00038745732,0.00005983513],"about_ca_topic_score_codex":0.000062043124,"about_ca_topic_score_gemma":0.000037285437,"teacher_disagreement_score":0.21630214,"about_ca_system_score_codex":0.00012184869,"about_ca_system_score_gemma":0.00003769285,"threshold_uncertainty_score":0.20828901},"labels":[],"label_agreement":null},{"id":"W4402285973","doi":"10.1007/s10064-024-03873-w","title":"Use of LBPs to estimate VBPs as observed from an investigation of physical model bimrocks","year":2024,"lang":"en","type":"article","venue":"Bulletin of Engineering Geology and the Environment","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Nature Conservation; Environmental science; Biology; Ecology","score_opus":0.012123045926841033,"score_gpt":0.19020685062726472,"score_spread":0.17808380470042368,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402285973","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9406929,0.00056386774,0.05827538,0.00013676929,0.000092827184,0.000109729684,0.000012816937,0.00008574128,0.000029980512],"genre_scores_gemma":[0.99276036,0.00007439393,0.007019312,0.000011091745,0.00002658457,0.000017614175,0.000010341218,0.00002997577,0.000050355466],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993651,0.000015422609,0.00023473537,0.00015077359,0.000095904565,0.00013806301],"domain_scores_gemma":[0.9994674,0.00023379657,0.000022449196,0.00020811678,0.000005488556,0.00006279678],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012994593,0.00014919136,0.00026552752,0.000064931344,0.000012398123,0.0000062477106,0.00009665869,0.00007089599,0.000023034927],"category_scores_gemma":[0.000027038519,0.00012525766,0.000054839886,0.000045006458,0.0000895779,0.000026875328,0.000050844526,0.00012865468,0.000009059298],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014025825,0.000009272156,0.00013426565,0.00011913277,0.00007831064,0.0000012389595,0.0007177611,0.9656956,0.030166367,0.002726786,0.000031429645,0.00030581307],"study_design_scores_gemma":[0.0001810851,0.00005733128,0.0017568058,0.00010940176,0.000049210394,0.000001422523,0.000007290087,0.9661049,0.03024169,0.0005602255,0.00081687595,0.0001137465],"about_ca_topic_score_codex":0.000097322794,"about_ca_topic_score_gemma":7.6129726e-7,"teacher_disagreement_score":0.05206744,"about_ca_system_score_codex":0.000011891918,"about_ca_system_score_gemma":0.000003897686,"threshold_uncertainty_score":0.51078594},"labels":[],"label_agreement":null},{"id":"W4402288089","doi":"10.2139/ssrn.4947070","title":"Solid Bitumen Reflectance as Thermal Maturity Indicator in Shale Reservoirs: Understanding the Effect of Natural Heterogeneity of Solid Bitumen Assemblages","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Oil shale; Asphalt; Natural (archaeology); Maturity (psychological); Geology; Mineralogy; Reflectivity; Petroleum engineering; Materials science; Paleontology; Composite material; Optics","score_opus":0.010382074078236266,"score_gpt":0.28079349204948917,"score_spread":0.2704114179712529,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402288089","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97234315,0.02312227,0.0023584845,0.000103078986,0.0010972017,0.00037030425,0.000020394606,0.00014974516,0.00043536793],"genre_scores_gemma":[0.9952509,0.0041977824,0.000028990604,0.000004281559,0.00030730723,0.000024866795,0.000009290493,0.00012545132,0.000051177583],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99614304,0.00022878431,0.0008321982,0.0003852693,0.0005461519,0.0018645683],"domain_scores_gemma":[0.99885345,0.00022098492,0.00029149727,0.00051158614,0.000035006182,0.00008745784],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0031777925,0.00053727225,0.0008617163,0.00050169637,0.00009195374,0.00008883587,0.0009157226,0.00039319598,0.00000657732],"category_scores_gemma":[0.00007851811,0.0004051508,0.00039731586,0.0003745895,0.00009039664,0.000112676695,0.0003881096,0.007921402,0.000007997492],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00029465137,0.000057841968,0.0021387602,0.0037416748,0.0030243185,0.00006704725,0.0018399308,0.8790255,0.10438958,0.0040276223,0.00008834666,0.0013047338],"study_design_scores_gemma":[0.002644302,0.0014897763,0.0011772333,0.0073665134,0.0007960254,0.00075974717,0.0014314046,0.28797045,0.50980157,0.18428503,0.00006113473,0.0022168006],"about_ca_topic_score_codex":0.00005671478,"about_ca_topic_score_gemma":0.00030083425,"teacher_disagreement_score":0.59105504,"about_ca_system_score_codex":0.0021043927,"about_ca_system_score_gemma":0.0006262214,"threshold_uncertainty_score":0.99984},"labels":[],"label_agreement":null},{"id":"W4402435762","doi":"10.1016/j.geoen.2024.213318","title":"Data-driven prediction of drilling strength ahead of the bit","year":2024,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Coquitlam College; Memorial University of Newfoundland","funders":"","keywords":"Bit (key); Drilling; Computer science; Geology; Petroleum engineering; Engineering; Mechanical engineering; Computer security","score_opus":0.012030875753995428,"score_gpt":0.19229427582731012,"score_spread":0.1802634000733147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402435762","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9441704,0.0036218488,0.047495566,0.00003716604,0.002927027,0.000091885595,0.00013432348,0.00057561777,0.00094616227],"genre_scores_gemma":[0.99864787,0.00029407753,0.00091646734,0.0000017689741,0.00009377661,0.000002473682,0.0000050335243,0.000019731218,0.000018806328],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990528,0.0000026070884,0.00021884087,0.00020431401,0.0002889878,0.0002324011],"domain_scores_gemma":[0.99947596,0.00004221048,0.000014426485,0.00037079264,0.000039338414,0.00005725577],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032144503,0.00011662871,0.00013156405,0.0002019235,0.000047333357,0.000041293897,0.00038957305,0.000040239098,0.0000026234613],"category_scores_gemma":[0.000055371405,0.00009199747,0.00002827239,0.0008426094,0.00009908726,0.00036146448,0.000121746336,0.00012699807,7.368779e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.5194691e-7,0.000002040894,0.000080189704,0.00019435266,0.000016304406,6.2816696e-7,0.000101804624,0.9445728,0.049827468,0.0011348351,0.000052363517,0.004016949],"study_design_scores_gemma":[0.000037428246,0.000008667808,0.0012454281,0.00028272133,0.000014732563,0.000006724705,0.000021115931,0.9729376,0.020315252,0.0000120622435,0.0050384705,0.00007983065],"about_ca_topic_score_codex":0.000018644298,"about_ca_topic_score_gemma":0.0000030448443,"teacher_disagreement_score":0.054477464,"about_ca_system_score_codex":0.000029995905,"about_ca_system_score_gemma":0.00003955542,"threshold_uncertainty_score":0.37515482},"labels":[],"label_agreement":null},{"id":"W4402545780","doi":"10.36487/acg_repo/2465_47","title":"Numerical model calibration of fault properties using seismic moment for a deep underground mine","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Calibration; Moment (physics); Fault (geology); Geology; Numerical models; Seismology; Computer science; Mining engineering; Numerical modeling; Geophysics; Mathematics","score_opus":0.028899675940282064,"score_gpt":0.22672331715180943,"score_spread":0.19782364121152737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402545780","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.090947755,0.00088124484,0.9073331,0.000036021764,0.00018573579,0.000117039985,0.0000024206763,0.0003201533,0.00017653413],"genre_scores_gemma":[0.98652244,0.000025337624,0.013022784,0.000010101487,0.000055033353,0.00001785026,0.000004511045,0.000038962124,0.00030297646],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995168,0.0000022858858,0.00016589595,0.00009971356,0.00007736373,0.00013796022],"domain_scores_gemma":[0.9998601,0.00001629089,0.000005947994,0.00007337007,0.000013769842,0.000030490577],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000043630298,0.00009838957,0.00011291815,0.000065848464,0.000023934173,0.000025038158,0.00003949988,0.000041831452,0.0000040843424],"category_scores_gemma":[0.0000034237812,0.0000830267,0.00004923705,0.000095057454,0.000007751153,0.00012805147,0.000009453672,0.000047551228,9.665049e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026220503,0.000006026366,0.0000011289836,0.0004958674,0.000035977613,4.087116e-7,0.00026192228,0.97438055,0.023186632,0.0006551867,0.000054716853,0.0009189641],"study_design_scores_gemma":[0.000072274095,0.000014609315,3.384621e-7,0.00008326247,0.000018054194,0.0000027417884,0.000028806971,0.97565275,0.023562439,0.00026152487,0.00019570364,0.00010746885],"about_ca_topic_score_codex":0.000024312098,"about_ca_topic_score_gemma":0.000001765103,"teacher_disagreement_score":0.8955747,"about_ca_system_score_codex":0.000063211555,"about_ca_system_score_gemma":0.000015006227,"threshold_uncertainty_score":0.33857307},"labels":[],"label_agreement":null},{"id":"W4402564583","doi":"10.2118/221428-ms","title":"Management of Cross-Flow Events in High pressure, Deep Disposal Wells Using MPD Techniques","year":2024,"lang":"en","type":"article","venue":"SPE/IADC Managed Pressure Drilling and Underbalanced Operations Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Petroleum engineering; Flow (mathematics); High pressure; Geology; Environmental science; Engineering; Engineering physics; Mechanics; Physics","score_opus":0.010782020130858033,"score_gpt":0.24422619420150665,"score_spread":0.23344417407064863,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402564583","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.25941086,0.007627776,0.7285728,0.000079029494,0.00053286145,0.0006696842,0.00007364063,0.0006475912,0.0023857655],"genre_scores_gemma":[0.98555756,0.003646057,0.01031016,0.000008652928,0.000072320574,0.00003330629,0.00006834234,0.000036882546,0.0002667131],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988407,0.00003348813,0.0003551896,0.0003524732,0.00015580746,0.00026233308],"domain_scores_gemma":[0.99965024,0.00003365439,0.000021168158,0.00018786112,0.000046667297,0.0000604007],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022442658,0.00024041809,0.00027011172,0.00021648893,0.00012912066,0.00019493872,0.00008800369,0.00013515753,0.00001917769],"category_scores_gemma":[0.0000046294194,0.000246946,0.000039540173,0.00023633026,0.000059636146,0.00046014978,0.000044987337,0.00024315568,0.0000017847218],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001032432,0.000016941349,0.00049786764,0.0016388407,0.00015367732,0.000012702309,0.0003737597,0.9729338,0.0022420185,0.012935838,0.0000090061785,0.009175199],"study_design_scores_gemma":[0.00028139952,0.000021156155,0.001740207,0.0013884135,0.00012389537,0.0000067453348,0.00009897956,0.9897354,0.0030424902,0.0026219592,0.0006511191,0.00028820927],"about_ca_topic_score_codex":0.00009966764,"about_ca_topic_score_gemma":0.000040776937,"teacher_disagreement_score":0.7261467,"about_ca_system_score_codex":0.00001982652,"about_ca_system_score_gemma":0.000010291267,"threshold_uncertainty_score":0.9999983},"labels":[],"label_agreement":null},{"id":"W4402605261","doi":"10.2139/ssrn.4960188","title":"Machine Learning-Based Identification and Classification of Acoustic Emission Signals from Fracture Process Zones","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McGill University","funders":"","keywords":"Acoustic emission; Identification (biology); Process (computing); Fracture (geology); Computer science; Artificial intelligence; Machine learning; Pattern recognition (psychology); Geology; Acoustics; Physics; Geotechnical engineering; Biology","score_opus":0.00636265361851523,"score_gpt":0.22937915502576986,"score_spread":0.22301650140725462,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402605261","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.31836316,0.04351288,0.63677603,0.00018502703,0.000568789,0.00017695973,0.000029387786,0.00032721268,0.000060545724],"genre_scores_gemma":[0.99355924,0.0056718593,0.00006337135,0.000003846044,0.00027968202,0.000012997768,0.00014486494,0.00008767893,0.00017643553],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982897,0.00003907368,0.00048043614,0.0002816133,0.00027304652,0.0006361036],"domain_scores_gemma":[0.99937516,0.00007195293,0.00020501604,0.00017968858,0.00009458036,0.00007360484],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.000678023,0.00028793767,0.0003120372,0.00024372527,0.000068035115,0.00011344459,0.00020125197,0.00031576303,0.0000145066615],"category_scores_gemma":[0.00006844839,0.00026873543,0.00010182666,0.00013084942,0.000021784139,0.00005668281,0.000038004633,0.004423591,0.000007903125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011901065,0.000014046886,0.000115371484,0.0006168872,0.00017446796,0.0000016930088,0.00019073415,0.9679586,0.02602022,0.00007179762,0.000022232058,0.004802024],"study_design_scores_gemma":[0.00016066254,0.0000353508,0.00023739992,0.00068951875,0.00020386167,0.000018041452,0.0001476547,0.9352097,0.006825326,0.05608136,0.00012950257,0.0002616121],"about_ca_topic_score_codex":0.000024700927,"about_ca_topic_score_gemma":0.00002493753,"teacher_disagreement_score":0.6751961,"about_ca_system_score_codex":0.0003364014,"about_ca_system_score_gemma":0.00046933824,"threshold_uncertainty_score":0.99997646},"labels":[],"label_agreement":null},{"id":"W4402668120","doi":"10.2118/220884-ms","title":"Experimental Investigation of How Supercritical CO2 Changes the Chemistry and Microstructure of Cements","year":2024,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy; University of Alberta","funders":"","keywords":"Supercritical fluid; Microstructure; Chemistry; Chemical engineering; Materials science; Metallurgy; Engineering; Organic chemistry","score_opus":0.012988489183199304,"score_gpt":0.22586304595522175,"score_spread":0.21287455677202244,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402668120","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9961115,0.0013020554,0.0017000474,0.00037758832,0.00005128859,0.00006480278,0.000052252704,0.00009051569,0.00024995182],"genre_scores_gemma":[0.9995498,0.00020276853,0.00015406207,0.00000968656,0.000040671566,0.0000056296376,0.000019610574,0.000008088634,0.0000096660315],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996532,0.000004958622,0.000087495944,0.00009617678,0.00007514406,0.00008301408],"domain_scores_gemma":[0.99985325,0.000023691717,0.0000041459916,0.000061031733,0.000024878504,0.0000330016],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005691559,0.00007789821,0.00009426313,0.00001674734,0.000017604441,0.00002761046,0.00003568709,0.00007661049,0.000013530463],"category_scores_gemma":[0.00000928056,0.0000607834,0.000015516924,0.00005850454,0.00014265653,0.00007741747,0.000023087528,0.000110177236,2.909677e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024779122,0.0000023652046,0.000031423333,0.00027414382,0.0000066986267,9.252242e-7,0.00035515826,0.00002883733,0.9971586,0.0012509181,0.00021961665,0.0006688771],"study_design_scores_gemma":[0.00008782865,0.000052717194,0.00062257197,0.0002717367,0.000014121146,0.000017138815,0.00064877805,0.006763375,0.9905007,0.00065223593,0.00027957896,0.00008921989],"about_ca_topic_score_codex":0.0000048381976,"about_ca_topic_score_gemma":0.0000016250375,"teacher_disagreement_score":0.0067345374,"about_ca_system_score_codex":0.00000803285,"about_ca_system_score_gemma":0.0000059085114,"threshold_uncertainty_score":0.24786751},"labels":[],"label_agreement":null},{"id":"W4402668571","doi":"10.2118/220946-ms","title":"Use of Machine Learning in Microseismic Monitoring for Thermal Operations in Cold Lake, AB, Canada","year":2024,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Imperial Oil (Canada)","funders":"","keywords":"Microseism; Computer science; Geology; Seismology","score_opus":0.01859419349835329,"score_gpt":0.22855090563537186,"score_spread":0.20995671213701858,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402668571","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9865944,0.0005708026,0.012025195,0.000102918835,0.00014953663,0.0001725787,0.000113760405,0.00015912311,0.00011168234],"genre_scores_gemma":[0.9990106,0.00025831634,0.0005811928,0.0000065181443,0.00003465392,0.00002285963,0.00002797062,0.0000147095525,0.000043142572],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994974,0.0000071992954,0.0001825466,0.00011379911,0.00005561422,0.00014345281],"domain_scores_gemma":[0.99982744,0.00006271139,0.000005371962,0.00004847603,0.000022805087,0.000033209246],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008672132,0.000084873245,0.00011908922,0.00008934117,0.000019959618,0.00003874014,0.000033655626,0.00006286337,0.000005252724],"category_scores_gemma":[0.00003058055,0.000087652355,0.000017324946,0.00013104037,0.0000137174875,0.00017267122,0.000012143178,0.00021373993,4.2537098e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000965451,0.000013482312,0.0019864638,0.00026336315,0.00000838015,0.000015638052,0.00021226263,0.74512416,0.24476756,0.0014704069,0.0001645595,0.005964088],"study_design_scores_gemma":[0.00025049463,0.000061329534,0.0037887944,0.0008177149,0.000008974859,0.000004683188,0.0001059865,0.9366387,0.052163277,0.000072425384,0.005843371,0.00024424604],"about_ca_topic_score_codex":0.013821236,"about_ca_topic_score_gemma":0.11062124,"teacher_disagreement_score":0.19260427,"about_ca_system_score_codex":0.00004467145,"about_ca_system_score_gemma":0.000051919113,"threshold_uncertainty_score":0.9927458},"labels":[],"label_agreement":null},{"id":"W4402790686","doi":"10.1139/cgj-2024-0295","title":"Nonparametric and continuous variable-based stratigraphic modelling from sparse boreholes using signed distance function and Bayesian compressive sensing","year":2024,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"Nanyang Technological University; Ministry of Education - Singapore","keywords":"Borehole; Nonparametric statistics; Bayesian probability; Compressed sensing; Geology; Geotechnical engineering; Function (biology); Variable (mathematics); Compressive strength; Data mining; Computer science; Mathematics; Algorithm; Statistics; Mathematical analysis; Materials science","score_opus":0.010048407637365666,"score_gpt":0.1814811391356693,"score_spread":0.17143273149830363,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402790686","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08641912,0.0074860086,0.90530705,0.000042566404,0.0003823173,0.00008098343,0.0000433431,0.0001917553,0.000046824123],"genre_scores_gemma":[0.9828791,0.00011107626,0.01670365,0.000036861842,0.00020785225,8.7919176e-7,0.000008571681,0.000049188417,0.0000028205202],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989235,0.000025389909,0.00028368607,0.0002358451,0.0001371963,0.00039442262],"domain_scores_gemma":[0.9991197,0.00015219311,0.000028742104,0.00012335103,0.000036458914,0.00053954456],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001859509,0.0002148404,0.00024370308,0.00045775846,0.00018591339,0.0004627394,0.000070035996,0.00018286702,0.000010146463],"category_scores_gemma":[0.00002211581,0.00022574275,0.000048966023,0.0004289877,0.00006307226,0.00017020664,0.0000072768817,0.0006814203,7.352706e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005292147,0.0000018570829,0.0000420867,0.000046340814,0.000049892853,0.00015397214,0.00002057073,0.99190176,0.0018459016,0.0002300838,0.000039845378,0.0056623863],"study_design_scores_gemma":[0.0002013692,0.00002326391,0.00009350616,0.00059097493,0.00008432109,0.000118884986,0.000024702691,0.9955006,0.00009576196,0.001987883,0.0010177282,0.00026098717],"about_ca_topic_score_codex":0.0036030319,"about_ca_topic_score_gemma":0.0005946124,"teacher_disagreement_score":0.89646,"about_ca_system_score_codex":0.00014118868,"about_ca_system_score_gemma":0.00012965214,"threshold_uncertainty_score":0.92055225},"labels":[],"label_agreement":null},{"id":"W4402883856","doi":"10.1016/j.rockmb.2024.100165","title":"Enhancing production rates at El Teniente's black cave mine through optimizing HF hole distribution using discrete fracture network modeling and geostatistical simulation methods","year":2024,"lang":"en","type":"article","venue":"Rock Mechanics Bulletin","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"Fondo Nacional de Desarrollo Científico y Tecnológico; Agencia Nacional de Investigación y Desarrollo","keywords":"Cave; Production (economics); Computer science; Environmental science; Statistics; Mathematics; Geography; Economics; Archaeology","score_opus":0.01430770033381676,"score_gpt":0.28373055369660816,"score_spread":0.26942285336279137,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402883856","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.013873799,0.0028789039,0.9813452,0.00012260088,0.000993448,0.00022936906,0.00002461795,0.0005160603,0.00001600098],"genre_scores_gemma":[0.90175533,0.0002639828,0.09705467,0.000017969458,0.0005840074,0.000009379178,0.00016738042,0.000095120595,0.000052181113],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99846756,0.000058031805,0.00038544097,0.00045173653,0.00018249193,0.00045472948],"domain_scores_gemma":[0.99943644,0.00019310406,0.000037614376,0.00018351685,0.000061086066,0.00008826808],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046136056,0.00031181006,0.0002809922,0.000050932056,0.00022995008,0.00012734658,0.000063258325,0.00018273837,0.000026348442],"category_scores_gemma":[0.00014985786,0.0003172408,0.00006812861,0.00022394928,0.000006162645,0.00013850947,0.000079059166,0.00037492893,0.000017216738],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012218955,0.000003951832,9.734758e-7,0.00028622046,0.00004981597,0.000006197362,0.000367323,0.9907826,0.0076842336,0.0003176107,0.00019419282,0.00029466816],"study_design_scores_gemma":[0.00010712124,0.00001953511,5.5744664e-7,0.0005365373,0.0001062534,0.000016441303,0.00008920303,0.98379654,0.010419713,0.0009964418,0.0035653138,0.00034633407],"about_ca_topic_score_codex":0.000024654277,"about_ca_topic_score_gemma":0.0000027629492,"teacher_disagreement_score":0.8878815,"about_ca_system_score_codex":0.00025427318,"about_ca_system_score_gemma":0.000010255015,"threshold_uncertainty_score":0.99992794},"labels":[],"label_agreement":null},{"id":"W4402971342","doi":"10.2139/ssrn.4972346","title":"Unsupervised Learning Based on Prior Knowledge Enhancement for the Classification and Evaluation of Geological–Engineering Sweet Spots","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Spots; Artificial intelligence; Computer science; Sweet spot; Pattern recognition (psychology); Chemistry; Simulation","score_opus":0.024359256249870846,"score_gpt":0.26649626655480396,"score_spread":0.24213701030493312,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4402971342","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4022884,0.052316077,0.5411451,0.00029768344,0.0018034817,0.0012339219,0.0000077437335,0.00031231248,0.0005952912],"genre_scores_gemma":[0.9943652,0.0046986938,0.00028960078,0.0000029922346,0.00032596846,0.00015253945,0.000019444247,0.00007087992,0.00007469538],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99806875,0.00005624676,0.00041025225,0.0002695337,0.00033652748,0.0008586875],"domain_scores_gemma":[0.9991947,0.00027942538,0.000092955524,0.00021833868,0.00016427165,0.00005030539],"candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0039234385,0.00029522952,0.00028255032,0.00022458595,0.0001000545,0.00007367315,0.00021516498,0.00020398914,0.000010114776],"category_scores_gemma":[0.00015663504,0.00023096526,0.00015265141,0.00012932833,0.000019121264,0.000027221256,0.00006030057,0.0027616548,0.0000046167424],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014615591,0.000016424907,0.0000145049125,0.00036899198,0.00020030692,1.4566189e-7,0.00012248063,0.9371207,0.0012631514,0.002119053,0.000012047201,0.058747604],"study_design_scores_gemma":[0.00044795967,0.00012749142,0.00038137156,0.00048336547,0.0003252064,0.000007361124,0.00011860099,0.99085915,0.0006133438,0.005874043,0.00053627323,0.0002258554],"about_ca_topic_score_codex":0.0000027215071,"about_ca_topic_score_gemma":0.000007829575,"teacher_disagreement_score":0.5920768,"about_ca_system_score_codex":0.0009199307,"about_ca_system_score_gemma":0.0005741508,"threshold_uncertainty_score":0.999539},"labels":[],"label_agreement":null},{"id":"W4403252419","doi":"10.26434/chemrxiv-2024-stqk1","title":"Computational Fluid Dynamics modeling applied to drilling and cleaning operations: A science mapping analysis","year":2024,"lang":"en","type":"preprint","venue":"ChemRxiv","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Workflow; Web of science; China; Scopus; Petroleum; Drilling; Petroleum industry; Operations research; Science and engineering; Petroleum engineering; Engineering; Library science; Computer science; Engineering management; Mechanical engineering; Geography; Geology; Political science; Engineering ethics; Database; Archaeology","score_opus":0.01210914832661874,"score_gpt":0.21964119738939403,"score_spread":0.20753204906277528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403252419","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3445833,0.00046223289,0.65286165,0.000034553563,0.00034812128,0.00014231994,0.000005467225,0.00055641896,0.0010059187],"genre_scores_gemma":[0.9456216,0.00006098785,0.05391227,0.000024106646,0.00016050508,0.000050870487,0.00007924522,0.000072606585,0.000017808681],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982663,0.0000038533726,0.00040560972,0.0006518633,0.0003038215,0.0003685987],"domain_scores_gemma":[0.99935913,0.00003400828,0.00001644565,0.0003112389,0.000096279844,0.00018291868],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043040834,0.00033688045,0.0004087803,0.0011136511,0.0001819414,0.00057247444,0.00028126425,0.0001483314,0.00000475197],"category_scores_gemma":[0.00003087878,0.00039528514,0.000110045825,0.0014317052,0.000046025994,0.000067214314,0.00052617426,0.0005783112,0.00002526661],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.9068733e-7,0.0000028560735,0.000012444159,0.00031245672,0.0002492172,0.0000022445731,0.00095840584,0.9935498,0.0018345672,0.001846057,0.0000053335116,0.0012258788],"study_design_scores_gemma":[0.000048049875,0.0000019367487,0.000015164016,0.00027859156,0.00018338046,0.000002100154,0.00017819111,0.996922,0.00041914877,0.001515195,0.000011014019,0.00042521537],"about_ca_topic_score_codex":0.000016055708,"about_ca_topic_score_gemma":0.000009994505,"teacher_disagreement_score":0.6010383,"about_ca_system_score_codex":0.00032699478,"about_ca_system_score_gemma":0.00007581056,"threshold_uncertainty_score":0.9998499},"labels":[],"label_agreement":null},{"id":"W4403342563","doi":"10.3997/2214-4609.202421216","title":"Multi-Lateral Well Construction by Directional Steel Shot Drilling: Optimisation of the (Mechanical) Specific Energy Utilisation","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Shot (pellet); Drilling; Energy (signal processing); Specific energy; Computer science; Petroleum engineering; Mechanical engineering; Structural engineering; Geology; Materials science; Engineering; Metallurgy; Mathematics","score_opus":0.014244607397814607,"score_gpt":0.19475602550580443,"score_spread":0.18051141810798982,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403342563","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06818915,0.0011419464,0.9171049,0.000081625374,0.005629339,0.00012680258,0.000022871836,0.0010116944,0.006691678],"genre_scores_gemma":[0.9923523,0.0002686376,0.0061689178,0.0000075018206,0.00014819566,0.000007863754,0.000028482214,0.00003300489,0.0009850695],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992842,0.000014402996,0.00024640557,0.00016226732,0.00015740226,0.00013529084],"domain_scores_gemma":[0.9997406,0.000045236386,0.000017566781,0.00013601729,0.000025639796,0.000034940957],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000090761285,0.00013004188,0.000105062245,0.00007303421,0.000043545107,0.000046842426,0.000076813056,0.000089976755,0.00015498062],"category_scores_gemma":[0.000004732222,0.000104589795,0.00008321477,0.00020545276,0.0000277646,0.0001249078,0.0000129622285,0.00012169433,0.000011342323],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000035629937,0.000013931858,0.000045530778,0.00006687636,0.000052843847,4.3266465e-7,0.000093434086,0.7286281,0.2534081,0.0065898164,0.0019130284,0.009184347],"study_design_scores_gemma":[0.00009538558,0.000005994452,0.00006409002,0.000047586895,0.000009399571,0.000007640204,0.000026152082,0.7926752,0.17679626,0.00010020675,0.03006703,0.000105036524],"about_ca_topic_score_codex":0.000022733111,"about_ca_topic_score_gemma":0.0000049172327,"teacher_disagreement_score":0.92416316,"about_ca_system_score_codex":0.00007753977,"about_ca_system_score_gemma":0.000008963667,"threshold_uncertainty_score":0.4265048},"labels":[],"label_agreement":null},{"id":"W4403499647","doi":"10.1016/j.geoen.2024.213423","title":"A highly accurate and robust prediction framework for drilling rate of penetration based on machine learning ensemble algorithm","year":2024,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Key Research and Development Program of Zhejiang Province; Wuhan Science and Technology Project; National Key Research and Development Program of China; Basic Public Welfare Research Program of Zhejiang Province; National Natural Science Foundation of China","keywords":"Ensemble learning; Computer science; Rate of penetration; Penetration rate; Drilling; Machine learning; Algorithm; Artificial intelligence; Geology; Petroleum engineering; Engineering; Mechanical engineering","score_opus":0.008518655219563812,"score_gpt":0.19567927848915617,"score_spread":0.18716062326959237,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403499647","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05839854,0.0010258096,0.9392871,0.000029550727,0.0006259461,0.00008705665,0.000011696122,0.00045777715,0.00007652405],"genre_scores_gemma":[0.95896286,0.00031558305,0.04050331,0.000009975005,0.00011672335,0.000023389122,0.000011205632,0.00003860427,0.000018378363],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990519,0.000005045282,0.0001963288,0.00027659102,0.00016211093,0.00030800083],"domain_scores_gemma":[0.99953747,0.00019371066,0.00001658949,0.00010341847,0.000051776813,0.00009705141],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005708101,0.00017724665,0.00015502436,0.00036198093,0.00012018943,0.00015423006,0.00007698999,0.00007682411,0.0000014330775],"category_scores_gemma":[0.0001220997,0.0001759865,0.00003016761,0.00052687,0.000040881572,0.00030652262,0.00001569639,0.00019947968,5.955558e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000026026783,0.0000023141702,0.000012760884,0.00020610906,0.000010173188,0.000001586208,0.00008641931,0.9702944,0.013781368,0.002113912,0.0000048951842,0.013483455],"study_design_scores_gemma":[0.00011170233,0.00007775721,0.00018675023,0.0003710235,0.0000133527155,0.000004377148,0.000014184448,0.9885185,0.0092790285,0.0001730992,0.0010818016,0.00016845675],"about_ca_topic_score_codex":0.000012610395,"about_ca_topic_score_gemma":0.0000010307357,"teacher_disagreement_score":0.9005643,"about_ca_system_score_codex":0.00004674673,"about_ca_system_score_gemma":0.000026147627,"threshold_uncertainty_score":0.7176521},"labels":[],"label_agreement":null},{"id":"W4403586907","doi":"10.2118/223266-ms","title":"Innovative Technology Designed to Secure the Wellbore Stability Resulted in the Elimination of a Casing Section, Significantly Improvement of Rop and Drilling Fluid Saving, Avoiding Side-Track","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Wellbore; Casing; Petroleum engineering; Track (disk drive); Drilling fluid; Drilling; Section (typography); Lost circulation; Mechanical engineering; Stability (learning theory); Engineering; Computer science; Geology; Operating system","score_opus":0.009210873857695484,"score_gpt":0.2233983673792378,"score_spread":0.21418749352154232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403586907","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8494755,0.00030572756,0.14877842,0.00031678035,0.00016920289,0.00039701266,0.0000072124985,0.00017767357,0.00037248278],"genre_scores_gemma":[0.9987288,0.000038217167,0.0011205943,0.000011741336,0.00003916884,0.000028086037,0.0000032623163,0.000023697741,0.0000064157593],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99890584,0.000042946576,0.00046146754,0.00021284622,0.00016218814,0.00021469676],"domain_scores_gemma":[0.999217,0.0003640181,0.000038076523,0.00021622551,0.00014641773,0.000018286286],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0013518438,0.00015227393,0.00018339873,0.0003339277,0.000072974224,0.00003825547,0.00013394894,0.00009889449,0.0000036028546],"category_scores_gemma":[0.0002571362,0.00010295613,0.000023091787,0.0017822545,0.000051318246,0.00009258582,0.000033503773,0.0003321796,4.4938724e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010127006,0.000010208052,0.000115615185,0.00032658718,0.00003523401,0.0000023087166,0.008259805,0.15093683,0.8329451,0.0025301531,0.000035267833,0.0047927783],"study_design_scores_gemma":[0.00013518581,0.00013789802,0.0006941536,0.00030603062,0.00001939686,0.000005443544,0.00979916,0.26714808,0.7210664,0.00041369253,0.00012430544,0.00015022745],"about_ca_topic_score_codex":0.00009378041,"about_ca_topic_score_gemma":0.000120068995,"teacher_disagreement_score":0.14925332,"about_ca_system_score_codex":0.00011424993,"about_ca_system_score_gemma":0.000028439805,"threshold_uncertainty_score":0.4198429},"labels":[],"label_agreement":null},{"id":"W4403587017","doi":"10.2118/223334-ms","title":"The Role of Geomechanics Behaviors on Wellbore Collapse and Sanding Prediction in Gas Reservoir","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Geomechanics; Wellbore; Petroleum engineering; Geology; Geotechnical engineering; Tight gas; Hydraulic fracturing","score_opus":0.004050242505918668,"score_gpt":0.1883395789800187,"score_spread":0.18428933647410004,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403587017","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98725635,0.0025942603,0.0026534458,0.000036643654,0.0005425474,0.00011547067,0.000010105257,0.0003660733,0.006425077],"genre_scores_gemma":[0.9991707,0.0005504757,0.000051976906,0.0000010350924,0.000032633685,0.0000086711525,0.0000022135653,0.000020235255,0.00016200857],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99958265,0.000004808996,0.000126281,0.000083161984,0.00008053462,0.00012258142],"domain_scores_gemma":[0.99980456,0.00006764398,0.000004383465,0.00009202558,0.000005835349,0.000025535011],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016109282,0.00007055896,0.000066063716,0.00009240299,0.00002720974,0.00003339652,0.00004498421,0.00004645162,0.000007974104],"category_scores_gemma":[0.0000089737405,0.000053535212,0.000017647351,0.00017521654,0.0000064577616,0.000044635985,0.000012746243,0.0001242945,0.000004245261],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008611021,0.000009026305,0.00068085117,0.00013154812,0.000022833705,0.0000071795557,0.00051194214,0.95734173,0.014189264,0.011249659,0.0005491502,0.015298204],"study_design_scores_gemma":[0.00006429522,0.000029691486,0.00013780888,0.00015287411,0.0000066258544,0.0000024979197,0.0002379113,0.9780802,0.013728173,0.00073639187,0.0067644054,0.00005913989],"about_ca_topic_score_codex":0.000020767755,"about_ca_topic_score_gemma":0.000030278034,"teacher_disagreement_score":0.020738455,"about_ca_system_score_codex":0.000036350655,"about_ca_system_score_gemma":0.0000043677815,"threshold_uncertainty_score":0.21831027},"labels":[],"label_agreement":null},{"id":"W4403587036","doi":"10.2118/223337-ms","title":"Managed Surface Temperature/Pressure in Real-Time Drilling for Gas Migration and Wellbore Stability Detection in Subsurface","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro Geotech (Canada)","funders":"","keywords":"Wellbore; Petroleum engineering; Drilling; Geology; Stability (learning theory); Computer science; Engineering; Mechanical engineering","score_opus":0.006166575471775849,"score_gpt":0.19704786298257493,"score_spread":0.19088128751079908,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403587036","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9872861,0.0014201727,0.009369896,0.00005635544,0.00026527236,0.0003355799,0.000009222124,0.00062429917,0.0006331081],"genre_scores_gemma":[0.99774647,0.00053265935,0.001396508,0.000002168732,0.00003630472,0.000016619633,0.0000130132485,0.000042858188,0.00021341104],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991735,0.000019994615,0.00022629608,0.00026793795,0.0000780784,0.00023414721],"domain_scores_gemma":[0.9996716,0.00013607007,0.0000071170425,0.00012949038,0.000015400437,0.00004034508],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00042216596,0.00016355605,0.00017424779,0.000118027805,0.00002775708,0.00009642583,0.00004527167,0.00013466751,0.000018561997],"category_scores_gemma":[0.00002019836,0.00016527822,0.000033539796,0.00031840595,0.0000100598045,0.00019854623,0.000009367597,0.00021388153,0.0000048024576],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009193769,0.0000053579383,0.000605612,0.00054593524,0.000014035772,0.0000030131987,0.00041283428,0.8013587,0.1955377,0.000045582306,0.00003457991,0.0014274413],"study_design_scores_gemma":[0.00016536671,0.00001345591,0.0014974759,0.000097227276,0.000010382327,0.0000016062131,0.000078401885,0.90317005,0.09391841,0.00009819579,0.000777071,0.00017233645],"about_ca_topic_score_codex":0.00028114807,"about_ca_topic_score_gemma":0.0017606306,"teacher_disagreement_score":0.10181136,"about_ca_system_score_codex":0.0000732604,"about_ca_system_score_gemma":0.000006978446,"threshold_uncertainty_score":0.67398506},"labels":[],"label_agreement":null},{"id":"W4403621492","doi":"","title":"Stick slip vibrations in drilling: modeling, estimation, avoidance","year":2024,"lang":"en","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Montréal","funders":"","keywords":"Vibration; Drilling; Computer science; Slip (aerodynamics); Geology; Control theory (sociology); Engineering; Acoustics; Mechanical engineering; Aerospace engineering; Artificial intelligence; Physics","score_opus":0.008341065103802274,"score_gpt":0.19885101992521567,"score_spread":0.1905099548214134,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403621492","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.03983108,0.0020759793,0.9389708,0.000816397,0.0002643373,0.0001097412,0.000008022716,0.00090074405,0.017022895],"genre_scores_gemma":[0.95662194,0.00042410445,0.04174982,0.0000117740465,0.000021541773,0.000028871349,0.00006221509,0.00004886493,0.001030864],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9987772,0.00023521234,0.00031803694,0.00026417317,0.00016351424,0.00024184403],"domain_scores_gemma":[0.99876946,0.00043338275,0.00002025564,0.00049290864,0.00019969107,0.000084296975],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00125984,0.0001614545,0.00013977019,0.00020697672,0.00009845611,0.00025235087,0.00026004168,0.00008317965,0.00003923787],"category_scores_gemma":[0.0003317081,0.00018460769,0.000059051716,0.0005398854,0.00003117839,0.00024822485,0.000044545894,0.00027784202,0.000082355524],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.7521908e-7,0.000026638421,0.00006736675,0.000099835015,0.000014071932,0.0000030139595,0.0027229171,0.94534117,0.0014043624,0.03718392,0.00021783884,0.01291836],"study_design_scores_gemma":[0.00010023501,8.4330026e-8,0.00007089645,0.000849066,0.0000064148035,0.000004074583,0.0000272653,0.9861424,0.0073596532,0.0018710577,0.0033847569,0.00018407851],"about_ca_topic_score_codex":0.00010528799,"about_ca_topic_score_gemma":0.00027233016,"teacher_disagreement_score":0.91679084,"about_ca_system_score_codex":0.000083681865,"about_ca_system_score_gemma":0.000046796315,"threshold_uncertainty_score":0.7528083},"labels":[],"label_agreement":null},{"id":"W4403652054","doi":"10.21608/jegs.2018.385777","title":"FORMATION EVALUATION FOR SOME OIL PRODUCING WELLS IN GEBEL EL-ZEIT AREA, GULF OF SUEZ, EGYPT","year":2018,"lang":"en","type":"article","venue":"Journal of Egyptian Geophysical Society","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Suez canal; Geology; Geography; Environmental science; Water resource management","score_opus":0.014283127871891342,"score_gpt":0.24357023736219402,"score_spread":0.22928710949030268,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403652054","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9768146,0.00030595838,0.021438671,0.00017163565,0.00075133017,0.00016867598,0.0000113362385,0.000041864037,0.0002959115],"genre_scores_gemma":[0.9951947,0.00008926883,0.0033678878,0.000034460274,0.0012299095,0.0000089591185,0.000007785338,0.00002991621,0.000037123235],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986176,0.000019306257,0.0005923192,0.000116064446,0.00038023366,0.0002744622],"domain_scores_gemma":[0.99918497,0.00009180431,0.00019793458,0.00015214061,0.00029814854,0.00007500307],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00085116737,0.00015474515,0.00033081495,0.00007531567,0.00004658244,0.000024147323,0.00014721806,0.00008640864,0.000010366347],"category_scores_gemma":[0.00008208609,0.00014235896,0.00030306817,0.00022730755,0.00004084255,0.0005249189,0.000015917143,0.0002433506,0.0000050497006],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000110042965,0.00024534602,0.000154347,0.0009858581,0.00027570326,0.0000018008994,0.008661376,0.8315661,0.097606786,0.000332999,0.010552373,0.049507268],"study_design_scores_gemma":[0.0012915118,0.00041300632,0.0016934177,0.00039232124,0.000088158646,0.000007497543,0.00022957692,0.94190425,0.05024619,0.0018350391,0.0016688949,0.00023016885],"about_ca_topic_score_codex":0.000010157164,"about_ca_topic_score_gemma":0.0000030257029,"teacher_disagreement_score":0.110338114,"about_ca_system_score_codex":0.0001815166,"about_ca_system_score_gemma":0.00004135779,"threshold_uncertainty_score":0.58052295},"labels":[],"label_agreement":null},{"id":"W4403667874","doi":"10.1016/j.molliq.2024.126334","title":"Drilling liquid from plant based oil using carbon based nanoparticles","year":2024,"lang":"en","type":"article","venue":"Journal of Molecular Liquids","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Tertiary Education Trust Fund","keywords":"Nanoparticle; Carbon Nanoparticles; Petroleum engineering; Carbon fibers; Drilling; Drilling fluid; Environmental science; Materials science; Chemical engineering; Geology; Nanotechnology; Engineering; Metallurgy; Composite material","score_opus":0.008373356017363538,"score_gpt":0.1990578597665148,"score_spread":0.19068450374915127,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403667874","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85376275,0.00670007,0.13780837,0.000067845656,0.0012589752,0.000020608408,0.00001176733,0.0001963847,0.00017320561],"genre_scores_gemma":[0.99206597,0.000058039543,0.0073501,0.0000601432,0.00036251484,0.0000013459701,0.0000048693337,0.00009232573,0.00000469642],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998691,0.00003626027,0.00048475392,0.00014440247,0.00034715034,0.0002964362],"domain_scores_gemma":[0.9994576,0.00009995152,0.00004718485,0.00017951272,0.000055115925,0.00016064783],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030732172,0.00022130035,0.00029058926,0.0002804925,0.000028359984,0.00009995358,0.00016942316,0.000112074464,0.00001812454],"category_scores_gemma":[0.000032868942,0.00020957476,0.00021242647,0.0002471199,0.000019321982,0.00010023222,0.000013158684,0.00035535832,0.000003957164],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025889904,0.000007796848,0.0000051351994,0.000075238015,0.0000623674,0.00040002435,0.00003946311,0.5194974,0.47963634,0.000011548153,0.000012516185,0.00022626705],"study_design_scores_gemma":[0.00018136829,0.00007934782,0.0000020409866,0.0006504559,0.00007047018,0.000021830814,0.000007454515,0.5740701,0.42382866,0.000010995741,0.00093553244,0.00014170687],"about_ca_topic_score_codex":0.000018324701,"about_ca_topic_score_gemma":0.0000010918043,"teacher_disagreement_score":0.13830319,"about_ca_system_score_codex":0.00012838078,"about_ca_system_score_gemma":0.000103029226,"threshold_uncertainty_score":0.85462105},"labels":[],"label_agreement":null},{"id":"W4403868758","doi":"10.1007/978-981-97-8189-8_6","title":"Miscellaneous Rock Properties","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Geology; Geochemistry","score_opus":0.01024943761759089,"score_gpt":0.14807883106904485,"score_spread":0.13782939345145395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403868758","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000032134953,0.010965605,0.00070253876,0.0000118615235,0.0010913258,0.00007477109,0.000006659504,0.0022007367,0.9849433],"genre_scores_gemma":[0.017208874,0.0007319553,0.00007266954,0.000010096364,0.00037831155,0.0000039273937,0.00000975534,0.00020668017,0.9813777],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99939173,3.481471e-7,0.00015943342,0.00016859022,0.00010886134,0.00017103367],"domain_scores_gemma":[0.99972564,0.00000772393,0.000006038515,0.00019103267,0.000011280208,0.000058284655],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000019255987,0.00028891442,0.00020719423,0.000082643885,0.000013757214,0.000052222622,0.00009949931,0.00021073177,0.000932614],"category_scores_gemma":[0.000001001757,0.00024269258,0.0000981646,0.0000073163415,0.0000061393553,0.0000070387678,0.000023236475,0.00033240762,0.0062596616],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000014342457,0.0000014991913,4.480165e-8,0.0016849102,0.00027558103,0.0001861752,0.00007605354,0.8665688,0.0003041372,0.045508854,0.08193025,0.0034622517],"study_design_scores_gemma":[0.000018320843,0.000007685081,1.0786167e-8,0.00037558342,0.00003438861,0.000034595716,0.000001488568,0.14479592,0.00040765028,0.0014698182,0.85253024,0.0003243124],"about_ca_topic_score_codex":0.0000038696976,"about_ca_topic_score_gemma":0.0000052084797,"teacher_disagreement_score":0.77059996,"about_ca_system_score_codex":0.000044372944,"about_ca_system_score_gemma":0.0000059955946,"threshold_uncertainty_score":0.9999807},"labels":[],"label_agreement":null},{"id":"W4403869072","doi":"10.1007/978-981-97-8189-8_1","title":"Introduction to Rock Mechanics","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":629,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Geology; Mechanics; Physics","score_opus":0.005494898129069197,"score_gpt":0.16700246505285743,"score_spread":0.16150756692378823,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4403869072","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[3.4143162e-7,0.0006253633,0.2926416,0.00018284883,0.003958757,0.000083659565,0.00000737769,0.0016830646,0.700817],"genre_scores_gemma":[0.0013715026,0.00022608193,0.0005972561,0.000025772057,0.0038650397,0.0000058830815,0.00002154805,0.00019719236,0.9936897],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99935675,3.3042755e-7,0.0001561157,0.00022279243,0.000112583075,0.0001514041],"domain_scores_gemma":[0.9996531,0.0000060718303,0.0000056079707,0.00023751264,0.000017322647,0.00008035788],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000041583404,0.00023896915,0.000178333,0.00018366685,0.0000117614145,0.00003797879,0.00008083976,0.00018829285,0.00078322086],"category_scores_gemma":[0.0000028724228,0.0002456988,0.00007603314,0.00003013592,6.5879425e-7,0.000025335577,0.000029485573,0.00030595463,0.0073274705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.5078781e-7,3.1704852e-7,1.1732156e-9,0.00010838678,0.00004735217,0.000003935852,0.0000132801315,0.6604045,0.000111248206,0.25182325,0.08601477,0.0014725993],"study_design_scores_gemma":[0.000011523914,0.00000959681,5.4634923e-9,0.000071598515,0.00002581314,0.0000065904037,0.0000011378208,0.22447906,0.00028657707,0.007600249,0.76727945,0.00022839819],"about_ca_topic_score_codex":8.956213e-7,"about_ca_topic_score_gemma":0.0000025456063,"teacher_disagreement_score":0.6812647,"about_ca_system_score_codex":0.00009222119,"about_ca_system_score_gemma":0.000004211645,"threshold_uncertainty_score":0.9999995},"labels":[],"label_agreement":null},{"id":"W4404136280","doi":"10.1016/j.renene.2024.121767","title":"Optimizing production well geometry in the Utah FORGE geothermal project using machine learning and fluid flow modeling","year":2024,"lang":"en","type":"article","venue":"Renewable Energy","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Society of Petroleum Engineers","keywords":"Geothermal gradient; Petroleum engineering; Flow (mathematics); Production (economics); Fluid dynamics; Engineering; Geology; Environmental science; Mining engineering; Mechanical engineering; Geometry; Mechanics; Mathematics; Physics; Geophysics; Economics","score_opus":0.012143132742044597,"score_gpt":0.2108325505438141,"score_spread":0.19868941780176952,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404136280","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.27512774,0.025964847,0.69449383,0.00003614419,0.0010469995,0.00014543276,0.000003198759,0.0008750064,0.0023067703],"genre_scores_gemma":[0.9921909,0.0015723731,0.0052650105,0.00000948451,0.00040606465,0.00001756524,0.0000151929025,0.000091328984,0.0004320547],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898726,0.000033860182,0.00021371811,0.00026658745,0.00014650743,0.00035205897],"domain_scores_gemma":[0.9997687,0.000041066884,0.00001113225,0.00013630977,0.000011588436,0.000031199663],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003871819,0.00020091912,0.00016660543,0.00032959232,0.00009889604,0.00013685397,0.00008995125,0.0000838212,0.000008053408],"category_scores_gemma":[0.000020236937,0.00016937472,0.000046375375,0.00054967497,0.000011201748,0.00021942185,0.000029051525,0.00024051219,0.0000014054244],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031666461,0.00000491719,0.0000235385,0.00017063564,0.000024678322,0.000014501421,0.00039146835,0.98156893,0.01544507,0.000026406331,0.000021580956,0.0023051314],"study_design_scores_gemma":[0.00008520231,0.000012212798,5.0406726e-7,0.00022600277,0.000018140907,0.000060759092,0.00013155026,0.98490345,0.005616665,0.000035922592,0.00870448,0.00020511975],"about_ca_topic_score_codex":0.0026185203,"about_ca_topic_score_gemma":0.00015565478,"teacher_disagreement_score":0.7170632,"about_ca_system_score_codex":0.000076795186,"about_ca_system_score_gemma":0.000019903571,"threshold_uncertainty_score":0.6906901},"labels":[],"label_agreement":null},{"id":"W4404263700","doi":"10.1088/1742-6596/2834/1/012085","title":"Drilling Optimization for Ultra-long Slim Hole Horizontal Wells in Duvernay Shale project, Canada","year":2024,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Petro-Canada","funders":"","keywords":"Geology; Petroleum engineering; Drilling; Directional drilling; Oil shale; Mining engineering; Engineering; Paleontology; Mechanical engineering","score_opus":0.010359336003730254,"score_gpt":0.20458691372076004,"score_spread":0.19422757771702978,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404263700","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12606949,0.00073446333,0.8696497,0.00008986191,0.0023206738,0.00018702602,0.000039437862,0.00009816843,0.0008111871],"genre_scores_gemma":[0.99642813,0.0003214562,0.0026765096,0.000004970668,0.00043565236,0.000004318245,0.000009172466,0.000038261696,0.000081544844],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99919206,0.000007666833,0.00031411284,0.00009768834,0.00017396208,0.0002145224],"domain_scores_gemma":[0.99967414,0.00005854224,0.000049517294,0.00007080767,0.00009938696,0.000047585097],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011251768,0.00015214192,0.00022642789,0.00008313398,0.000031667496,0.00012702734,0.000120809374,0.000044944238,0.0000075644693],"category_scores_gemma":[0.000017242137,0.00014739487,0.000068868925,0.00019464735,0.0000148575045,0.00052689953,0.000006343146,0.00023517072,6.352049e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010094472,0.0000081269145,0.00006644315,0.00029167408,0.00004935945,0.00003980654,0.00063907163,0.9875053,0.002441382,0.00089870166,0.0003414411,0.007708589],"study_design_scores_gemma":[0.00027823483,0.00012058221,0.000052896597,0.0008157898,0.000034607143,0.0000447128,0.0006455592,0.8815816,0.11310354,0.00034957402,0.002666436,0.00030648525],"about_ca_topic_score_codex":0.0021352326,"about_ca_topic_score_gemma":0.0044255764,"teacher_disagreement_score":0.87035865,"about_ca_system_score_codex":0.00016434892,"about_ca_system_score_gemma":0.00033998906,"threshold_uncertainty_score":0.6010588},"labels":[],"label_agreement":null},{"id":"W4404312823","doi":"10.1007/s00603-024-04189-7","title":"AI-Powered Geotechnics: Enhancing Rock Mass Classification for Safer Engineering Practices","year":2024,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Geotechnics; SAFER; Rock mass classification; Geotechnical engineering; Geology; Geomechanics; Engineering; Mining engineering; Computer science; Computer security","score_opus":0.010666281743074924,"score_gpt":0.22288869129404865,"score_spread":0.2122224095509737,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404312823","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00046011162,0.009284844,0.9843735,0.00012648899,0.0023887889,0.00043562066,0.000033970737,0.0028399648,0.00005669925],"genre_scores_gemma":[0.99193496,0.0017903167,0.004959432,0.000025634254,0.0006189875,0.00018940997,0.00003914446,0.0003062435,0.00013587694],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978064,0.000007301603,0.00057256385,0.0005871133,0.0002651954,0.0007614505],"domain_scores_gemma":[0.99898124,0.00030470616,0.00007063334,0.00036591885,0.00007656592,0.00020093359],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035727824,0.0005696978,0.0004420659,0.00046059457,0.00015358321,0.00030685673,0.0002419956,0.00036021846,0.000016048767],"category_scores_gemma":[0.00022566582,0.00062311295,0.00017138475,0.00045272382,3.8272583e-7,0.000537578,0.00006969724,0.0006570761,0.000034394463],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000050271883,0.0000068069794,7.3771963e-7,0.0018791563,0.00013719803,0.000008008083,0.0001296044,0.8751808,0.10954494,0.012433616,0.0002111302,0.00046299392],"study_design_scores_gemma":[0.00019215813,0.000049922495,0.0000029534806,0.00072124676,0.00009797629,0.000039339186,0.000054543787,0.93035054,0.011746385,0.0002893513,0.05575916,0.0006964049],"about_ca_topic_score_codex":0.000003919558,"about_ca_topic_score_gemma":0.0000022949043,"teacher_disagreement_score":0.99147487,"about_ca_system_score_codex":0.00019475305,"about_ca_system_score_gemma":0.000035566813,"threshold_uncertainty_score":0.99962205},"labels":[],"label_agreement":null},{"id":"W4404325767","doi":"10.3390/app142210441","title":"Advancing Geotechnical Evaluation of Wellbores: A Robust and Precise Model for Predicting Uniaxial Compressive Strength (UCS) of Rocks in Oil and Gas Wells","year":2024,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Geotechnical engineering; Compressive strength; Geology; Petroleum engineering; Materials science; Composite material","score_opus":0.017938785207460207,"score_gpt":0.24967129927378387,"score_spread":0.23173251406632367,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404325767","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8465437,0.0014177014,0.15081395,0.000016410984,0.00008035094,0.0001390129,0.000013824909,0.00008009477,0.0008949309],"genre_scores_gemma":[0.9949532,0.00023863072,0.0047365027,9.915909e-7,0.000020717156,0.00003288671,0.0000015755669,0.000010433029,0.0000050634676],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99918014,0.000006931751,0.00022614504,0.00019491141,0.00022949219,0.00016236643],"domain_scores_gemma":[0.999623,0.00022515802,0.000027756145,0.0000645378,0.000025221494,0.000034352204],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008432652,0.00009177391,0.00015614717,0.0001428332,0.00003703085,0.000025000076,0.00008239797,0.00005226882,0.0000011665379],"category_scores_gemma":[0.000040808958,0.00008505073,0.000016282813,0.00020946981,0.00009371051,0.00010267297,0.00002432786,0.00008926402,8.1115566e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000041728695,0.000005275516,0.000030743417,0.00025643333,0.000005992432,1.1372753e-7,0.00061784347,0.9555439,0.00687245,0.00032132654,0.0000080991485,0.03633369],"study_design_scores_gemma":[0.00022708059,0.000020284306,0.000020009164,0.00029794872,0.000025057474,9.693235e-7,0.00021641616,0.9905356,0.007504917,0.0010560744,0.000014693272,0.00008090741],"about_ca_topic_score_codex":0.000014479839,"about_ca_topic_score_gemma":0.000022140926,"teacher_disagreement_score":0.14840949,"about_ca_system_score_codex":0.000020864363,"about_ca_system_score_gemma":0.000038887632,"threshold_uncertainty_score":0.3468268},"labels":[],"label_agreement":null},{"id":"W4404350261","doi":"10.1115/pvp2024-123393","title":"The Impact of FEA Modeling Techniques for Level 3 Dent Engineering Critical Assessment: Shell Vs. Solid Elements","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Finite element method; Shell (structure); Structural engineering; Computer science; Engineering; Materials science; Reliability engineering; Mechanical engineering","score_opus":0.024936413593311633,"score_gpt":0.33729546176656816,"score_spread":0.31235904817325655,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404350261","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.007912796,0.00071593514,0.98845655,0.000034947105,0.0004507798,0.00022226751,0.000034876855,0.0009841047,0.0011877256],"genre_scores_gemma":[0.9667607,0.0001941646,0.032635525,0.0000029274943,0.00015581942,0.000079244324,0.000007727,0.000083193096,0.00008070295],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988689,0.000004662126,0.00038078762,0.00016475425,0.00016033217,0.00042056697],"domain_scores_gemma":[0.99940854,0.00025087243,0.000008322427,0.00019629361,0.000056719575,0.000079236925],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00036454067,0.00021371794,0.00020151911,0.00011846513,0.00005939794,0.00013984626,0.0001766962,0.00007581215,0.000014003192],"category_scores_gemma":[0.0000513745,0.00015517576,0.00020821202,0.0001353274,0.000012801684,0.00014196495,0.00003239914,0.0002002468,0.0000035688201],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000002794886,0.000009288598,0.000018848858,0.00033631097,0.00013860062,0.0000017188805,0.00003811787,0.97848177,0.011987243,0.0039656498,0.00050526526,0.0045143995],"study_design_scores_gemma":[0.00006477155,0.000056696954,0.00001933815,0.00019531386,0.00002480704,0.000004405135,0.00001661217,0.98527825,0.013088154,0.00033944083,0.00072764565,0.00018453925],"about_ca_topic_score_codex":0.000021057122,"about_ca_topic_score_gemma":0.0000013753051,"teacher_disagreement_score":0.9588479,"about_ca_system_score_codex":0.00015976894,"about_ca_system_score_gemma":0.000032887117,"threshold_uncertainty_score":0.63278836},"labels":[],"label_agreement":null},{"id":"W4404372096","doi":"10.1088/1742-6596/2834/1/012057","title":"Optimization of Rock Breaking Parameters by Combing Mechanical Specific Energy Theory and Random Forest Algorithm","year":2024,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Combing; Algorithm; Random forest; Computer science; Energy (signal processing); Mathematics; Artificial intelligence; Materials science; Statistics; Composite material","score_opus":0.007125398548601548,"score_gpt":0.18475908445337866,"score_spread":0.1776336859047771,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404372096","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005111331,0.0015332957,0.9927174,0.000013661882,0.0004471045,0.000022151844,0.000007026522,0.00004420278,0.00010382836],"genre_scores_gemma":[0.9888276,0.0017206104,0.009296976,0.000002862361,0.000098947916,0.000001100004,0.0000043239875,0.000025119463,0.000022478434],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99935687,0.00002633101,0.00028608285,0.0000755511,0.00013553888,0.00011964479],"domain_scores_gemma":[0.9995945,0.0001591809,0.000062718515,0.00006499825,0.00006925276,0.00004934387],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019831829,0.00012402592,0.00025510852,0.000059182054,0.000024917117,0.000097512115,0.00008176344,0.0000464808,0.0000076518945],"category_scores_gemma":[0.000012211223,0.00011197559,0.00006884119,0.000105803934,0.000025977726,0.0003618302,0.000015731031,0.00015950696,3.8796992e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025095937,0.000007819142,0.0000019028502,0.000081412494,0.00009629485,0.0000074822387,0.00023693133,0.87846917,0.006003805,0.03248106,0.00007371594,0.08251534],"study_design_scores_gemma":[0.00032650965,0.000073182586,0.0000018063887,0.0004138553,0.000039459534,0.000050569543,0.00015834544,0.8999566,0.08446041,0.013994428,0.00038900503,0.00013583686],"about_ca_topic_score_codex":0.0000019685467,"about_ca_topic_score_gemma":2.4801867e-7,"teacher_disagreement_score":0.98371625,"about_ca_system_score_codex":0.000018617206,"about_ca_system_score_gemma":0.000015542097,"threshold_uncertainty_score":0.45662323},"labels":[],"label_agreement":null},{"id":"W4404392404","doi":"10.3390/vibration7040056","title":"Numerical Investigation of the Nonlinear Drill String Dynamics Under Stick–Slip Vibration","year":2024,"lang":"en","type":"article","venue":"Vibration","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland; Mitacs","keywords":"Drill string; Vibration; Nonlinear system; Slip (aerodynamics); Geology; Drill; String (physics); Mechanics; Structural engineering; Physics; Engineering; Mechanical engineering; Acoustics; Aerospace engineering; Theoretical physics","score_opus":0.0070823953386325985,"score_gpt":0.18973090462993175,"score_spread":0.18264850929129917,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404392404","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15404722,0.00014294029,0.8434545,0.00020963483,0.0010882524,0.000115557814,0.000009125133,0.00041693865,0.00051583163],"genre_scores_gemma":[0.9971708,0.000017367596,0.002465646,0.000022187829,0.00019406421,0.0000059866984,0.000053256146,0.000033736636,0.000036971593],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993796,0.000016433996,0.00021916306,0.00011534183,0.00015752051,0.00011194711],"domain_scores_gemma":[0.999726,0.00005445518,0.000021051575,0.00014322715,0.00002313498,0.000032130432],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008967847,0.0001050863,0.000086769134,0.00007891356,0.000041243424,0.00006752782,0.000073639705,0.00007603574,0.000008980688],"category_scores_gemma":[0.000020369103,0.000088474255,0.000048183127,0.0003791566,0.000018699931,0.0002675052,0.000011675912,0.00014625222,0.000013298148],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.5536834e-7,0.0000022470053,0.00013786461,0.0001235767,0.000016744923,2.6713445e-7,0.00016987337,0.97251713,0.019228132,0.0059413873,0.00006656704,0.0017953411],"study_design_scores_gemma":[0.00004656289,0.000010158179,0.0017070577,0.00010955011,0.00001555543,0.0000018655563,0.000026773792,0.9572092,0.03988894,0.0007690157,0.000121769735,0.000093518735],"about_ca_topic_score_codex":0.000013586631,"about_ca_topic_score_gemma":0.0000109952925,"teacher_disagreement_score":0.84312356,"about_ca_system_score_codex":0.00010004497,"about_ca_system_score_gemma":0.00002907826,"threshold_uncertainty_score":0.36078754},"labels":[],"label_agreement":null},{"id":"W4404498255","doi":"10.1002/suco.202300972","title":"Adapting piezoelectric ring actuator for early hydration monitoring in cementitious materials","year":2024,"lang":"en","type":"article","venue":"Structural Concrete","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Université de Sherbrooke","keywords":"Cementitious; Actuator; Materials science; Piezoelectricity; Composite material; Structural engineering; Forensic engineering; Engineering; Cement; Electrical engineering","score_opus":0.009179017761219833,"score_gpt":0.224422594518524,"score_spread":0.21524357675730418,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404498255","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9859331,0.0007076871,0.010207481,0.0000073650212,0.0020495164,0.00021214882,0.000015892372,0.00061414164,0.00025266083],"genre_scores_gemma":[0.99757355,0.00003526232,0.0016093784,0.0000021715548,0.000625512,0.000044375538,0.000015897165,0.000059289407,0.000034583853],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99912226,0.000008686301,0.0002531661,0.00018308793,0.00009885215,0.000333936],"domain_scores_gemma":[0.9997696,0.00006620835,0.000015238575,0.00009072255,0.000016365224,0.000041854335],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012932402,0.00016911629,0.00016525394,0.00017420416,0.000050623297,0.00023058263,0.000080528655,0.00006855872,0.000013913087],"category_scores_gemma":[0.000023376693,0.0001759793,0.00004399503,0.00020397121,0.0000068861223,0.00027695816,0.000012150326,0.00013217128,0.000009499014],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010446893,4.2660837e-8,0.00016747271,0.0005067047,0.000059102727,0.000013319277,0.00050355215,0.020090075,0.96459156,0.0010827817,0.000014255699,0.012960683],"study_design_scores_gemma":[0.00028624557,0.000040750587,0.00044301426,0.0003255296,0.00002275818,0.000008109213,0.000024035455,0.59939474,0.3983547,0.00037732968,0.0003860289,0.00033675903],"about_ca_topic_score_codex":0.000033119897,"about_ca_topic_score_gemma":0.0000010898358,"teacher_disagreement_score":0.57930464,"about_ca_system_score_codex":0.00012346223,"about_ca_system_score_gemma":0.000010025621,"threshold_uncertainty_score":0.71762276},"labels":[],"label_agreement":null},{"id":"W4404724323","doi":"10.1016/j.jnnfm.2024.105350","title":"Defying gravity: Injection of viscoplastic fluids in vertical channels","year":2024,"lang":"en","type":"article","venue":"Journal of Non-Newtonian Fluid Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Viscoplasticity; Geology; Mechanics; Geotechnical engineering; Physics; Thermodynamics; Constitutive equation; Finite element method","score_opus":0.007418563865986415,"score_gpt":0.2192034466411374,"score_spread":0.21178488277515098,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404724323","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24496445,0.0016734331,0.7485266,0.000043326014,0.004503325,0.00007552658,0.0000029262376,0.00008928907,0.0001211314],"genre_scores_gemma":[0.99704564,0.0003894914,0.0021366088,0.000008253456,0.0003373445,0.000002196715,9.393019e-7,0.00006209763,0.000017415949],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985852,0.000019080295,0.0006685088,0.00012656229,0.0002985557,0.00030206598],"domain_scores_gemma":[0.99954146,0.000108387816,0.000030717612,0.00012209895,0.00006746648,0.00012984821],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00051919825,0.00019496417,0.0003814408,0.00060953584,0.000021361806,0.000055867316,0.00015644345,0.00014847466,0.000012259574],"category_scores_gemma":[0.0000784543,0.00019011479,0.00015989666,0.0005431196,0.000009955935,0.0002486767,0.000025402405,0.00051497476,0.000014134724],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018215605,0.00002443136,0.000012523081,0.00044802792,0.00007582623,0.00012064829,0.00041607936,0.70415807,0.29091355,0.0004749033,0.00027093987,0.0030667586],"study_design_scores_gemma":[0.0002898468,0.00021180356,0.000023754106,0.0012136642,0.000052894902,0.0003149233,0.000052841075,0.9399704,0.05651332,0.00078730774,0.00040300205,0.00016625629],"about_ca_topic_score_codex":0.0000052334167,"about_ca_topic_score_gemma":0.0000031965587,"teacher_disagreement_score":0.7520812,"about_ca_system_score_codex":0.00019234905,"about_ca_system_score_gemma":0.000074424046,"threshold_uncertainty_score":0.77526563},"labels":[],"label_agreement":null},{"id":"W4404785274","doi":"10.1130/ges02777.1","title":"Deposition, deformation, and flexure in a transpressional trough, Queen Charlotte fault, offshore Haida Gwaii (British Columbia, Canada)","year":2024,"lang":"en","type":"article","venue":"Geosphere","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Geological Survey of Canada; Natural Resources Canada","funders":"","keywords":"Geology; Seismology; Submarine pipeline; Queen (butterfly); Trough (economics); Fault (geology); Archaeology; Oceanography; History","score_opus":0.002544977636524805,"score_gpt":0.16042818745586077,"score_spread":0.15788320981933596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404785274","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97213584,0.010071317,0.0120906215,0.00019420873,0.0008388376,0.00025157374,0.00019835607,0.0007199991,0.0034992206],"genre_scores_gemma":[0.99799335,0.00022433138,0.0005045999,0.00003522315,0.000106491185,0.00003328186,0.0000660635,0.000042419113,0.000994212],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991453,0.000008986586,0.00022172707,0.0001755681,0.00018036996,0.00026804398],"domain_scores_gemma":[0.999762,0.000024425899,0.000008125,0.0000946409,0.000019572217,0.00009120949],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005567188,0.000119326956,0.00015154462,0.000016689419,0.00006462525,0.00023841902,0.000074911164,0.000094003364,0.0001700092],"category_scores_gemma":[0.0000049957825,0.00017469411,0.000030231438,0.0001744792,0.000013000746,0.00022469358,0.000009741922,0.0002351255,0.000004799542],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008296907,0.000030779076,0.009897029,0.0028302239,0.0001733901,0.0006073224,0.0014053775,0.72624576,0.0005430658,0.00021017464,0.08444616,0.17360245],"study_design_scores_gemma":[0.0006360512,0.000030314348,0.034470845,0.0019897763,0.00003870308,0.00022800967,0.00027584596,0.9001598,0.00035027586,0.00030419973,0.060789138,0.0007270749],"about_ca_topic_score_codex":0.33615568,"about_ca_topic_score_gemma":0.8477158,"teacher_disagreement_score":0.5115601,"about_ca_system_score_codex":0.00010622479,"about_ca_system_score_gemma":0.000055808283,"threshold_uncertainty_score":0.7123819},"labels":[],"label_agreement":null},{"id":"W4404831810","doi":"10.1017/jfm.2024.1022","title":"Exchange flows and plug cementing","year":2024,"lang":"en","type":"article","venue":"Journal of Fluid Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Alliance Canada","keywords":"Spark plug; Mechanics; Computer science; Thermodynamics; Physics","score_opus":0.007091978836317611,"score_gpt":0.19079638833202597,"score_spread":0.18370440949570838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404831810","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21656989,0.046790525,0.72925687,0.000106569554,0.0059413663,0.000069597394,0.0000046688892,0.00032230595,0.00093823427],"genre_scores_gemma":[0.9928464,0.0034078134,0.003041376,0.000014764482,0.00056824286,8.809818e-7,4.8971543e-7,0.000041133208,0.000078853314],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994374,0.000004732168,0.00022459663,0.000056909936,0.00013117015,0.00014522475],"domain_scores_gemma":[0.99979734,0.00003067932,0.00001634442,0.000058361366,0.000025266065,0.00007199959],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031096203,0.000093511,0.00013272141,0.0001402199,0.00001994035,0.00006768775,0.00006340809,0.00004602502,0.00002014925],"category_scores_gemma":[0.000016345106,0.00008368233,0.000057877452,0.00010667141,0.0000017833208,0.00014385699,0.000016575537,0.0001968573,0.000008384579],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009871094,0.000018100629,0.000004803424,0.0019333157,0.00043020945,0.00041888034,0.0015252924,0.45095688,0.40137458,0.010366761,0.0073713497,0.12558997],"study_design_scores_gemma":[0.00010074073,0.000034638248,0.0000013959673,0.00026780088,0.00003419731,0.00014779426,0.000030019206,0.9451109,0.007871857,0.00035275405,0.045958426,0.00008946244],"about_ca_topic_score_codex":4.6590563e-7,"about_ca_topic_score_gemma":5.484754e-7,"teacher_disagreement_score":0.7762765,"about_ca_system_score_codex":0.000036436326,"about_ca_system_score_gemma":0.000009893802,"threshold_uncertainty_score":0.34124663},"labels":[],"label_agreement":null},{"id":"W4404937091","doi":"10.3997/2214-4609.2024636004","title":"Optimizing GAN Training for 3D Seismic Microstructure Generation","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Microstructure; Training (meteorology); Materials science; Computer science; Optoelectronics; Metallurgy; Physics","score_opus":0.018624544970938343,"score_gpt":0.2161187993121947,"score_spread":0.19749425434125634,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4404937091","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.009199139,0.0012597843,0.9830836,0.000038982667,0.0014749455,0.00009142264,0.00000922844,0.0012327511,0.0036101646],"genre_scores_gemma":[0.9110704,0.000035762398,0.08739004,0.00003768606,0.00065765914,0.000016305292,0.000035639605,0.0000607016,0.00069582264],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995286,0.0000017263999,0.00011185594,0.00012713531,0.000042005326,0.00018871372],"domain_scores_gemma":[0.99985397,0.000023378481,0.0000030989088,0.000074655014,0.000008710677,0.000036167512],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006376088,0.00011117895,0.000086715736,0.000069927555,0.000029272416,0.00011271583,0.000043433993,0.000062296065,0.000019763123],"category_scores_gemma":[0.0000045926176,0.000106645464,0.000049159225,0.00008307208,0.0000044925396,0.000093684066,0.000003207242,0.00009458637,0.000011094863],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.306357e-7,3.6064299e-7,2.1373222e-7,0.000097898,0.00002117252,0.0000015080811,0.0006612723,0.9015623,0.07062625,0.00025608306,0.0020966392,0.024675988],"study_design_scores_gemma":[0.0000609715,0.00000618209,7.5371895e-7,0.00003750546,0.000010733446,0.000010398648,0.00003748574,0.928713,0.016048612,0.00004755245,0.054892752,0.00013402167],"about_ca_topic_score_codex":0.0000016415183,"about_ca_topic_score_gemma":0.0000017413867,"teacher_disagreement_score":0.90187126,"about_ca_system_score_codex":0.00003184197,"about_ca_system_score_gemma":0.000008413923,"threshold_uncertainty_score":0.4348876},"labels":[],"label_agreement":null},{"id":"W4405230450","doi":"10.1061/9780784485736.027","title":"TRIDENT Drill Validation Testing in Haughton Crater, Devon Island, Canada","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Trident; Drill; Impact crater; Geology; Archaeology; Mining engineering; Engineering; Geography; Astrobiology","score_opus":0.007473168643430106,"score_gpt":0.17437992275670314,"score_spread":0.16690675411327302,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405230450","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8166114,0.002304675,0.13718283,0.00019828707,0.0049756817,0.00026916878,0.000042264513,0.0016108274,0.036804877],"genre_scores_gemma":[0.99856716,0.00002111015,0.00048288508,0.000011847968,0.00011053576,0.000007610306,0.000030299956,0.000030299929,0.0007382568],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994006,0.0000049887362,0.00017360419,0.0001209389,0.0001063815,0.00019348806],"domain_scores_gemma":[0.9997905,0.00007414972,0.0000042872575,0.00008045883,0.000010930116,0.00003969151],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009824985,0.000106227184,0.00009083217,0.000097423195,0.0000145372105,0.00006776086,0.000051815794,0.00003509002,0.00009255035],"category_scores_gemma":[0.000024055867,0.00010122455,0.000015176196,0.0002832188,0.000002287601,0.00009697317,0.000008439546,0.00012121075,0.000021366535],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.8654454e-7,0.0000018755944,0.0006212896,0.00013744774,0.000009845098,0.000042565785,0.00007136921,0.9868349,0.002373082,0.00011094734,0.004413571,0.0053826617],"study_design_scores_gemma":[0.000082316576,0.000004957146,0.00020377072,0.00015270081,0.0000046189157,0.000007014467,0.000018940693,0.96057385,0.016430536,0.00005568685,0.022306992,0.00015864249],"about_ca_topic_score_codex":0.19257662,"about_ca_topic_score_gemma":0.45476773,"teacher_disagreement_score":0.26219112,"about_ca_system_score_codex":0.00020784084,"about_ca_system_score_gemma":0.00005050525,"threshold_uncertainty_score":0.8128001},"labels":[],"label_agreement":null},{"id":"W4405326439","doi":"10.2139/ssrn.5042719","title":"Quest MMV Plan Optimization Resulting From Increased Confidence in Injection Well Integrity Based on Time-Lapse Logging and Continuous DTS Monitoring","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Logging; Plan (archaeology); Computer science; Geology; Geography; Forestry","score_opus":0.005344147332926003,"score_gpt":0.20376817624773214,"score_spread":0.19842402891480612,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405326439","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.6092886,0.005137448,0.38278863,0.000066751105,0.0010446258,0.00015613122,0.000007876953,0.0006454018,0.0008645368],"genre_scores_gemma":[0.9976727,0.0009755471,0.00080075895,0.000007168264,0.00042948974,0.0000046941223,0.000014786472,0.000052666983,0.00004219229],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983528,0.00006199882,0.00031356903,0.00023368759,0.0001726427,0.00086525676],"domain_scores_gemma":[0.9995247,0.00022873675,0.000039039413,0.0001058455,0.00002448178,0.0000771842],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0011026317,0.00020773106,0.000203668,0.00031739543,0.00008494422,0.00019359056,0.00010063529,0.00012568793,0.000008659794],"category_scores_gemma":[0.00007946337,0.00021528068,0.000041778287,0.00019465387,0.000014933143,0.0002421263,0.000011363309,0.0022720885,0.000013232901],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003291749,0.000010274802,0.0019445401,0.000033949334,0.000036277237,0.00002249025,0.00013152995,0.9921149,0.0017604596,0.00029725913,0.00000951936,0.0036058754],"study_design_scores_gemma":[0.0004441378,0.000091501526,0.00031558026,0.00094986707,0.000020723597,0.00006712416,0.00021697603,0.9948858,0.0017342602,0.000998864,0.000054439664,0.00022071117],"about_ca_topic_score_codex":0.0006063705,"about_ca_topic_score_gemma":0.000100960206,"teacher_disagreement_score":0.3883841,"about_ca_system_score_codex":0.00080506474,"about_ca_system_score_gemma":0.00016659407,"threshold_uncertainty_score":0.987122},"labels":[],"label_agreement":null},{"id":"W4405463195","doi":"10.1190/int-2024-0010.1","title":"Temperature-dependent elastic properties of bitumen-bearing sands and its seismic application in the McMurray Formation, Alberta","year":2024,"lang":"en","type":"article","venue":"Interpretation","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geology; Asphalt; Oil sands; Bearing (navigation); Geotechnical engineering; Geochemistry; Materials science; Geography; Composite material; Cartography","score_opus":0.004726620570684215,"score_gpt":0.18808118535646087,"score_spread":0.18335456478577666,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405463195","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8970762,0.0029241354,0.09850305,0.000077592755,0.00023118053,0.00022150319,0.0000018644712,0.000121601355,0.00084286014],"genre_scores_gemma":[0.99976665,0.00007049508,0.000021098514,0.000011947991,0.00002645194,0.000051693554,0.0000061291585,0.000014340601,0.000031174193],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995651,0.000011880456,0.0001790826,0.00008177175,0.00008362409,0.00007851759],"domain_scores_gemma":[0.99984115,0.000051409777,0.0000120551485,0.000067818095,0.000016374972,0.000011178104],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012731474,0.000077251374,0.00007034972,0.00010973361,0.000016290049,0.000060478604,0.00006016312,0.000037957743,0.0000011451147],"category_scores_gemma":[0.0000202984,0.00005729313,0.000016109747,0.00012969482,0.000006494301,0.00023943794,0.0000070329565,0.000113177004,0.000009659202],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005753168,0.000005735791,0.00003859149,0.0008507513,0.000019298752,6.789861e-7,0.012233645,0.8112693,0.16918872,0.00049850426,0.00002468875,0.005864342],"study_design_scores_gemma":[0.000053345593,0.000009951608,0.00011485524,0.0003906929,0.000009829729,0.000009568899,0.00015042866,0.9567491,0.042256314,0.000067683846,0.0001250858,0.00006318347],"about_ca_topic_score_codex":0.00002760928,"about_ca_topic_score_gemma":0.000033473163,"teacher_disagreement_score":0.14547977,"about_ca_system_score_codex":0.000030667423,"about_ca_system_score_gemma":0.0000048537327,"threshold_uncertainty_score":0.2336346},"labels":[],"label_agreement":null},{"id":"W4405467970","doi":"10.1016/j.geoen.2024.213623","title":"Numerical investigation on inter-well connectivity based on the improved Kalman filtering method","year":2024,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Kalman filter; Computer science; Fast Kalman filter; Extended Kalman filter; Artificial intelligence","score_opus":0.011634535020822078,"score_gpt":0.2078771300398049,"score_spread":0.19624259501898283,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405467970","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15756308,0.00020864581,0.8342819,0.0005957525,0.0021189316,0.0001621446,0.0000040966843,0.0016867656,0.003378663],"genre_scores_gemma":[0.9974312,0.000014445954,0.002150439,0.0001508298,0.00014559888,0.000031283238,0.0000017899367,0.0000417149,0.00003270083],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879515,0.000013055325,0.0001597105,0.00035628537,0.00025676235,0.00041901352],"domain_scores_gemma":[0.999232,0.0003251768,0.0000099620565,0.00025951845,0.000026569223,0.00014680428],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007928614,0.00023393775,0.00014774954,0.00030210617,0.00013988842,0.0002482866,0.00021945,0.000056581448,0.000012251174],"category_scores_gemma":[0.00013695001,0.00018026182,0.000047099616,0.00075388496,0.000062535044,0.00023506816,0.00003147752,0.00032473946,0.000016317033],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000016946522,0.0000028080087,0.0000045770225,0.00006497426,0.000008795601,0.000004537242,0.00009631852,0.9474393,0.042437453,0.0023454893,0.00008607276,0.0075079924],"study_design_scores_gemma":[0.00005468765,0.000050354218,0.00015255432,0.00020435247,0.0000057685065,0.000006378357,0.000013616361,0.9369639,0.056925382,0.000045446228,0.0053634904,0.00021405547],"about_ca_topic_score_codex":0.000026319216,"about_ca_topic_score_gemma":0.0000012159762,"teacher_disagreement_score":0.8398681,"about_ca_system_score_codex":0.00012719295,"about_ca_system_score_gemma":0.0000306634,"threshold_uncertainty_score":0.7350864},"labels":[],"label_agreement":null},{"id":"W4405489208","doi":"10.1109/embc53108.2024.10782947","title":"Domain Specific Transporter Framework to Detect Fractures in Ultrasound","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Domain (mathematical analysis); Ultrasound; Radiology; Medicine; Mathematics","score_opus":0.004615653887776265,"score_gpt":0.20872474388108353,"score_spread":0.20410908999330726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405489208","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18992367,0.0017120569,0.79925555,0.00005229853,0.00077619473,0.00007942144,0.0000036264128,0.0008388555,0.0073583145],"genre_scores_gemma":[0.96252793,0.00013247626,0.03689362,0.00005531635,0.00021390911,0.000011979246,0.0000024865528,0.0000527429,0.000109524975],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99932724,0.0000036697256,0.00015724567,0.00016798041,0.00009374283,0.00025009312],"domain_scores_gemma":[0.9996418,0.00012766589,0.0000016596603,0.00015013549,0.0000030170045,0.000075717675],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009229979,0.0001428543,0.00012151342,0.00017633404,0.00001084415,0.00007422922,0.00008826462,0.000097487005,0.0004312482],"category_scores_gemma":[0.0000029273494,0.00012968272,0.000051332634,0.000327807,0.0000056328436,0.000060378894,0.0000028989452,0.00029291815,0.00024075736],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000048886495,0.000005186525,0.00014038301,0.00015457468,0.000037003676,0.0001398969,0.0019525514,0.95107806,0.015560013,0.006107286,0.003607914,0.02121223],"study_design_scores_gemma":[0.00013002836,0.000029466084,0.00611555,0.0006049841,0.000008282497,0.000023894938,0.00010812106,0.010397566,0.026665092,0.01305631,0.9421686,0.00069210905],"about_ca_topic_score_codex":0.000006587718,"about_ca_topic_score_gemma":0.000023836208,"teacher_disagreement_score":0.9406805,"about_ca_system_score_codex":0.00004554994,"about_ca_system_score_gemma":0.0000034029244,"threshold_uncertainty_score":0.5288308},"labels":[],"label_agreement":null},{"id":"W4405493025","doi":"10.1002/ese3.2005","title":"Prediction of Heavy Oil Production Based on Geomechanical Analysis in Entire Lifecycle of SAGD","year":2024,"lang":"en","type":"article","venue":"Energy Science & Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Northwest University; National Natural Science Foundation of China","keywords":"Petroleum engineering; Oil production; Production (economics); Geomechanics; Geology; Environmental science; Geotechnical engineering","score_opus":0.006014712757911764,"score_gpt":0.18124687881314883,"score_spread":0.17523216605523706,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405493025","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7270722,0.00066833704,0.26889774,0.00003128262,0.002036517,0.00003803176,0.000013170741,0.00063959707,0.0006031352],"genre_scores_gemma":[0.99889755,0.000054621072,0.000886362,0.0000017716353,0.00008390582,0.000011255939,0.0000058620144,0.000024674919,0.000033980446],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998749,0.0000061217106,0.0003221901,0.00028654755,0.0003639125,0.0002722245],"domain_scores_gemma":[0.9995803,0.00004500668,0.000018087469,0.00025554016,0.000030764935,0.0000702574],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00047011653,0.00014565997,0.0002259785,0.0014131482,0.000020040572,0.000024626068,0.00016605786,0.000060187827,0.000008493228],"category_scores_gemma":[0.00007464265,0.00015229832,0.00010089075,0.003390674,0.000039058716,0.00021873903,0.000017059117,0.00014475826,0.0000012085703],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000021704855,0.000014892895,0.000099985584,0.00005297459,0.000026805987,0.0000020682667,0.000052168958,0.89247954,0.10013424,0.0047315913,0.0000036806728,0.0023998814],"study_design_scores_gemma":[0.000047203226,0.000024875508,0.00077268895,0.00020228444,0.000027839533,8.923645e-7,0.0000068038107,0.7998402,0.19838004,0.0000059357512,0.00060034974,0.0000908787],"about_ca_topic_score_codex":0.000036628408,"about_ca_topic_score_gemma":0.0000069402327,"teacher_disagreement_score":0.27182537,"about_ca_system_score_codex":0.000125843,"about_ca_system_score_gemma":0.000035624318,"threshold_uncertainty_score":0.62105453},"labels":[],"label_agreement":null},{"id":"W4405531262","doi":"10.1016/j.geoen.2024.213634","title":"Formation parameter inversion model based on unscented kalman filter during drilling kick","year":2024,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Key Research and Development Program of China; China Scholarship Council; National Natural Science Foundation of China; University of Alberta","keywords":"Kalman filter; Inversion (geology); Moving horizon estimation; Ensemble Kalman filter; Fast Kalman filter; Extended Kalman filter; Computer science; Geology; Drilling; Control theory (sociology); Marine engineering; Engineering; Artificial intelligence; Mechanical engineering; Seismology","score_opus":0.006588518096553857,"score_gpt":0.17377949992704395,"score_spread":0.16719098183049008,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405531262","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65550053,0.0002939445,0.34103033,0.000060467504,0.00087510195,0.000084913525,0.0000044745757,0.001359442,0.0007907858],"genre_scores_gemma":[0.99742454,0.000099141245,0.0022281907,0.000040147304,0.00008975561,0.000013034847,0.0000069623156,0.000045514058,0.000052718675],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986331,0.0000030616002,0.00019738392,0.00030596816,0.00035846423,0.0005020573],"domain_scores_gemma":[0.9995447,0.000043753844,0.000009500991,0.00020331335,0.000034810193,0.00016395476],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024619527,0.00023396907,0.00013946365,0.0006054313,0.00014395875,0.00022761131,0.00015803406,0.000070653376,0.0000051505654],"category_scores_gemma":[0.000039288938,0.00022809867,0.000048482358,0.0006751153,0.000040780425,0.00073284097,0.0000339224,0.00021680309,0.000015234264],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019934928,0.000002716138,0.000004881121,0.00021456448,0.0000055084633,0.0000075275925,0.00012225828,0.9620738,0.03529812,0.00025023852,0.000063338746,0.001955071],"study_design_scores_gemma":[0.00012389444,0.000014526095,0.00007801298,0.00037278343,0.000008088984,0.0000075061466,0.000011072449,0.96151495,0.03659709,0.000019726387,0.0009809275,0.00027143193],"about_ca_topic_score_codex":0.000004926426,"about_ca_topic_score_gemma":0.000001017234,"teacher_disagreement_score":0.34192398,"about_ca_system_score_codex":0.00016940877,"about_ca_system_score_gemma":0.000022466555,"threshold_uncertainty_score":0.93015933},"labels":[],"label_agreement":null},{"id":"W4405737552","doi":"10.3390/app15010032","title":"Influence of Drilling Along Pilot Holes on Drilling Performance and Effective Rock Strength","year":2024,"lang":"en","type":"article","venue":"Applied Sciences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Petroleum engineering; Geology; Geotechnical engineering; Materials science; Metallurgy","score_opus":0.006055382826207955,"score_gpt":0.19791528935083993,"score_spread":0.19185990652463197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405737552","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99127764,0.00052169996,0.004360729,0.0000052144464,0.00016760969,0.00012128083,0.0000022502572,0.00031951454,0.0032240613],"genre_scores_gemma":[0.99894327,0.000245983,0.0006944652,0.00000740429,0.000064429056,0.000018585084,6.9193004e-7,0.000018297775,0.000006894321],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99910086,0.0000044646217,0.0001764267,0.0002588869,0.00021164308,0.00024772913],"domain_scores_gemma":[0.9996018,0.00022012867,0.000017085798,0.00009712652,0.000011218751,0.00005268066],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002984634,0.00015755632,0.0001581396,0.00017293137,0.00011760359,0.0000809346,0.00014321941,0.00003548288,0.0000014048305],"category_scores_gemma":[0.000012079034,0.00013528281,0.000020155285,0.0004210289,0.00011280291,0.00016833919,0.00002509211,0.0001627219,0.000015630845],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000024169985,0.0000039525085,0.00027238566,0.0002082831,0.000012846258,9.435139e-7,0.00036472644,0.9637787,0.023205977,0.002927122,0.0000056946606,0.009216977],"study_design_scores_gemma":[0.00008760863,0.00012071029,0.0023840603,0.00049028214,0.000011637223,0.0000032085,0.000100548925,0.89760023,0.09849488,0.00017313358,0.00030874563,0.00022494847],"about_ca_topic_score_codex":0.000005293732,"about_ca_topic_score_gemma":0.0000014740355,"teacher_disagreement_score":0.0752889,"about_ca_system_score_codex":0.000020807545,"about_ca_system_score_gemma":0.000012270178,"threshold_uncertainty_score":0.55166733},"labels":[],"label_agreement":null},{"id":"W4405909665","doi":"10.54021/seesv5n3-087","title":"Impact of formulation on the rheological and physiochemical properties of water in oil emulsion: application on drilling mud","year":2024,"lang":"en","type":"article","venue":"STUDIES IN ENGINEERING AND EXACT SCIENCES","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Drilling fluid; Rheology; Emulsion; Petroleum engineering; Drilling; Materials science; Chemical engineering; Geology; Composite material; Engineering; Metallurgy","score_opus":0.029028874603886486,"score_gpt":0.26844159784024035,"score_spread":0.23941272323635387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405909665","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9968822,0.0024748936,0.000333315,0.000037891532,0.00009379687,0.000042378524,6.487876e-7,0.000046664798,0.000088194865],"genre_scores_gemma":[0.9989153,0.0009697024,0.00006421526,0.0000011944874,0.000026325604,0.000013702182,3.3632926e-7,0.0000063660204,0.0000028390587],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994686,0.0000053905796,0.00015816178,0.00012874334,0.000097517965,0.00014155259],"domain_scores_gemma":[0.9997903,0.00012268407,0.0000074632944,0.000057511625,0.000008421687,0.000013620446],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00023631555,0.00010236988,0.00015295169,0.00013169824,0.00002591396,0.000011809307,0.000053665368,0.00003179501,5.121315e-7],"category_scores_gemma":[0.000043174285,0.000052174215,0.000023867336,0.00019223492,0.00010593566,0.000059891216,0.00002378187,0.00010735691,3.6504318e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004325238,0.000006317696,0.00030653615,0.00029335252,0.000013993264,4.3028228e-7,0.0011991687,0.8896718,0.10604751,0.0005491166,0.0000021067478,0.0019053093],"study_design_scores_gemma":[0.000057449404,0.00007583052,0.0011501529,0.00079387304,0.0000029225962,0.0000013369279,0.00015739068,0.941579,0.05597429,0.00011580513,0.000007897051,0.000084065774],"about_ca_topic_score_codex":0.000009197291,"about_ca_topic_score_gemma":8.232272e-7,"teacher_disagreement_score":0.051907156,"about_ca_system_score_codex":0.000028475712,"about_ca_system_score_gemma":0.0000021687915,"threshold_uncertainty_score":0.21276027},"labels":[],"label_agreement":null},{"id":"W4405940204","doi":"10.1016/j.jgsce.2024.205536","title":"Improving proppant placement efficiency using the self-generated gas floating technique","year":2025,"lang":"en","type":"article","venue":"Gas Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Computer science; Environmental science; Geology","score_opus":0.005807210885464111,"score_gpt":0.1958356988352994,"score_spread":0.1900284879498353,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405940204","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48646405,0.00080324727,0.5096996,0.000045745463,0.0007820309,0.000410654,0.0000010976468,0.0010834743,0.0007101089],"genre_scores_gemma":[0.98320013,0.00006877973,0.016554158,0.000020801946,0.00007730774,0.00003342662,5.772397e-7,0.00002857613,0.000016230502],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851894,0.0000070057467,0.00026382314,0.00030169613,0.0003033357,0.0006052175],"domain_scores_gemma":[0.9994794,0.000041514628,0.00002373189,0.00027693983,0.000085120206,0.00009327778],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0010030096,0.00023563343,0.00016674855,0.0003217254,0.0003996326,0.00022151129,0.0003226908,0.000060855804,0.0000017966502],"category_scores_gemma":[0.000109797256,0.0001907893,0.00003085455,0.0013460764,0.00007673694,0.00024512256,0.00011716188,0.00026878604,0.0000013541019],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.4603584e-7,0.0000037235088,0.000020590704,0.000101457685,0.000007304468,0.0000016483548,0.00013103013,0.63182217,0.36587766,0.00018555734,0.000008980981,0.0018394473],"study_design_scores_gemma":[0.00008878648,0.000010819909,0.000025357813,0.00014203427,0.00001619391,0.000017474049,0.000075959746,0.8505161,0.14845881,0.00000873433,0.00044768362,0.00019208],"about_ca_topic_score_codex":0.000020995152,"about_ca_topic_score_gemma":0.0000010826489,"teacher_disagreement_score":0.4967361,"about_ca_system_score_codex":0.00023432235,"about_ca_system_score_gemma":0.00011491915,"threshold_uncertainty_score":0.77801615},"labels":[],"label_agreement":null},{"id":"W4405981644","doi":"10.1007/978-3-031-81673-4_6","title":"Prediction of ROP-Increasement and Lost Circulation Prevention Effect by Drilling Fluid Based on GS-XGBoost","year":2025,"lang":"en","type":"book-chapter","venue":"Mechanisms and machine science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Circulation (fluid dynamics); Petroleum engineering; Drilling; Drilling fluid; Geology; Engineering; Mechanics; Mechanical engineering; Physics","score_opus":0.005800270364720911,"score_gpt":0.1822551636201615,"score_spread":0.1764548932554406,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4405981644","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0028533372,0.0012035859,0.9561482,0.000017154023,0.0007937609,0.00061795436,0.00020411088,0.00021735519,0.037944525],"genre_scores_gemma":[0.9927611,0.00042135792,0.0017742927,0.000016451973,0.00004774856,0.000011268179,0.00010676231,0.000043552907,0.0048175026],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890715,0.000008534783,0.00024010394,0.00034558153,0.0003280201,0.00017062521],"domain_scores_gemma":[0.99958587,0.000046634363,0.00005944112,0.00018841369,0.000034641555,0.000084984196],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005467252,0.00025433075,0.00025470828,0.00028877455,0.000112258975,0.000046370176,0.00008895734,0.00011260189,0.000021898491],"category_scores_gemma":[0.000021491669,0.00024422404,0.00004833338,0.000078134166,0.000054000673,0.00009306995,0.000035102355,0.0001582083,0.0000017201053],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000052542877,0.000039017777,0.000062540385,0.0023885604,0.0001002721,0.0000055052346,0.000094162424,0.55348283,0.280541,0.060980316,0.00024982143,0.10200344],"study_design_scores_gemma":[0.00031902813,0.00024345475,0.000052146865,0.00091070146,0.000072295836,0.0000022734655,0.0000012946034,0.97599864,0.019888908,0.0014708563,0.00084094674,0.00019944359],"about_ca_topic_score_codex":0.000016533995,"about_ca_topic_score_gemma":0.0000019462934,"teacher_disagreement_score":0.98990774,"about_ca_system_score_codex":0.000070681155,"about_ca_system_score_gemma":0.00002366557,"threshold_uncertainty_score":0.99591666},"labels":[],"label_agreement":null},{"id":"W4406095334","doi":"10.2139/ssrn.5069861","title":"Importance of adaptive baseline measurement monitoring and verification (MMV) studies at CCS projects: lessons from Aquistore, Saskatchewan, Canada","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"St. Francis Xavier University","funders":"","keywords":"Baseline (sea); Computer science; Engineering; Systems engineering; Political science","score_opus":0.020007842337542887,"score_gpt":0.23305728247829788,"score_spread":0.213049440140755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406095334","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.84853894,0.11161908,0.03783863,0.00025020906,0.0012210389,0.00017976598,0.0000234894,0.00008990834,0.00023895816],"genre_scores_gemma":[0.9930408,0.0062433863,0.0003236094,0.0000053841813,0.00014287535,0.000009945022,0.0000030767733,0.000020982427,0.00020993181],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9985726,0.000024429719,0.00031686536,0.00015661589,0.00026432,0.00066519954],"domain_scores_gemma":[0.99952906,0.000056077384,0.00007791758,0.00014158241,0.00015073936,0.000044644494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00071573665,0.00016476221,0.0002384352,0.00007284058,0.00010362082,0.000010278127,0.00010583152,0.000039362163,8.936486e-7],"category_scores_gemma":[0.000070152186,0.00016305609,0.00003501306,0.00014964252,0.000020418542,0.00006506744,0.000021772337,0.00054297026,3.007214e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00044812475,0.00018430059,0.05892947,0.0011646483,0.011576772,0.000044834735,0.00696881,0.6197952,0.11897445,0.0059209443,0.007554337,0.1684381],"study_design_scores_gemma":[0.010471886,0.0009858873,0.048840497,0.00823988,0.0024618611,0.00023881883,0.20480257,0.2686637,0.3894804,0.033906467,0.026854662,0.0050533796],"about_ca_topic_score_codex":0.014659112,"about_ca_topic_score_gemma":0.40995768,"teacher_disagreement_score":0.39529857,"about_ca_system_score_codex":0.0038034664,"about_ca_system_score_gemma":0.0013105583,"threshold_uncertainty_score":0.99459326},"labels":[],"label_agreement":null},{"id":"W4406298800","doi":"10.54859/kjogi108787","title":"Polymercationic Drilling Fluids for Well Construction in Challenging Mining and Geological Conditions","year":2024,"lang":"en","type":"article","venue":"Kazakhstan journal for oil & gas industry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Drilling; Geology; Mining engineering; Construction engineering; Engineering; Mechanical engineering","score_opus":0.01564748949920297,"score_gpt":0.2574579375012227,"score_spread":0.24181044800201973,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406298800","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.89425546,0.008400974,0.09125315,0.00060452614,0.0032317536,0.00014811494,0.000044637974,0.00042407698,0.001637314],"genre_scores_gemma":[0.9918671,0.0008413946,0.006075115,0.000016160793,0.00075693335,0.00004601181,0.000018675682,0.000061357,0.00031722224],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9988904,0.000012320646,0.00039048202,0.00019874719,0.0000999028,0.000408141],"domain_scores_gemma":[0.9994714,0.00024126486,0.000028352006,0.000081824786,0.00003874501,0.00013835922],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00038427924,0.00019220493,0.00021113489,0.0003094728,0.0002166432,0.00017229014,0.000083139894,0.00032756676,0.000045159002],"category_scores_gemma":[0.00005387271,0.0001996083,0.00008931236,0.00018921928,0.000051039457,0.00023359536,0.000010926073,0.0006904286,0.000002104581],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031680196,0.000027078202,0.001631456,0.0010822505,0.00027195664,0.00007400019,0.0014422176,0.80033654,0.0062017757,0.009622484,0.0017752119,0.17750332],"study_design_scores_gemma":[0.00079346064,0.00008873286,0.000111753485,0.0012581956,0.00007291969,0.000988102,0.0020580217,0.97509885,0.0022554868,0.0023887104,0.014453881,0.00043187177],"about_ca_topic_score_codex":0.0000012066466,"about_ca_topic_score_gemma":0.000002462162,"teacher_disagreement_score":0.17707145,"about_ca_system_score_codex":0.00013403416,"about_ca_system_score_gemma":0.000041289117,"threshold_uncertainty_score":0.813979},"labels":[],"label_agreement":null},{"id":"W4406417944","doi":"10.1520/gtj20240055","title":"Importance of Sample Height–Diameter Ratio in Triaxial Testing with Free Ends for Determination of the Critical State of Sands","year":2024,"lang":"en","type":"article","venue":"Geotechnical Testing Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Fredericton; BGC Engineering (Canada)","funders":"","keywords":"Geotechnical engineering; Geology; Triaxial shear test; Sample (material); Petrology; Shear (geology)","score_opus":0.026661251763630964,"score_gpt":0.2544356249608532,"score_spread":0.22777437319722224,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406417944","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2765103,0.00022992062,0.7227067,0.000043451804,0.00019861895,0.000117110605,0.000033406843,0.00008370314,0.000076829376],"genre_scores_gemma":[0.89078295,0.0000046890354,0.10908763,0.0000025367642,0.00008478629,0.0000075924013,7.354045e-7,0.000026869791,0.0000022250142],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99879557,0.000020765858,0.0006417997,0.000111330955,0.00020991081,0.00022060466],"domain_scores_gemma":[0.9968546,0.0027027267,0.00009092585,0.0001699734,0.00013890139,0.000042860585],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00079125236,0.00011722248,0.00025452083,0.00013233139,0.00003323875,0.000024560359,0.00019685738,0.0000541122,0.0000026613325],"category_scores_gemma":[0.0057070027,0.000084085426,0.00008075187,0.00048661165,0.00008767402,0.00010310053,0.000029629135,0.00038327384,5.880113e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003455522,0.00003976386,0.004798326,0.0009917964,0.00003201916,0.0000144338155,0.0001665239,0.87978035,0.04027524,0.0002841183,0.00003383277,0.07354904],"study_design_scores_gemma":[0.00039934207,0.00021117578,0.0028628502,0.0014377631,0.000034195968,0.000091231406,0.000005925958,0.9724124,0.017150247,0.0052493126,0.00002985027,0.000115700175],"about_ca_topic_score_codex":0.000007988903,"about_ca_topic_score_gemma":0.000005693051,"teacher_disagreement_score":0.61427265,"about_ca_system_score_codex":0.000040838684,"about_ca_system_score_gemma":0.00006092265,"threshold_uncertainty_score":0.6832228},"labels":[],"label_agreement":null},{"id":"W4406419598","doi":"10.1016/0967-0653(93)94778-w","title":"10.1016/0967-0653(93)94778-w","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Carbonate; Cement; Geology; Mineralogy; Geochemistry; Archaeology; Materials science; Metallurgy; Geography","score_opus":0.0029611311638797605,"score_gpt":0.13218386315709113,"score_spread":0.12922273199321138,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406419598","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00032714868,0.00016667819,0.00012293257,0.000022086877,0.0000070982896,0.00007882739,0.000007737127,0.001041006,0.99822646],"genre_scores_gemma":[0.0014081227,0.0000010547019,0.0002774157,0.000007694395,0.00020185768,0.000012479033,0.00001202017,0.000064336185,0.99801505],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99927866,0.000006155029,0.00014659102,0.00014423588,0.000113442635,0.00031092795],"domain_scores_gemma":[0.9995737,0.000023810599,0.000005271129,0.00023970187,0.000012067677,0.00014546236],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007403297,0.0001625949,0.00015009886,0.000070943905,0.00003444452,0.000035869554,0.00015499839,0.000065091546,0.9835991],"category_scores_gemma":[0.000009011682,0.00017657666,0.000052115432,0.00017783357,0.000008526178,0.00007303736,0.000012184941,0.00013088307,0.99399054],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000044668905,0.0000067195615,1.9661153e-8,0.00001598596,0.000017992044,0.000004425913,0.000017584063,0.42593664,0.00007416856,7.9546146e-7,0.0913408,0.48258042],"study_design_scores_gemma":[0.00010201041,0.000022923698,0.0000035216187,0.000025957312,0.000008531935,0.0000056679487,3.328483e-7,0.08188131,0.00038328735,0.0000028766547,0.9173487,0.00021488855],"about_ca_topic_score_codex":0.0000056871745,"about_ca_topic_score_gemma":6.1176365e-8,"teacher_disagreement_score":0.8260079,"about_ca_system_score_codex":0.000036215413,"about_ca_system_score_gemma":0.0000046704404,"threshold_uncertainty_score":0.72005874},"labels":[],"label_agreement":null},{"id":"W4406420481","doi":"10.1016/0967-0653(95)91599-y","title":"10.1016/0967-0653(95)91599-y","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Submarine pipeline; Quadrant (abdomen); Geology; Stress (linguistics); Oceanography; Medicine; Surgery; Philosophy","score_opus":0.0034212435427364756,"score_gpt":0.13820295715323375,"score_spread":0.13478171361049726,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406420481","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00033953827,0.00026039945,0.00009599807,0.000019548163,0.000006974424,0.00007915369,0.000008065542,0.0010390215,0.9981513],"genre_scores_gemma":[0.0010677138,0.0000017574096,0.000269335,0.000007381302,0.0002046749,0.0000125307115,0.000012000861,0.00006413841,0.99836046],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99928236,0.0000059119484,0.00014600673,0.00014367643,0.00011284646,0.00030920893],"domain_scores_gemma":[0.9995751,0.000023634128,0.0000052562273,0.00023887047,0.000012218364,0.00014492212],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007095689,0.00016216707,0.00014946921,0.000055490356,0.00003395901,0.00003576199,0.00015440243,0.000064851745,0.98252267],"category_scores_gemma":[0.000008707668,0.00017618742,0.00005197567,0.0001783112,0.000008336978,0.00007269724,0.000012217149,0.00012847973,0.9942161],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045546462,0.0000066572343,1.8446936e-8,0.000016403455,0.000017874992,0.0000045020815,0.000015591806,0.42790544,0.00008590848,6.8426334e-7,0.13404939,0.43789297],"study_design_scores_gemma":[0.00010027783,0.0000225074,0.000002933925,0.00002535383,0.000008369207,0.0000056426525,3.120465e-7,0.09607626,0.00033391232,0.000002690935,0.90321064,0.0002110796],"about_ca_topic_score_codex":0.0000057148914,"about_ca_topic_score_gemma":6.0526276e-8,"teacher_disagreement_score":0.7691613,"about_ca_system_score_codex":0.00003550061,"about_ca_system_score_gemma":0.0000046483337,"threshold_uncertainty_score":0.71847147},"labels":[],"label_agreement":null},{"id":"W4406429121","doi":"10.1016/0967-0653(94)93060-0","title":"10.1016/0967-0653(94)93060-0","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Quartz; Geology; Inclusion (mineral); Fluid inclusions; Mineralogy; Petroleum engineering; Materials science; Composite material","score_opus":0.003367784205020697,"score_gpt":0.13779480183219997,"score_spread":0.13442701762717926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406429121","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00032121543,0.0001791029,0.000114380506,0.00002158029,0.0000069443117,0.000079036225,0.000007848833,0.0010341981,0.9982357],"genre_scores_gemma":[0.0013917704,0.0000010602851,0.00027116423,0.000007649616,0.00020374444,0.000012530742,0.00001161456,0.00006433682,0.99803615],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992782,0.000005941363,0.00014682538,0.00014437267,0.00011355106,0.00031109876],"domain_scores_gemma":[0.99957335,0.000023614864,0.000005284432,0.00023988778,0.000012279043,0.00014557411],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007173597,0.0001621954,0.00015024543,0.00007126845,0.000034146655,0.000035760288,0.00015519976,0.00006507311,0.98289734],"category_scores_gemma":[0.000008890953,0.00017657578,0.00005216762,0.00018171546,0.000008341504,0.00007318687,0.000012276473,0.00012871204,0.994244],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000045746656,0.0000066827506,1.8908718e-8,0.000016429763,0.000018138993,0.0000045882975,0.000016988028,0.43290403,0.000075443684,7.0786e-7,0.095583126,0.47136927],"study_design_scores_gemma":[0.00010322172,0.000022907374,0.0000035659982,0.000025932388,0.000008553279,0.0000056319486,3.166128e-7,0.08155108,0.00038678717,0.0000027390233,0.91767436,0.00021489931],"about_ca_topic_score_codex":0.0000057523584,"about_ca_topic_score_gemma":6.2626405e-8,"teacher_disagreement_score":0.8220912,"about_ca_system_score_codex":0.000036307614,"about_ca_system_score_gemma":0.000004660086,"threshold_uncertainty_score":0.7200551},"labels":[],"label_agreement":null},{"id":"W4406446828","doi":"10.1016/s0967-0653(98)83889-1","title":"10.1016/s0967-0653(98)83889-1","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Coring; Geology; Barrel (horology); Diamond; Sample (material); Remotely operated underwater vehicle; Oceanography; Marine engineering; Drilling; Archaeology; Engineering; Materials science; Computer science; Physics; Geography; Mechanical engineering; Artificial intelligence; Composite material","score_opus":0.003534691921175717,"score_gpt":0.1412011801155645,"score_spread":0.1376664881943888,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406446828","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00019345088,0.00015027125,0.00009283406,0.000022301834,0.0000062726695,0.000076909666,0.0000068331265,0.0009877698,0.99846333],"genre_scores_gemma":[0.0006534966,0.0000011660178,0.00027625906,0.0000068847576,0.00020556017,0.000012175391,0.000009541789,0.00006279935,0.99877214],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992937,0.0000058427913,0.00014389808,0.00014127305,0.00011194537,0.0003033571],"domain_scores_gemma":[0.9995833,0.000022683085,0.000005229598,0.00023456481,0.000012170154,0.00014207706],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007067542,0.00015978863,0.00015308766,0.00007003269,0.000032654312,0.00003520089,0.00015206976,0.00006443956,0.9936499],"category_scores_gemma":[0.000008471053,0.00017317782,0.000051369458,0.00017551625,0.0000082805445,0.000071131704,0.00001221011,0.00012735407,0.9984124],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004956895,0.0000069060416,7.2089716e-9,0.000017033022,0.000019717634,0.000004582323,0.000017212571,0.40504622,0.00004411674,6.4242e-7,0.17755885,0.41727972],"study_design_scores_gemma":[0.00010756434,0.00002225546,0.0000019262309,0.000026404798,0.000008902177,0.0000048013376,3.136744e-7,0.07194291,0.00038443995,0.0000026482041,0.92728513,0.00021272122],"about_ca_topic_score_codex":0.000006583356,"about_ca_topic_score_gemma":6.5886105e-8,"teacher_disagreement_score":0.74972624,"about_ca_system_score_codex":0.000035953683,"about_ca_system_score_gemma":0.000004655917,"threshold_uncertainty_score":0.70619863},"labels":[],"label_agreement":null},{"id":"W4406493508","doi":"10.1016/0967-0653(94)92034-6","title":"10.1016/0967-0653(94)92034-6","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Brittleness; Geology; Crust; Plate tectonics; Boundary (topology); Geophysics; Seismology; Materials science; Composite material; Tectonics; Mathematics; Mathematical analysis","score_opus":0.0034128683694203466,"score_gpt":0.1379735534496548,"score_spread":0.13456068508023447,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406493508","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00037749897,0.00018248436,0.0001002178,0.000021807062,0.000007149864,0.00007922321,0.000007810055,0.0010371824,0.99818665],"genre_scores_gemma":[0.0013517592,0.0000010768096,0.00027017767,0.000007758874,0.00020423315,0.000012499856,0.000011497229,0.0000643967,0.9980766],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992779,0.0000059385493,0.00014682324,0.00014440007,0.0001136264,0.0003113046],"domain_scores_gemma":[0.99957335,0.00002381532,0.000005282308,0.00023981597,0.000012282181,0.00014546279],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007179652,0.00016224914,0.00015024295,0.00007114991,0.000034185956,0.000035805944,0.0001549841,0.000065121334,0.98307246],"category_scores_gemma":[0.0000089828,0.000176629,0.00005214913,0.00018116395,0.000008415309,0.00007309481,0.000012264898,0.00012881744,0.99411494],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004137124,0.0000061519027,1.456608e-8,0.000015137707,0.000016668027,0.0000042438373,0.000015391906,0.48875,0.00005783232,5.160061e-7,0.09027751,0.4208524],"study_design_scores_gemma":[0.00010051846,0.000022466338,0.0000030908427,0.000025612762,0.00000829203,0.0000055533787,3.0983318e-7,0.097259544,0.00032438588,0.0000021649207,0.9020367,0.0002113595],"about_ca_topic_score_codex":0.000004918692,"about_ca_topic_score_gemma":6.300406e-8,"teacher_disagreement_score":0.8117592,"about_ca_system_score_codex":0.000036448244,"about_ca_system_score_gemma":0.000004665594,"threshold_uncertainty_score":0.7202721},"labels":[],"label_agreement":null},{"id":"W4406513323","doi":"10.1016/s0967-0653(98)80893-4","title":"10.1016/s0967-0653(98)80893-4","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Petroleum engineering; Drilling; Geology; Environmental science; Materials science; Metallurgy","score_opus":0.0035674920783917716,"score_gpt":0.14171418195022656,"score_spread":0.1381466898718348,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406513323","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00018689866,0.0001529623,0.00009070179,0.00002250371,0.0000063132547,0.00007674697,0.0000068041604,0.0009871704,0.9984699],"genre_scores_gemma":[0.0006131747,0.0000011478062,0.00028354503,0.000006879591,0.00019901404,0.000012145169,0.000009571418,0.00006279367,0.9988117],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99929357,0.0000058546793,0.00014385144,0.00014126292,0.000111965004,0.00030347364],"domain_scores_gemma":[0.99958307,0.00002274352,0.000005228454,0.00023459211,0.000012178057,0.00014219129],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007085297,0.00015975544,0.00015308164,0.000069903384,0.000032695538,0.000035165867,0.00015208962,0.00006445596,0.99349594],"category_scores_gemma":[0.000008660627,0.000173184,0.000051379226,0.00017628969,0.00000828572,0.00007101962,0.000012199735,0.00012735654,0.99836904],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004911983,0.000006791699,6.620632e-9,0.00001714233,0.000019499685,0.0000046005152,0.000017508055,0.3907104,0.000046610294,6.213575e-7,0.16688849,0.4422834],"study_design_scores_gemma":[0.00010705742,0.000022251414,0.0000018574704,0.000026316555,0.000008784154,0.0000047964986,3.2118348e-7,0.07240857,0.00041388735,0.0000026905695,0.9267909,0.00021259888],"about_ca_topic_score_codex":0.0000065183053,"about_ca_topic_score_gemma":6.937865e-8,"teacher_disagreement_score":0.75990236,"about_ca_system_score_codex":0.000035974703,"about_ca_system_score_gemma":0.0000046671335,"threshold_uncertainty_score":0.7062239},"labels":[],"label_agreement":null},{"id":"W4406513584","doi":"10.1016/s0967-0653(98)82594-5","title":"10.1016/s0967-0653(98)82594-5","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Wellhead; Environmental science; Geology; Petroleum engineering","score_opus":0.0035318733768996452,"score_gpt":0.1411675310740158,"score_spread":0.13763565769711616,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406513584","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0001883387,0.00014868984,0.00009710346,0.000021974478,0.000006466028,0.00007686222,0.0000064706123,0.0009851438,0.99846894],"genre_scores_gemma":[0.0006946151,0.0000011337353,0.00028127746,0.000006934913,0.000209183,0.000012177107,0.0000094939,0.0000627507,0.99872243],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992951,0.000005900166,0.00014373266,0.00014093782,0.00011169602,0.00030261482],"domain_scores_gemma":[0.9995821,0.000023035707,0.0000052217583,0.0002355043,0.000011949939,0.00014219077],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007095552,0.00015959442,0.00015403364,0.00007022798,0.00003387046,0.00003461309,0.00015290266,0.00006411115,0.9934688],"category_scores_gemma":[0.000008668851,0.00017302096,0.000051341467,0.00017509852,0.000008691466,0.000072286544,0.000012069666,0.00012721379,0.99840516],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004996818,0.000006787734,8.116684e-9,0.00001723422,0.000019489224,0.0000045561414,0.000017897926,0.39328694,0.0000412774,6.826386e-7,0.17303258,0.43356752],"study_design_scores_gemma":[0.00010643526,0.000022424761,0.0000021085452,0.000025648362,0.000008788739,0.000005064546,3.0918434e-7,0.07159951,0.00035208245,0.000002831735,0.9276622,0.000212617],"about_ca_topic_score_codex":0.0000067758556,"about_ca_topic_score_gemma":7.4869035e-8,"teacher_disagreement_score":0.7546296,"about_ca_system_score_codex":0.000037702885,"about_ca_system_score_gemma":0.0000047406297,"threshold_uncertainty_score":0.705559},"labels":[],"label_agreement":null},{"id":"W4406513659","doi":"10.1016/s0967-0653(97)87567-9","title":"10.1016/s0967-0653(97)87567-9","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Vorticity; Potential vorticity; Environmental science; Meteorology; Geology; Climatology; Vortex; Geography","score_opus":0.0040072831023435776,"score_gpt":0.1408561071541725,"score_spread":0.1368488240518289,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406513659","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00010626804,0.00018339121,0.0001124965,0.000022309026,0.0000064148076,0.00007910208,0.0000070554347,0.0010112764,0.9984717],"genre_scores_gemma":[0.0003607697,0.0000013015673,0.00028149172,0.00000720982,0.00019935002,0.000011857709,0.000009945165,0.00006279909,0.9990653],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992774,0.0000060154084,0.00014592338,0.00014503978,0.00011464006,0.00031097583],"domain_scores_gemma":[0.9995725,0.000024188836,0.0000053858826,0.00023850596,0.00001276409,0.00014663256],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007189472,0.0001643369,0.00015098052,0.00007281079,0.000035273748,0.000036009504,0.00015768303,0.000065915614,0.9915693],"category_scores_gemma":[0.000009044427,0.00017867725,0.000052992487,0.00018200361,0.000008543657,0.00007484453,0.000013009085,0.00013039223,0.9992056],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000043285404,0.0000055257037,7.548533e-9,0.0000138563455,0.000015118621,0.000003872599,0.000013838932,0.32906196,0.000021691412,4.8529023e-7,0.0287851,0.6420742],"study_design_scores_gemma":[0.00011612694,0.00002335581,8.428367e-7,0.000026134881,0.000008799044,0.00000522668,3.6097964e-7,0.074906364,0.00038617887,0.000002582349,0.9243058,0.00021822558],"about_ca_topic_score_codex":0.000005687611,"about_ca_topic_score_gemma":6.0475976e-8,"teacher_disagreement_score":0.8955207,"about_ca_system_score_codex":0.000036699912,"about_ca_system_score_gemma":0.000004697016,"threshold_uncertainty_score":0.72862464},"labels":[],"label_agreement":null},{"id":"W4406538391","doi":"10.1021/acs.energyfuels.4c05591","title":"Film Formation Behavior of a Hybrid Silicate System and Its Shale Hydration Inhibition Characteristics at Elevated Temperatures","year":2025,"lang":"en","type":"article","venue":"Energy & Fuels","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China Scholarship Council; National Natural Science Foundation of China","keywords":"Oil shale; Silicate; Chemical engineering; Drilling fluid; Quartz; Sodium silicate; Materials science; Mineralogy; Geology; Drilling; Chemistry; Composite material; Metallurgy","score_opus":0.004637439664229,"score_gpt":0.1803426580479523,"score_spread":0.1757052183837233,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406538391","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98960954,0.00042130426,0.008904233,0.0000068678046,0.00022026175,0.00007701873,0.000037541577,0.00025227605,0.00047096342],"genre_scores_gemma":[0.9992679,0.00012042574,0.000042867454,0.000008481069,0.000037045986,0.00004590297,0.00020076145,0.00001622955,0.00026042387],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9994509,0.000010981537,0.0002476677,0.00009995399,0.00007469873,0.000115769304],"domain_scores_gemma":[0.99976826,0.000017552498,0.000039018076,0.00009930425,0.00004598108,0.00002987274],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000055805274,0.00011320112,0.00014736845,0.000113273534,0.00004843677,0.000023179258,0.00003281752,0.000047093756,0.0000042884535],"category_scores_gemma":[0.000009605213,0.00011994324,0.000026457277,0.00011706367,0.000006843968,0.00014109479,0.000017648268,0.00005708181,0.0000027770473],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060492616,0.000009045936,0.00006330958,0.00047411467,0.0000165219,0.0000059175877,0.0000638531,0.012266482,0.9849179,0.0014284067,0.00010776445,0.00064064004],"study_design_scores_gemma":[0.00014062566,0.000010849875,0.00063632167,0.0001988517,0.000025207617,0.000014824496,0.000011566006,0.17413026,0.824342,0.000007856119,0.00038984633,0.0000917689],"about_ca_topic_score_codex":0.000005205375,"about_ca_topic_score_gemma":0.0000025097222,"teacher_disagreement_score":0.16186377,"about_ca_system_score_codex":0.0000718956,"about_ca_system_score_gemma":0.0000051327584,"threshold_uncertainty_score":0.4891143},"labels":[],"label_agreement":null},{"id":"W4406571134","doi":"10.1016/j.endend.2013.03.018","title":"10.1016/j.endend.2013.03.018","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Computer science; XML; Information retrieval; Programming language; Process management; World Wide Web; Business","score_opus":0.003197732198814807,"score_gpt":0.13773759066160984,"score_spread":0.13453985846279504,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406571134","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00041884393,0.00017550527,0.00009112972,0.000030180776,0.000007782747,0.00007472529,0.0000075899266,0.0010261787,0.99816805],"genre_scores_gemma":[0.0017823235,0.0000019152221,0.0003001233,0.0000065534114,0.00020626333,0.000011973227,0.000008689877,0.00006465879,0.9976175],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992852,0.0000057390043,0.00014182586,0.0001437844,0.00011582696,0.00030761017],"domain_scores_gemma":[0.99957883,0.000021216585,0.0000052729247,0.00023865326,0.000012536334,0.00014346169],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000067556815,0.00015975961,0.00014457596,0.000075696626,0.00003230198,0.000033606913,0.00015269355,0.000064063184,0.98020315],"category_scores_gemma":[0.0000064824885,0.00017346996,0.000049846058,0.0001657631,0.000008423277,0.00007256883,0.000012769106,0.00012298029,0.99255556],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004970776,0.0000074013346,2.5262766e-8,0.00001701383,0.000021160924,0.0000048862107,0.0000172005,0.45762664,0.0001267012,6.910535e-7,0.19917506,0.34299827],"study_design_scores_gemma":[0.00010202973,0.00002377351,0.0000042498896,0.000023414208,0.000008156067,0.00000667729,3.2529135e-7,0.08935582,0.00038152369,0.0000029636744,0.9098844,0.00020669033],"about_ca_topic_score_codex":0.000009019912,"about_ca_topic_score_gemma":1.0352459e-7,"teacher_disagreement_score":0.71070933,"about_ca_system_score_codex":0.000034905468,"about_ca_system_score_gemma":0.0000045088914,"threshold_uncertainty_score":0.70738995},"labels":[],"label_agreement":null},{"id":"W4406584320","doi":"10.1016/s0967-0653(98)86458-2","title":"10.1016/s0967-0653(98)86458-2","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Geology; Engineering; Mechanical engineering","score_opus":0.003597498936851442,"score_gpt":0.14179612900195707,"score_spread":0.13819863006510563,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406584320","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00016533866,0.00016819833,0.000089960165,0.000022187,0.000006157584,0.000078417615,0.0000066080197,0.0009933565,0.99846977],"genre_scores_gemma":[0.0005445874,0.0000011589156,0.00029848967,0.0000067689866,0.00020679546,0.000011971479,0.000009773545,0.00006357396,0.9988569],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9992835,0.000006042176,0.00014574996,0.00014369297,0.00011303246,0.0003079858],"domain_scores_gemma":[0.9995768,0.000022850496,0.000005335258,0.00023842753,0.000012285202,0.00014431575],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00007117332,0.00016221829,0.00015551016,0.00007191894,0.000033538334,0.000035212663,0.00015397371,0.0000655674,0.9936861],"category_scores_gemma":[0.000008067265,0.00017499943,0.000052253687,0.00018001806,0.000008427198,0.00007272436,0.000012303152,0.00012789713,0.99847203],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000052726004,0.0000071938352,6.105159e-9,0.00001672727,0.000021370255,0.000004742522,0.00001738446,0.37897,0.00005185668,6.8902983e-7,0.18675789,0.43414688],"study_design_scores_gemma":[0.000107787084,0.000022340108,0.0000016776984,0.000026014333,0.000009350317,0.000004896839,2.8850096e-7,0.07289363,0.000498188,0.0000027389701,0.9262168,0.00021633398],"about_ca_topic_score_codex":0.000006529002,"about_ca_topic_score_gemma":6.69721e-8,"teacher_disagreement_score":0.73945886,"about_ca_system_score_codex":0.000035681962,"about_ca_system_score_gemma":0.0000047749586,"threshold_uncertainty_score":0.7136269},"labels":[],"label_agreement":null},{"id":"W4406727484","doi":"10.56952/igs-2024-0516","title":"Smart Coupled Flow-Geomechanical Upscaling Technique for Oil Sands","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Petroleum engineering; Oil sands; Geomechanics; Geotechnical engineering; Flow (mathematics); Geology; Computer science; Mechanics; Materials science; Asphalt","score_opus":0.007471137507488864,"score_gpt":0.20976821877770474,"score_spread":0.20229708127021587,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406727484","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.001918653,0.0005930388,0.98809886,0.00004528717,0.0011155028,0.00009436996,0.000008637605,0.0026564563,0.0054692156],"genre_scores_gemma":[0.954903,0.00015060545,0.042539038,0.000033279688,0.0003977146,0.00024192163,0.00002538905,0.00012167972,0.001587364],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99926955,0.00000245958,0.0001866209,0.00017587058,0.00008581579,0.000279709],"domain_scores_gemma":[0.9996627,0.000097047254,0.0000033418917,0.00014482236,0.00001611568,0.00007596361],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022319228,0.00015347023,0.00015414598,0.00010032425,0.000032463933,0.00007200863,0.00009149978,0.00012036144,0.000082441584],"category_scores_gemma":[0.000018336752,0.00014225024,0.00010778697,0.00016746235,0.000006307448,0.00006671406,0.000015127174,0.00016557083,0.000049013852],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000063468397,0.000011278344,0.0000055127352,0.0012143694,0.00011338132,0.000016233245,0.000060082544,0.83385086,0.13100934,0.004069947,0.0040064864,0.025636172],"study_design_scores_gemma":[0.000091742644,0.000014819039,9.019147e-7,0.00013242254,0.000015286503,0.000010300633,0.0000041221997,0.9079027,0.05379534,0.00026788496,0.03757763,0.00018681106],"about_ca_topic_score_codex":0.0000050540652,"about_ca_topic_score_gemma":0.0000028876445,"teacher_disagreement_score":0.95298433,"about_ca_system_score_codex":0.000046466957,"about_ca_system_score_gemma":0.000010735313,"threshold_uncertainty_score":0.5800797},"labels":[],"label_agreement":null},{"id":"W4406786324","doi":"10.18280/mmep.120130","title":"Mathematical Modelling of an Oscillatory Flow in an Elastic Tube with Suction/Injection","year":2025,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Suction; Tube (container); Mechanics; Flow (mathematics); Materials science; Physics; Thermodynamics; Composite material","score_opus":0.013665293555279708,"score_gpt":0.18941410527510635,"score_spread":0.17574881171982665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4406786324","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.29723042,0.00019410008,0.70155495,0.0000047279773,0.00008698224,0.00016202811,0.000002018355,0.00040108204,0.00036371197],"genre_scores_gemma":[0.89735013,0.000044521716,0.102400884,0.000002248536,0.000038129274,0.000044807926,0.000005460277,0.0000758061,0.00003802452],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984461,0.000015669157,0.0005721343,0.00033231158,0.00021432215,0.0004194292],"domain_scores_gemma":[0.99931335,0.00012878148,0.000029329778,0.00032354446,0.000050919545,0.00015409767],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003782111,0.0003384555,0.0004937252,0.00038065287,0.00005095537,0.000066624154,0.00013570969,0.00018139718,0.0000066686603],"category_scores_gemma":[0.000015630636,0.00031644647,0.000047752997,0.00039206172,0.000043364933,0.00030414356,0.000020918033,0.00038037534,0.0000035436137],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009730699,0.000075845695,0.00001401533,0.0022247653,0.00003490152,0.0000027780168,0.0006261217,0.9901411,0.0004016455,0.0061008083,8.326386e-7,0.00036744509],"study_design_scores_gemma":[0.0003338651,0.00009643527,0.000005276338,0.001315075,0.000042271444,0.000027610004,0.00005204433,0.98592424,0.00047817786,0.011383474,0.0000147061855,0.0003268198],"about_ca_topic_score_codex":0.000008436199,"about_ca_topic_score_gemma":0.0000022450301,"teacher_disagreement_score":0.6001197,"about_ca_system_score_codex":0.000065602275,"about_ca_system_score_gemma":0.000016414018,"threshold_uncertainty_score":0.9999288},"labels":[],"label_agreement":null},{"id":"W4407023676","doi":"10.1016/j.ijnonlinmec.2025.105028","title":"Dynamic characteristics and parameter analysis of drill string system with sliding drilling controller","year":2025,"lang":"en","type":"article","venue":"International Journal of Non-Linear Mechanics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Drill string; Drilling; Controller (irrigation); Drill; Control theory (sociology); String (physics); Geology; Computer science; Oil drilling; Petroleum engineering; Mechanical engineering; Engineering; Physics; Control (management); Artificial intelligence; Biology","score_opus":0.004660554172334647,"score_gpt":0.2229869749700191,"score_spread":0.21832642079768444,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407023676","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.307151,0.00017020365,0.6917956,0.0000153026,0.0007355062,0.000040508294,0.000016166783,0.000026988073,0.000048729842],"genre_scores_gemma":[0.99293196,0.00022218388,0.006715964,0.000014605499,0.000069767084,0.0000013101218,0.000005938106,0.000021713451,0.00001653695],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99884564,0.000012371585,0.00060137064,0.00010436982,0.0002974877,0.00013876616],"domain_scores_gemma":[0.99909776,0.00016886248,0.00022349351,0.00009273857,0.0003692857,0.00004783555],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031819416,0.00015278233,0.00048072584,0.0007551094,0.000023656616,0.000046115754,0.00020828976,0.00007139077,0.0000025858476],"category_scores_gemma":[0.000059390066,0.00013311561,0.00013940719,0.00032623592,0.000007873212,0.00011206175,0.000030123878,0.00021597244,5.071892e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008147058,0.000017301158,0.00067030976,0.00012529704,0.004760521,0.000039619306,0.00014293597,0.98049647,0.007707094,0.0017077562,0.0000054185507,0.0042457962],"study_design_scores_gemma":[0.00060520845,0.00003605816,0.0005657372,0.0005934394,0.000574774,0.000029203604,0.000109669876,0.99575686,0.0014702139,0.000024991326,0.000121085526,0.00011277532],"about_ca_topic_score_codex":0.000004044196,"about_ca_topic_score_gemma":0.0000026211992,"teacher_disagreement_score":0.685781,"about_ca_system_score_codex":0.00013081342,"about_ca_system_score_gemma":0.000024159244,"threshold_uncertainty_score":0.5428297},"labels":[],"label_agreement":null},{"id":"W4407233325","doi":"10.1007/s00603-025-04423-w","title":"Real-Time Identification of Rock Failure Stages Using Deep Learning: A Case Study of Acoustic Emission Analysis in Rock Engineering","year":2025,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Acoustic emission; Geotechnical engineering; Geology; Identification (biology); Rock mechanics; Forensic engineering; Engineering; Materials science; Composite material","score_opus":0.004945216221720107,"score_gpt":0.21155529355917854,"score_spread":0.20661007733745843,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407233325","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4427493,0.00037408923,0.5563604,0.0000011937062,0.000122024656,0.00019153717,0.00000440398,0.00019360616,0.0000034405246],"genre_scores_gemma":[0.9989879,0.00023317254,0.0005609672,5.2243263e-7,0.000034206074,0.000021139622,0.000011504483,0.000087121596,0.00006345415],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99783254,0.000027853239,0.0009921328,0.00042731757,0.0002723129,0.00044781936],"domain_scores_gemma":[0.9990881,0.0001473372,0.0001458354,0.0003833238,0.00010754738,0.00012784752],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00032557684,0.00043987154,0.00081338617,0.0014805488,0.00010248445,0.000044419645,0.00019641347,0.00023237463,0.0000072461294],"category_scores_gemma":[0.00012502895,0.0005011349,0.00014581392,0.0019275019,3.7119938e-7,0.00017822417,0.00013927706,0.00043767295,0.0000010450533],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005264114,0.00005579861,0.00033913963,0.0006898021,0.00037312362,0.000050294897,0.0007948262,0.779891,0.2177095,0.000039985334,0.0000016521955,0.00004958675],"study_design_scores_gemma":[0.0005373423,0.00006431118,0.0001295269,0.00031584263,0.0005476576,0.000039564602,0.0012718792,0.98563915,0.011037387,0.000005445804,0.000014481458,0.0003974211],"about_ca_topic_score_codex":0.00011802166,"about_ca_topic_score_gemma":0.000025449246,"teacher_disagreement_score":0.55623865,"about_ca_system_score_codex":0.00014792719,"about_ca_system_score_gemma":0.000020890779,"threshold_uncertainty_score":0.999744},"labels":[],"label_agreement":null},{"id":"W4407396633","doi":"10.1016/j.compgeo.2025.107122","title":"Strategically Coupled Inertial Flow and Interface Evolution Model for Cavern Development by Dissolution Mining","year":2025,"lang":"en","type":"article","venue":"Computers and Geotechnics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Dissolution; Inertial frame of reference; Interface (matter); Interface model; Flow (mathematics); Geology; Mining engineering; Petroleum engineering; Engineering; Environmental science; Mechanics; Computer science; Physics; Classical mechanics; Bubble; Human–computer interaction; Chemical engineering","score_opus":0.005656575493618605,"score_gpt":0.1958403692702333,"score_spread":0.19018379377661468,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407396633","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1227867,0.0009510587,0.8757232,0.000027099724,0.00017385655,0.0001071005,0.0000048385155,0.00020426887,0.00002190468],"genre_scores_gemma":[0.9631507,0.00008177766,0.03662971,0.000012863939,0.000015623962,0.000013259108,0.000015015524,0.000011798232,0.00006928974],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995053,0.0000021714673,0.00014582856,0.00014388743,0.000043956847,0.00015888113],"domain_scores_gemma":[0.99983853,0.000024295568,0.000011944622,0.000065244836,0.000019280662,0.000040683164],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000078226745,0.00011708293,0.00011857671,0.000049727343,0.00007197402,0.000042003754,0.000052364478,0.0000845916,1.918347e-7],"category_scores_gemma":[0.0000050341064,0.00012342667,0.00001587062,0.0000597321,0.000015127577,0.00005038207,0.00003899245,0.000077384146,1.6754579e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060742664,0.0000051019906,0.0000068458367,0.00010244608,0.000018075252,1.4609756e-7,0.00011920689,0.98088104,0.0026147636,0.00022099125,0.0006885295,0.015336771],"study_design_scores_gemma":[0.00027338677,0.00001537291,0.000048017995,0.00010789938,0.000010077979,0.000001264121,0.000013372392,0.99751925,0.00036838278,0.0001400247,0.0013676563,0.00013531646],"about_ca_topic_score_codex":0.0000028208435,"about_ca_topic_score_gemma":0.0000036991544,"teacher_disagreement_score":0.840364,"about_ca_system_score_codex":0.00005983471,"about_ca_system_score_gemma":0.000014968395,"threshold_uncertainty_score":0.5033193},"labels":[],"label_agreement":null},{"id":"W4407492731","doi":"10.1016/j.bpj.2024.11.3230","title":"BPS2025 - The inaugural flatiron heterogeneity community challenge","year":2025,"lang":"en","type":"article","venue":"Biophysical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Business","score_opus":0.014241876659063938,"score_gpt":0.23525422117555944,"score_spread":0.2210123445164955,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407492731","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9712142,0.00032011574,0.019648975,0.0004557098,0.0011699415,0.000063729894,0.000004602029,0.00021923172,0.006903503],"genre_scores_gemma":[0.9993164,0.0001295231,0.00008870671,0.00005669185,0.00031444128,0.000003364803,0.0000014320674,0.000014267307,0.000075181204],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993627,0.00006845517,0.00017199261,0.000056408673,0.000115190356,0.00022527437],"domain_scores_gemma":[0.9995676,0.0000937462,0.000017543996,0.00023133444,0.000023929791,0.00006583614],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001888038,0.00013404009,0.00014463755,0.00004780764,0.00030815016,0.00007683854,0.00030455005,0.0000559469,0.0000074002974],"category_scores_gemma":[0.000017376295,0.0000943976,0.00011926737,0.00015058188,0.00004514107,0.000075634445,0.00005172332,0.0009337593,0.000026169215],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000557571,0.0004892722,0.0007849849,0.0004829519,0.0010233722,0.000051797968,0.0019366235,0.5223391,0.31420255,0.012985303,0.011820544,0.13382773],"study_design_scores_gemma":[0.001605299,0.00025329017,0.03134159,0.00051608216,0.00018769366,0.00009383669,0.00048775433,0.78293824,0.1131766,0.0042450833,0.06411319,0.0010413463],"about_ca_topic_score_codex":0.000007708307,"about_ca_topic_score_gemma":0.0000063357534,"teacher_disagreement_score":0.2605991,"about_ca_system_score_codex":0.00006353821,"about_ca_system_score_gemma":0.000009925109,"threshold_uncertainty_score":0.40567714},"labels":[],"label_agreement":null},{"id":"W4407607934","doi":"10.2523/iptc-24835-ea","title":"Innovative Combination of Enhanced Operative Window Provided by High Efficiency Drilling Fluid Technology and Advanced Designed Cutter Bit Set Field Record in Challenging High-Pressure Section","year":2025,"lang":"en","type":"article","venue":"International Petroleum Technology Conference","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Impact","funders":"","keywords":"Window (computing); Bit (key); Drilling fluid; Section (typography); Set (abstract data type); Drilling; Petroleum engineering; Computer science; Field (mathematics); Fluid pressure; High pressure; Mechanical engineering; Computational science; Engineering drawing; Engineering; Operating system; Engineering physics; Mathematics; Computer network","score_opus":0.003820842317145114,"score_gpt":0.22177677938811707,"score_spread":0.21795593707097197,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407607934","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65551573,0.00022472636,0.34148264,0.0012496312,0.000540553,0.00016207845,0.00001132168,0.00031669435,0.0004966376],"genre_scores_gemma":[0.9977163,0.00020029576,0.0017258016,0.00002391351,0.000015391395,0.00011524475,0.000023223678,0.000018044628,0.0001617845],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.998826,0.00001783566,0.0004325467,0.00035341678,0.00012950144,0.0002406787],"domain_scores_gemma":[0.9992933,0.000108000226,0.00009356309,0.00018429373,0.0003042912,0.00001650286],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00012310398,0.00022203868,0.00032312912,0.0017064718,0.000051603387,0.000025432293,0.00031979367,0.0003576539,0.000014721986],"category_scores_gemma":[0.0002057204,0.00024771094,0.000019014871,0.0010539166,0.00008897962,0.00020440714,0.00008874307,0.0004931114,0.0000014275805],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000064172615,0.000065233755,0.0027570317,0.00011056624,0.00017600316,0.0000043920304,0.00021474162,0.13021299,0.78679985,0.059323125,0.000053099677,0.020218791],"study_design_scores_gemma":[0.0014212002,0.00020000842,0.00051963626,0.0005145932,0.000013362874,0.000003434141,0.00032683942,0.2707359,0.7214029,0.0042170566,0.000373863,0.00027121723],"about_ca_topic_score_codex":0.00003694899,"about_ca_topic_score_gemma":0.00002343031,"teacher_disagreement_score":0.3422006,"about_ca_system_score_codex":0.00010194606,"about_ca_system_score_gemma":0.000032372503,"threshold_uncertainty_score":0.9999975},"labels":[],"label_agreement":null},{"id":"W4407679006","doi":"10.1016/j.geoen.2025.213769","title":"Semi-dimensionless approach for simulating heat transfer of wellbore to optimize the temperature drop","year":2025,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Energi Simulation; Fundamental Research Funds for the Central Universities of Beijing University of Chemical Technology","keywords":"Wellbore; Dimensionless quantity; Heat transfer; Drop (telecommunication); Mechanics; Materials science; Petroleum engineering; Environmental science; Pressure drop; Thermodynamics; Geology; Mechanical engineering; Engineering; Physics","score_opus":0.004388599755614475,"score_gpt":0.18741097120664602,"score_spread":0.18302237145103153,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407679006","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.47428104,0.00077922933,0.52305466,0.00010979776,0.00052271114,0.0002737864,0.000007607522,0.0002551718,0.00071600056],"genre_scores_gemma":[0.9931019,0.000039902112,0.0066135796,0.00005965763,0.000055903707,0.000040655803,0.0000029971686,0.00002366454,0.00006174236],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998951,0.0000032811367,0.00021070922,0.00024962664,0.00018998311,0.0003953663],"domain_scores_gemma":[0.9994873,0.00008964915,0.0000035026135,0.00023269301,0.00009289166,0.0000939619],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00041007492,0.00018564917,0.0002110215,0.00022626937,0.00016868146,0.00006730845,0.0002551181,0.0000677055,8.941448e-7],"category_scores_gemma":[0.00006528618,0.00014571685,0.000047556976,0.0009333642,0.00005815048,0.00013134036,0.000042235282,0.00013682002,2.0421521e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025465276,0.000003354251,0.000006331688,0.00013123052,0.000013675542,2.596989e-7,0.00023383067,0.8556856,0.14229865,0.00083367014,0.0000584567,0.0007324253],"study_design_scores_gemma":[0.00015850563,0.000013179303,0.00008793774,0.00010380258,0.000013105169,0.000002558744,0.000096994474,0.9397255,0.057904866,0.0000067303013,0.0017312168,0.00015556696],"about_ca_topic_score_codex":0.0000124234775,"about_ca_topic_score_gemma":9.3405777e-7,"teacher_disagreement_score":0.5188209,"about_ca_system_score_codex":0.000040096405,"about_ca_system_score_gemma":0.000030238049,"threshold_uncertainty_score":0.5942161},"labels":[],"label_agreement":null},{"id":"W4407781188","doi":"10.1139/cgj-2025-0021","title":"Biopolymer-modified bentonite slurry with gellan gum for high salt resistance in marine geotechnical engineering","year":2025,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Gellan gum; Bentonite; Geotechnical engineering; Biopolymer; Slurry; Xanthan gum; Geosynthetics; Geology; Engineering; Materials science; Environmental engineering; Composite material; Rheology; Chemistry; Polymer","score_opus":0.00441242649544458,"score_gpt":0.18516797870900553,"score_spread":0.18075555221356096,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407781188","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21915303,0.0039660693,0.76276344,0.0045709084,0.0028596432,0.0012971611,0.00014314856,0.0015711316,0.0036754552],"genre_scores_gemma":[0.9916939,0.00011257743,0.0072833803,0.00014538385,0.00021924454,0.000053047446,0.000020130637,0.00008746143,0.0003848415],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99798155,0.000012881984,0.0005514056,0.00029627184,0.00018643841,0.00097148295],"domain_scores_gemma":[0.9988532,0.00011422834,0.000041260733,0.0003609756,0.00006685463,0.0005634597],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00036498407,0.00033910907,0.00041649438,0.00086267554,0.00014595251,0.00012172617,0.00044086823,0.00033407562,0.000026398007],"category_scores_gemma":[0.00009123755,0.0003442641,0.00010789601,0.00071916,0.000050999603,0.000107772954,0.000036112317,0.0010975194,0.0000043512277],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003900557,0.000013199219,0.000118509786,0.00014970524,0.00007126973,0.00012964597,0.000013546038,0.9857701,0.0008147288,0.0095570795,0.0013500325,0.0019731985],"study_design_scores_gemma":[0.0036544884,0.00018020078,0.007195024,0.002121714,0.00013701299,0.000247521,0.000034264525,0.8446323,0.0037855147,0.00529472,0.1309676,0.0017496197],"about_ca_topic_score_codex":0.0014824991,"about_ca_topic_score_gemma":0.01263052,"teacher_disagreement_score":0.77254087,"about_ca_system_score_codex":0.0007141918,"about_ca_system_score_gemma":0.00032721306,"threshold_uncertainty_score":0.99990094},"labels":[],"label_agreement":null},{"id":"W4407824250","doi":"10.1002/9781394356294.ch5","title":"The Success Story of Acid Gas Injection (AGI) in WCSB","year":2025,"lang":"en","type":"other","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Bible College","funders":"","keywords":"Chemistry; Materials science","score_opus":0.002666083723078971,"score_gpt":0.18002120546762732,"score_spread":0.17735512174454834,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407824250","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00009456063,0.004010823,0.014266037,0.000013787221,0.0014315413,0.00009788879,0.000005230253,0.00048563356,0.97959447],"genre_scores_gemma":[0.09210085,0.0022711703,0.00025688804,0.000008104838,0.00023780197,0.00002201974,0.000008950406,0.00031917158,0.904775],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995622,0.000013538998,0.0001249429,0.00009002412,0.00007551007,0.00013377934],"domain_scores_gemma":[0.9997265,0.000037700807,0.000019753143,0.00019297058,0.000007747134,0.000015357129],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001304817,0.00013148869,0.00015984412,0.00021335993,0.000015064193,0.000009924041,0.00013183976,0.00014771023,0.00012896092],"category_scores_gemma":[0.000017232043,0.00010505101,0.000038834238,0.00015275,0.000014480179,0.000014820013,0.000014788593,0.00028845304,0.00001532734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004743386,0.000016186998,0.00023273818,0.0011842673,0.00018831695,0.000004046234,0.00013986608,0.46095723,0.00046935168,0.0021354032,0.47835213,0.05631572],"study_design_scores_gemma":[0.00022374824,0.000013686178,0.00011621349,0.00076364225,0.000019249761,0.0000012375077,0.00006013032,0.06375437,0.0025711148,0.000060504757,0.93209296,0.00032313025],"about_ca_topic_score_codex":0.00026417067,"about_ca_topic_score_gemma":0.00064089365,"teacher_disagreement_score":0.45374086,"about_ca_system_score_codex":0.000043944234,"about_ca_system_score_gemma":0.000015354306,"threshold_uncertainty_score":0.4283856},"labels":[],"label_agreement":null},{"id":"W4407893900","doi":"10.2118/223824-ms","title":"Autonomous Drilling Platform - An Enabler for Automated Steering Control and Remote Operations in the Permian","year":2025,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve","funders":"","keywords":"Enabling; Drilling; Permian; Control (management); Computer science; Geology; Marine engineering; Petroleum engineering; Real-time computing; Engineering; Paleontology; Artificial intelligence; Mechanical engineering","score_opus":0.013777751378487064,"score_gpt":0.2505915556368744,"score_spread":0.23681380425838736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407893900","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.48290014,0.0002460827,0.5115486,0.00061081204,0.0007415674,0.00047152623,0.000046037447,0.0005028306,0.0029323925],"genre_scores_gemma":[0.9960849,0.00029960458,0.0030724963,0.00014367906,0.0001507959,0.000034384153,0.00011103376,0.000019804374,0.00008325662],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99908805,0.000015021998,0.00030228283,0.00024006731,0.0001193646,0.00023518989],"domain_scores_gemma":[0.9996086,0.000105067644,0.00002163397,0.00012421557,0.000095520154,0.00004501233],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003242748,0.00018066366,0.00017437317,0.00023174497,0.00016322089,0.00030746756,0.00013667719,0.00010330068,0.00000746394],"category_scores_gemma":[0.00004201163,0.00016469083,0.0000352243,0.00011101137,0.000035730318,0.00040241683,0.000015949918,0.0001878923,0.0000018712813],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000026034335,0.000018583465,0.00017222538,0.00012466636,0.0000682806,0.0000051207844,0.0017288084,0.94467056,0.008608624,0.024812678,0.000058084064,0.019706352],"study_design_scores_gemma":[0.0007016344,0.00002918978,0.0010468145,0.00028594842,0.000019601212,0.000011274024,0.0004061347,0.9935117,0.00064022955,0.0017474379,0.0014181456,0.00018191698],"about_ca_topic_score_codex":0.000108719665,"about_ca_topic_score_gemma":0.00020524111,"teacher_disagreement_score":0.5131848,"about_ca_system_score_codex":0.00007389737,"about_ca_system_score_gemma":0.00002956294,"threshold_uncertainty_score":0.67158973},"labels":[],"label_agreement":null},{"id":"W4407893930","doi":"10.2118/223821-ms","title":"A Multi-Faceted Approach for Mitigating High Frequency Torsional Oscillation for Motorized Rotary Steerable System Bottom Hole Assemblies","year":2025,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve","funders":"","keywords":"Oscillation (cell signaling); Acoustics; Mechanical engineering; Materials science; Computer science; Engineering; Physics","score_opus":0.015811506704592575,"score_gpt":0.23415821065147716,"score_spread":0.21834670394688457,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407893930","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.15577556,0.00016932949,0.84044045,0.00009656604,0.001364755,0.0005802437,0.00016303537,0.00035267975,0.0010573885],"genre_scores_gemma":[0.85541415,0.000054875105,0.14288084,0.000021384483,0.00031284857,0.0002359122,0.0007853349,0.000029074708,0.00026559405],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998776,0.000016829026,0.0003996747,0.0003409732,0.00019257826,0.0002739306],"domain_scores_gemma":[0.9992742,0.00015210203,0.00007109296,0.0001183356,0.0003246028,0.000059651138],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00028704669,0.00023333104,0.00025973344,0.0002403597,0.00020601878,0.00017271357,0.00012875776,0.00016180356,0.000007277176],"category_scores_gemma":[0.00008203569,0.0002513697,0.00009873871,0.0001245496,0.00002704139,0.00031486354,0.000022292294,0.00015790953,0.0000021720862],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009153957,0.0000585079,0.0010004739,0.001713642,0.00032687513,0.0000013997801,0.00045409965,0.70714414,0.22945537,0.05599016,0.00037921793,0.0033845906],"study_design_scores_gemma":[0.0012556388,0.000029418661,0.00038439417,0.0006028411,0.000037234833,0.000002486108,0.00032528915,0.9872417,0.008148786,0.0012448962,0.0004680539,0.00025925142],"about_ca_topic_score_codex":0.00006514075,"about_ca_topic_score_gemma":0.000004871081,"teacher_disagreement_score":0.69963855,"about_ca_system_score_codex":0.0001876766,"about_ca_system_score_gemma":0.000043588003,"threshold_uncertainty_score":0.99999386},"labels":[],"label_agreement":null},{"id":"W4407895002","doi":"10.2118/223693-ms","title":"Drill Bit Performance Improvements in Challenging North America Land Drilling Applications Through Optimization of PDC Cutter Technologies","year":2025,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Bit (key); Drill bit; Drill; Computer science; Petroleum engineering; Geology; Engineering; Mechanical engineering; Computer network","score_opus":0.00794716829001392,"score_gpt":0.21300396886862213,"score_spread":0.2050568005786082,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407895002","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.17924885,0.00039327668,0.8135282,0.00024099187,0.00036900555,0.00027673037,0.00002509755,0.00033717332,0.005580714],"genre_scores_gemma":[0.9883674,0.006188991,0.0050704326,0.000030377832,0.000057785997,0.000073552765,0.00014306161,0.00001931624,0.000049093585],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99895096,0.000007386275,0.0003958689,0.00026057643,0.00016163131,0.00022355794],"domain_scores_gemma":[0.9995853,0.000040107847,0.0000738502,0.0001571163,0.00012370762,0.000019969577],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007744906,0.00018964059,0.00021437103,0.00036350157,0.00007290879,0.00005344424,0.00016603428,0.00010405631,0.000014543462],"category_scores_gemma":[0.000016893993,0.0002045959,0.00003967014,0.00033115817,0.00006186966,0.00034460484,0.00005330505,0.00020801064,0.000004411597],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007736092,0.000019517629,0.0058671446,0.0001750973,0.000041723546,7.409789e-7,0.0002505826,0.9690432,0.0009317952,0.0012270798,0.00001158,0.022423826],"study_design_scores_gemma":[0.00034966154,0.000021107859,0.00088214513,0.00050807017,0.000014065905,0.0000013983737,0.00022723843,0.99004024,0.0050028334,0.00082205446,0.00192366,0.00020749983],"about_ca_topic_score_codex":0.000042323154,"about_ca_topic_score_gemma":0.000022408329,"teacher_disagreement_score":0.8091185,"about_ca_system_score_codex":0.000079857666,"about_ca_system_score_gemma":0.000016855653,"threshold_uncertainty_score":0.83431786},"labels":[],"label_agreement":null},{"id":"W4407895088","doi":"10.2118/223667-ms","title":"Experimental Investigation of Penetration and Plugging Performance of Cement Blends Used for Squeeze Cementing in Sub 150 Micron Gaps","year":2025,"lang":"en","type":"article","venue":"SPE/IADC International Drilling Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy; University of Alberta","funders":"","keywords":"Cement; Materials science; Composite material; Portland cement; Penetration (warfare); Comminution; Slurry; Metallurgy","score_opus":0.012168117803187727,"score_gpt":0.23015219384936397,"score_spread":0.21798407604617626,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4407895088","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9709709,0.00024366632,0.02785398,0.000042868938,0.00027517535,0.00016057208,0.000011673583,0.000029423994,0.00041170538],"genre_scores_gemma":[0.9982383,0.0003487437,0.0012101391,0.000009079116,0.000039019287,0.000023615281,0.00010383227,0.000009315136,0.000017906708],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9992918,0.000007864886,0.00033117575,0.00014556517,0.000108318396,0.00011532128],"domain_scores_gemma":[0.99974823,0.000041030045,0.00006464659,0.000051625357,0.00007461665,0.00001986692],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001801032,0.000107449414,0.0001372214,0.0002467463,0.000033201366,0.000029441886,0.00004763518,0.00005219156,0.000006815513],"category_scores_gemma":[0.000011077004,0.00012590177,0.00002343558,0.000083110404,0.00003446288,0.00021009066,0.000018425157,0.00006689693,2.3040366e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002722469,0.000011390411,0.006172571,0.00041270733,0.000027518865,1.7228349e-7,0.000866852,0.065616965,0.9215284,0.0030176835,0.000012070068,0.00230642],"study_design_scores_gemma":[0.00039986207,0.00003511835,0.0019484556,0.00052411034,0.0000069213784,5.122117e-7,0.0001512397,0.43710202,0.5594574,0.00026247,0.00003780302,0.00007404573],"about_ca_topic_score_codex":0.00002527457,"about_ca_topic_score_gemma":0.000012354854,"teacher_disagreement_score":0.37148505,"about_ca_system_score_codex":0.000058180263,"about_ca_system_score_gemma":0.000020921389,"threshold_uncertainty_score":0.51341254},"labels":[],"label_agreement":null},{"id":"W4408059761","doi":"10.2118/0325-0082-jpt","title":"Study Examines Thermal Effects on Drilling Performance in Hot Dry Rock","year":2025,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Petroleum engineering; Geology; Thermal; Materials science; Metallurgy; Meteorology","score_opus":0.0038407168717608698,"score_gpt":0.19994117648795623,"score_spread":0.19610045961619535,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408059761","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99176574,0.00082501885,0.0053846487,0.00006137575,0.0008935858,0.00006610083,1.8152006e-7,0.00018352848,0.00081983686],"genre_scores_gemma":[0.9994241,0.00012383031,0.00022078551,0.000012857122,0.000107896856,0.000007780198,1.3076135e-7,0.000023157065,0.00007945737],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991043,0.000015906686,0.00038438884,0.00010624299,0.00012683573,0.0002622866],"domain_scores_gemma":[0.9996035,0.00009136994,0.000061856605,0.00018435411,0.000031925778,0.000026997986],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024256279,0.00016734247,0.00034738448,0.0013064262,0.000030841526,0.000014311377,0.00027443786,0.00014536569,0.0000021094568],"category_scores_gemma":[0.000057938876,0.00014921895,0.00005279966,0.0004760952,0.0000106747975,0.00008212345,0.000030563453,0.00067627087,0.000007701999],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000030989286,0.00007459634,0.049783975,0.00009674543,0.00007709558,0.00010890155,0.000074722746,0.92303437,0.008486194,0.000061551415,0.000023905268,0.018146971],"study_design_scores_gemma":[0.005622863,0.0033753824,0.20567736,0.0022020831,0.00012917671,0.000090030444,0.00095148204,0.6126404,0.16446403,0.00017128096,0.003930799,0.0007451307],"about_ca_topic_score_codex":9.435062e-7,"about_ca_topic_score_gemma":0.0000035216801,"teacher_disagreement_score":0.310394,"about_ca_system_score_codex":0.00010560914,"about_ca_system_score_gemma":0.000015650694,"threshold_uncertainty_score":0.60849726},"labels":[],"label_agreement":null},{"id":"W4408143588","doi":"10.2139/ssrn.5165176","title":"An Explainable Drilling Status Recognition Method Based on Attention-Cnn-Bigru with Physics Constraints","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Artificial intelligence; Drilling; Computer science; Pattern recognition (psychology); Computer vision; Engineering; Mechanical engineering","score_opus":0.009333932999208653,"score_gpt":0.23843138595495011,"score_spread":0.22909745295574147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408143588","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.01484047,0.0005597045,0.9797695,0.000028217515,0.0008166943,0.00025812513,0.00005716856,0.0004673723,0.0032027264],"genre_scores_gemma":[0.9695295,0.0028548571,0.025902981,0.000047698562,0.0008250685,0.000059006325,0.0003397095,0.00016259393,0.00027855503],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99616164,0.000118311094,0.00043759763,0.0004541398,0.00038816474,0.002440139],"domain_scores_gemma":[0.9989457,0.00012079612,0.00015280255,0.0004129853,0.00017757375,0.00019014179],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0012913469,0.000540145,0.0004909622,0.0003313448,0.00020546468,0.0002040871,0.00029671134,0.0002970288,0.000026069649],"category_scores_gemma":[0.000028359238,0.0005382683,0.00020520802,0.00025160477,0.000036360638,0.00017508311,0.00002700551,0.005068426,0.00001385283],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003688674,0.000050027633,0.00007207747,0.00019697077,0.00030743668,0.000008945092,0.00006768147,0.91457653,0.00014518612,0.0011948646,0.0000135503815,0.08332982],"study_design_scores_gemma":[0.00095004425,0.00028041197,0.000027042983,0.0013331851,0.00021199664,0.000050605624,0.00048066615,0.9658765,0.0009558267,0.028845467,0.00024752534,0.0007407368],"about_ca_topic_score_codex":0.000038280086,"about_ca_topic_score_gemma":0.000051143543,"teacher_disagreement_score":0.9546891,"about_ca_system_score_codex":0.001653152,"about_ca_system_score_gemma":0.001672747,"threshold_uncertainty_score":0.99970686},"labels":[],"label_agreement":null},{"id":"W4408150344","doi":"10.2139/ssrn.5164827","title":"Macroscopic Modeling of Acoustically-Assisted Miscible Displacements in Porous Media","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Porous medium; Porosity; Materials science; Mechanics; Composite material; Physics","score_opus":0.00866449727057125,"score_gpt":0.2346649440815056,"score_spread":0.22600044681093434,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408150344","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.36158967,0.012926805,0.62070185,0.000036028625,0.0020862618,0.0002230079,0.000031367745,0.00018583408,0.0022191608],"genre_scores_gemma":[0.9872852,0.011195825,0.001006171,0.000004760391,0.00015250972,0.000012226308,0.000023869941,0.000052250783,0.00026719182],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9968526,0.000031757,0.0007290812,0.00025867592,0.00031056078,0.0018173216],"domain_scores_gemma":[0.9994135,0.000058954454,0.000088500885,0.00028973428,0.000064098436,0.00008519191],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0008829621,0.00034586838,0.0005434607,0.00042558086,0.00003978891,0.000044433094,0.00045400325,0.00031750355,0.0000104895935],"category_scores_gemma":[0.00005501841,0.00036691126,0.00013986367,0.00022582241,0.000018015746,0.0000563993,0.00014412453,0.0040974966,0.00000301476],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014235766,0.000032765467,0.0001794352,0.00036634435,0.00020479788,0.000006452885,0.00015328356,0.9943846,0.0003898874,0.0008957246,0.0000115891335,0.0033609162],"study_design_scores_gemma":[0.0006219135,0.000026146523,0.00004898214,0.001204902,0.00008599685,0.00002952209,0.00021256146,0.9771782,0.00017686945,0.020086814,0.00001833654,0.0003097233],"about_ca_topic_score_codex":0.000102770326,"about_ca_topic_score_gemma":0.0005181593,"teacher_disagreement_score":0.6256955,"about_ca_system_score_codex":0.0012925442,"about_ca_system_score_gemma":0.001068604,"threshold_uncertainty_score":0.9998783},"labels":[],"label_agreement":null},{"id":"W4408182086","doi":"10.2139/ssrn.5168553","title":"Wellbore Integrity Assessment for Co2 Injection Wells in the Lloydminster Area","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta; University of Regina","funders":"","keywords":"Wellbore; Injection well; Petroleum engineering; Structural integrity; Environmental science; Geology; Engineering","score_opus":0.011619745731004319,"score_gpt":0.2582834426509015,"score_spread":0.24666369691989715,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408182086","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05547205,0.004707916,0.9272816,0.00082071166,0.004124313,0.00093984813,0.00004348688,0.0002597739,0.006350263],"genre_scores_gemma":[0.99236417,0.0054489337,0.0006065929,0.000077869736,0.00057210686,0.000115353796,0.000046486955,0.00004949643,0.0007189751],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974492,0.00005274822,0.00046897843,0.0002567068,0.00023834943,0.0015340128],"domain_scores_gemma":[0.9993438,0.00014445158,0.00008637368,0.0003179142,0.00006502563,0.000042445867],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0023623114,0.00035609052,0.00036095342,0.00030320667,0.00010364266,0.00015446292,0.00054847624,0.000347499,0.000006614648],"category_scores_gemma":[0.000034284105,0.00028526527,0.00025773438,0.00018714463,0.000016614296,0.00007957859,0.00006944384,0.008352446,0.000002839224],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016252068,0.000046466437,0.00047652886,0.0002831398,0.00028098567,0.0000029963448,0.00032912445,0.9744782,0.000035978956,0.010632138,0.0011470768,0.012271125],"study_design_scores_gemma":[0.0013572144,0.0002895573,0.0007356757,0.0012412932,0.00024273859,0.0002604045,0.0021414128,0.7687659,0.00025469824,0.1969877,0.02673382,0.0009895866],"about_ca_topic_score_codex":0.00007711271,"about_ca_topic_score_gemma":0.0005280153,"teacher_disagreement_score":0.93689215,"about_ca_system_score_codex":0.0020326131,"about_ca_system_score_gemma":0.0011114219,"threshold_uncertainty_score":0.99995995},"labels":[],"label_agreement":null},{"id":"W4408241340","doi":"10.3997/2214-4609.202474049","title":"Fault Seal Analysis and Residual Saturation in the Migrant Structure, Offshore Nova Scotia: Implications for CCS","year":2024,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Nova scotia; Submarine pipeline; Residual; Saturation (graph theory); Geology; Nova (rocket); Petroleum engineering; Oceanography; Computer science; Engineering; Aerospace engineering","score_opus":0.010948302941285574,"score_gpt":0.24516960574052732,"score_spread":0.23422130279924175,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408241340","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7053527,0.0016179263,0.29014775,0.0013062427,0.00025165538,0.00031408688,0.00013315085,0.00035134293,0.0005251291],"genre_scores_gemma":[0.9978391,0.000026342439,0.0018607384,0.000020668054,0.00008937233,0.000008106584,0.00010896639,0.0000133936865,0.00003330294],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995689,0.00000544122,0.00012732552,0.00012407673,0.000053162516,0.00012111784],"domain_scores_gemma":[0.99974006,0.00009795331,0.00000441606,0.00012483784,0.0000131914985,0.000019517116],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009686777,0.00008523528,0.0000924596,0.0001693642,0.00002482088,0.00009701837,0.00006245826,0.000049623293,0.0000054247535],"category_scores_gemma":[0.000009650327,0.000059469465,0.000041078012,0.0005498493,0.000009019214,0.000068734495,0.0000053251783,0.000103616956,0.0000016633934],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036424012,0.000006442273,0.003383822,0.00023078134,0.0003780963,0.0000016997278,0.0014913933,0.9645723,0.0067591104,0.0103334645,0.003913812,0.008925449],"study_design_scores_gemma":[0.000106541025,0.000011288986,0.06762488,0.000020484827,0.00021460735,0.0000076004603,0.00011970797,0.92712075,0.0011811856,0.000638408,0.0027998614,0.00015466768],"about_ca_topic_score_codex":0.000070159615,"about_ca_topic_score_gemma":0.0033694215,"teacher_disagreement_score":0.2924864,"about_ca_system_score_codex":0.000017690414,"about_ca_system_score_gemma":0.0000058384558,"threshold_uncertainty_score":0.24250944},"labels":[],"label_agreement":null},{"id":"W4408266496","doi":"10.2118/224011-ms","title":"Successful Application of Managed Pressure Drilling Technology on Duvernay Formation in Kaybob Field, Canada. Comprehensive Analysis of Cost Savings and Operational Optimization Compared to Conventional Drilling","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Energy","funders":"","keywords":"Drilling; Petroleum engineering; Field (mathematics); Cost analysis; Geology; Computer science; Engineering; Reliability engineering; Mechanical engineering; Mathematics","score_opus":0.0037456007820571417,"score_gpt":0.2043400864023057,"score_spread":0.20059448562024856,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408266496","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.19152142,0.000106271706,0.8073172,0.00017106532,0.000068547495,0.00027747283,0.000021032625,0.000050606974,0.000466382],"genre_scores_gemma":[0.99539685,0.00003472139,0.0043407306,0.000051386458,0.000005999858,0.000030904263,0.00010529471,0.0000072422026,0.000026873462],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992019,0.000010805674,0.00038945122,0.00014455571,0.00014233342,0.00011095972],"domain_scores_gemma":[0.99954015,0.00011580848,0.000054688247,0.00012612614,0.00013759066,0.000025637002],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006826942,0.00010766175,0.0002729685,0.0007478008,0.00003591468,0.0000125328925,0.00009239145,0.00007505162,0.000011877605],"category_scores_gemma":[0.000024640083,0.00012082433,0.000028357183,0.0010678832,0.000013135545,0.000086900116,0.000023053952,0.00009201835,1.817045e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000012823003,0.000009805498,0.0064614364,0.00013918043,0.00018172117,2.6695278e-7,0.000052172825,0.9881554,0.0017831094,0.002220415,0.00007071574,0.0009129359],"study_design_scores_gemma":[0.00027274652,0.000008252525,0.0042763455,0.000093946954,0.00009234798,3.082944e-7,0.00014298654,0.9815883,0.012796179,0.000019734169,0.0006143064,0.000094518924],"about_ca_topic_score_codex":0.0073775887,"about_ca_topic_score_gemma":0.02292037,"teacher_disagreement_score":0.80387545,"about_ca_system_score_codex":0.00007305517,"about_ca_system_score_gemma":0.000020356041,"threshold_uncertainty_score":0.99923235},"labels":[],"label_agreement":null},{"id":"W4408381834","doi":"10.1029/2024jb029295","title":"Unified Nonlinear Elasto‐Visco‐Plastic Rheology for Bituminous Rocks at Variable Pressure and Temperature","year":2025,"lang":"en","type":"article","venue":"Journal of Geophysical Research Solid Earth","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Rheology; Materials science; Nonlinear system; Variable (mathematics); Viscoelasticity; Geotechnical engineering; Composite material; Mechanics; Geology; Mathematics; Physics; Mathematical analysis","score_opus":0.010457869936165176,"score_gpt":0.2783127112190847,"score_spread":0.26785484128291953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408381834","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94594276,0.003335303,0.046408974,0.00026639304,0.001516521,0.00045536022,0.000049270944,0.00012030145,0.0019051332],"genre_scores_gemma":[0.9913464,0.0002641447,0.0017165875,0.000016945914,0.0006410307,0.000009664253,0.000004931296,0.000032838405,0.0059674294],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9985644,0.000053930868,0.00032447797,0.00017094729,0.00033257177,0.00055367267],"domain_scores_gemma":[0.99815863,0.0010670596,0.00003859858,0.00017162648,0.00035701192,0.00020706964],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004920169,0.00017099327,0.00041834358,0.000298091,0.00017126312,0.00007807482,0.00021114564,0.00016696092,0.000012578205],"category_scores_gemma":[0.00054462417,0.00014457386,0.00009512753,0.00037050238,0.00008971676,0.00012402092,0.00009397351,0.0009413789,0.000009562228],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00034316952,0.00012630159,0.00015794704,0.000951129,0.0005496867,0.000044655335,0.00018043599,0.901051,0.08773443,0.002288673,0.005258909,0.0013136985],"study_design_scores_gemma":[0.0017908339,0.0008421598,0.002214555,0.0005701764,0.00012854041,0.000064971995,0.00005292967,0.92119235,0.018733982,0.0016335301,0.05247449,0.00030145905],"about_ca_topic_score_codex":0.0000111501195,"about_ca_topic_score_gemma":0.0000057599955,"teacher_disagreement_score":0.06900045,"about_ca_system_score_codex":0.000033049684,"about_ca_system_score_gemma":0.00012430311,"threshold_uncertainty_score":0.5895551},"labels":[],"label_agreement":null},{"id":"W4408467324","doi":"10.5194/egusphere-egu25-18780","title":"Evaluating Total Cation Accounting (TCA) as an MRV Approach for Enhanced Rock Weathering - Insights from a trial in Ontario, Canada","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Weathering; Accounting; Geology; Geochemistry; Soil science; Economics","score_opus":0.024062506468464452,"score_gpt":0.25485856358428016,"score_spread":0.23079605711581572,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408467324","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7196166,0.00011966801,0.27036023,0.0000030464519,0.001953654,0.0011212213,0.000020424039,0.00030656919,0.0064986087],"genre_scores_gemma":[0.97391933,0.000005156127,0.023501648,0.0000138162,0.00047945496,0.0006622024,0.0006609507,0.00007294233,0.000684476],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978636,0.00003090703,0.00067720556,0.00067102263,0.00033755862,0.00041972686],"domain_scores_gemma":[0.9990781,0.00015855291,0.00009798774,0.00047816415,0.00009592728,0.00009124319],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000253725,0.00047415742,0.00058777304,0.00019734343,0.00008269496,0.00015410258,0.0003198322,0.0003804167,0.00003877865],"category_scores_gemma":[0.00012550972,0.00053824554,0.000100397745,0.00016219847,0.0000036019376,0.00016695606,0.00014548868,0.0008609959,0.0000010849205],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00020380995,0.000023143835,0.000019059322,0.00022231057,0.00008679907,8.686315e-7,0.0014644534,0.9933495,0.0026018044,0.000036303452,0.00001896255,0.0019730155],"study_design_scores_gemma":[0.004488789,0.00003482824,0.00017142433,0.00032827182,0.00005299986,3.8921485e-7,0.00023919229,0.98862237,0.0051210593,0.00025938812,0.00010701697,0.0005742619],"about_ca_topic_score_codex":0.9395661,"about_ca_topic_score_gemma":0.94011766,"teacher_disagreement_score":0.25430277,"about_ca_system_score_codex":0.0016877714,"about_ca_system_score_gemma":0.001320292,"threshold_uncertainty_score":0.9997069},"labels":[],"label_agreement":null},{"id":"W4408586582","doi":"10.2118/224082-ms","title":"Rigless Intervention Pipe Expansion Method to Seal Gas or Fluid Leaks","year":2025,"lang":"en","type":"article","venue":"SPE/ICoTA Well Intervention Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Bell (Canada)","funders":"","keywords":"Seal (emblem); Petroleum engineering; Materials science; Geology; History","score_opus":0.01689828736383545,"score_gpt":0.2810111665304671,"score_spread":0.2641128791666316,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408586582","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1475872,0.0002686034,0.8445276,0.00030134403,0.0010052552,0.00029557446,0.000014387792,0.0004282737,0.005571767],"genre_scores_gemma":[0.99283844,0.00022673364,0.0035574457,0.00007396964,0.00012371464,0.0000633099,0.00009965788,0.000034614462,0.0029821221],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984528,0.00008806077,0.00054908835,0.00040436088,0.00016985153,0.00033587546],"domain_scores_gemma":[0.9993892,0.000054593427,0.00005329173,0.0002533545,0.00011695075,0.00013262541],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00047006842,0.0002884336,0.0003114248,0.00039009127,0.00010531656,0.00020495761,0.00014819433,0.00016771807,0.0005116964],"category_scores_gemma":[0.00003515698,0.00028413063,0.00019300262,0.00033231705,0.000027283022,0.0003323993,0.00008418894,0.00024978325,0.00014636682],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0004434745,0.00036129254,0.00028034503,0.003013222,0.00027387534,0.000031361218,0.0008241985,0.057552774,0.14373615,0.013066453,0.0143042365,0.7661126],"study_design_scores_gemma":[0.0025239596,0.00057303795,0.0011871248,0.006686729,0.00016905955,0.000039180086,0.0011764679,0.6785711,0.2712958,0.004392143,0.032420054,0.0009653327],"about_ca_topic_score_codex":0.00013544553,"about_ca_topic_score_gemma":0.00015746844,"teacher_disagreement_score":0.84525126,"about_ca_system_score_codex":0.00010402734,"about_ca_system_score_gemma":0.000015506968,"threshold_uncertainty_score":0.9999611},"labels":[],"label_agreement":null},{"id":"W4408814807","doi":"10.1016/j.engeos.2025.100401","title":"A comprehensive review of factors affecting wellbore integrity in CO2 injection wells","year":2025,"lang":"en","type":"review","venue":"Energy Geoscience","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petroleum Technology Research Centre; University of Regina","funders":"","keywords":"Wellbore; Petroleum engineering; Injection well; Geology","score_opus":0.02279094591941165,"score_gpt":0.2790502303087946,"score_spread":0.25625928438938295,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408814807","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000045421497,0.99218297,0.0050074924,0.0000015643305,0.0012332513,0.00018996456,0.000019184676,0.00016708276,0.0011530782],"genre_scores_gemma":[0.0002117654,0.9993013,0.00017122772,0.000015548327,0.000041758543,0.000020908321,0.000038923994,0.000030042193,0.00016853336],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99828744,0.00006978499,0.0007162648,0.00036785152,0.0002221505,0.00033648667],"domain_scores_gemma":[0.9989534,0.00042494846,0.00015189142,0.0003454932,0.000060808383,0.00006343172],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003209887,0.00040863687,0.0014027448,0.0004694229,0.000039617556,0.000018180868,0.0003984467,0.00022338533,0.000012902695],"category_scores_gemma":[0.00022192577,0.00035898582,0.00025200512,0.0020264892,0.000055873366,0.00009438816,0.00008164358,0.0006023937,0.0000036538456],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[3.547463e-7,0.000020507483,0.000010856834,0.40848505,0.000037973005,0.000007009193,0.000080809696,0.035784934,0.0000032564574,0.00015230155,0.00038549103,0.5550315],"study_design_scores_gemma":[0.00003698219,0.000016020836,0.000009968677,0.25428534,0.00007113494,0.000007913614,0.000022044736,0.0029241166,0.000044221535,0.000006905508,0.7422417,0.000333688],"about_ca_topic_score_codex":0.0003633237,"about_ca_topic_score_gemma":0.000021028602,"teacher_disagreement_score":0.74185616,"about_ca_system_score_codex":0.00018145127,"about_ca_system_score_gemma":0.00013823652,"threshold_uncertainty_score":0.9998862},"labels":[],"label_agreement":null},{"id":"W4408954996","doi":"10.1016/j.pes.2025.100068","title":"Influence of permeability and strength of bentonite-based and low-carbon-based grouts on long-term wellbore integrity and sealing","year":2025,"lang":"en","type":"article","venue":"Progress in Engineering Science","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"New Jersey Department of Environmental Protection","keywords":"Wellbore; Bentonite; Permeability (electromagnetism); Geotechnical engineering; Term (time); Petroleum engineering; Materials science; Geology; Chemistry","score_opus":0.00501160570645329,"score_gpt":0.23434230254401103,"score_spread":0.22933069683755775,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4408954996","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99580485,0.0014267924,0.0023684048,0.000015392568,0.00008163711,0.00016409613,0.000005132065,0.00010822194,0.000025490963],"genre_scores_gemma":[0.99839646,0.000041940402,0.0015211575,0.0000038956605,0.0000058217465,0.000015523643,0.0000010486212,0.0000136393,5.1451786e-7],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886656,0.000009994925,0.00029710573,0.0003152204,0.00021770704,0.00029339205],"domain_scores_gemma":[0.9993778,0.00020025136,0.000035195004,0.00023498043,0.0000631572,0.00008863886],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005242444,0.00019784503,0.00026424625,0.00045043672,0.00003245336,0.000037347683,0.00018408513,0.0000745626,2.980939e-7],"category_scores_gemma":[0.00016311032,0.00020111042,0.000019232491,0.0006744809,0.00042024246,0.000111779395,0.000052129777,0.00029923752,2.8966072e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000006573417,0.000022557351,0.3909793,0.0015264183,0.0000043460755,0.0000016560085,0.00008951581,0.60083073,0.00316956,0.00011296972,2.5925434e-8,0.003256333],"study_design_scores_gemma":[0.00022021084,0.000025205482,0.37160456,0.0010231851,0.000005668139,4.2550707e-7,0.000005224143,0.5888198,0.038182337,0.000007985626,3.5797683e-7,0.00010501103],"about_ca_topic_score_codex":0.00001201017,"about_ca_topic_score_gemma":0.0000047529943,"teacher_disagreement_score":0.035012778,"about_ca_system_score_codex":0.00006167403,"about_ca_system_score_gemma":0.00005686738,"threshold_uncertainty_score":0.8201045},"labels":[],"label_agreement":null},{"id":"W4409098403","doi":"10.2139/ssrn.5202906","title":"Solid Bitumen Reflectance as Thermal Maturity Indicator in Shale Reservoirs: Understanding the Effect of Natural Heterogeneity of Solid Bitumen Assemblages","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Oil shale; Asphalt; Natural (archaeology); Maturity (psychological); Petroleum engineering; Geology; Reflectivity; Mineralogy; Environmental science; Materials science; Composite material; Paleontology; Optics","score_opus":0.010147524780820998,"score_gpt":0.2829940673283264,"score_spread":0.2728465425475054,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409098403","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97791433,0.012589399,0.007360681,0.00008520502,0.00086741254,0.00041849882,0.000025467427,0.000115426315,0.00062356144],"genre_scores_gemma":[0.99507195,0.004511865,0.00004230397,0.0000060916736,0.00019190232,0.00002472618,0.000010735129,0.00006506782,0.00007533921],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9962121,0.00027953766,0.0008421814,0.00035656805,0.0004923855,0.0018171896],"domain_scores_gemma":[0.9986768,0.0002879979,0.00035998775,0.00055409287,0.00004478305,0.000076361175],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0030135224,0.000514506,0.00091255177,0.00050787994,0.00011505068,0.000059469694,0.0010462629,0.00040105937,0.000005512484],"category_scores_gemma":[0.000109479595,0.00040383535,0.00036507676,0.00037889753,0.00008588098,0.00013696363,0.00030325656,0.0062288726,0.0000023186408],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030389414,0.000057983387,0.004579963,0.0022003625,0.0021104186,0.00002212783,0.001082691,0.94280773,0.043100927,0.0025666272,0.000054159522,0.0011130944],"study_design_scores_gemma":[0.0046033016,0.00150609,0.0030382813,0.008042805,0.00078030594,0.0003874806,0.0015308562,0.2723981,0.6249274,0.080225684,0.00008671339,0.0024729369],"about_ca_topic_score_codex":0.00006975441,"about_ca_topic_score_gemma":0.00035318927,"teacher_disagreement_score":0.6704096,"about_ca_system_score_codex":0.0020399138,"about_ca_system_score_gemma":0.00075561926,"threshold_uncertainty_score":0.99984133},"labels":[],"label_agreement":null},{"id":"W4409159864","doi":"10.1063/5.0264107","title":"Air–water interactions during rapid filling of a closed horizontal pipe","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Fundamental Research Funds for the Central Universities; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China","keywords":"Physics; Mechanics; Air water; Meteorology","score_opus":0.00552011336389856,"score_gpt":0.20311783987503262,"score_spread":0.19759772651113405,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409159864","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88179725,0.000253451,0.11061,0.000016272468,0.00071054604,0.0000742839,0.00001210106,0.00019891719,0.0063271765],"genre_scores_gemma":[0.9989375,0.000050223523,0.00073303655,0.0000033907047,0.00011948969,0.0000072131975,0.0000096771755,0.0000242936,0.0001151943],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9993816,0.000005569366,0.00024859596,0.00010163524,0.00008553278,0.00017704912],"domain_scores_gemma":[0.99968004,0.000034086326,0.0000148995705,0.0001965025,0.000042358894,0.000032086104],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000046253466,0.00012489635,0.0002150382,0.00009573124,0.00002918454,0.000006559024,0.000110745976,0.00003362478,0.000022481476],"category_scores_gemma":[0.0000082250945,0.00012141637,0.000113759335,0.00015763659,0.000021089096,0.00011729572,0.000031977663,0.00013537031,0.000008610034],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007094608,0.000024386172,0.00007470565,0.00031601771,0.00009527793,6.6820644e-7,0.00026432265,0.22741966,0.7695209,0.00038346607,0.000059781265,0.0018337341],"study_design_scores_gemma":[0.0002392536,0.0000142553345,0.0002595612,0.000185092,0.000026370359,4.6077764e-7,0.00003061637,0.09344567,0.9048281,0.00031082367,0.000548704,0.00011113612],"about_ca_topic_score_codex":0.000015033267,"about_ca_topic_score_gemma":9.965098e-7,"teacher_disagreement_score":0.13530718,"about_ca_system_score_codex":0.000036556325,"about_ca_system_score_gemma":0.0000085797365,"threshold_uncertainty_score":0.4951216},"labels":[],"label_agreement":null},{"id":"W4409341884","doi":"10.1002/ese3.70092","title":"Numerical Simulation of Proppant Embedment Depth in Inhomogeneous Formation Based on Field Variables Method","year":2025,"lang":"en","type":"article","venue":"Energy Science & Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Embedment; Geology; Field (mathematics); Computer simulation; Geotechnical engineering; Mechanics; Petroleum engineering; Materials science; Mathematics; Physics","score_opus":0.005717250215630699,"score_gpt":0.23661565891681519,"score_spread":0.2308984087011845,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409341884","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.012917718,0.00007625193,0.9844008,0.00001592187,0.00037217504,0.0000644733,6.773628e-7,0.00018604464,0.001965953],"genre_scores_gemma":[0.9829176,0.000006596199,0.016974125,0.00002919488,0.000021277272,0.000020494634,0.0000022495424,0.000014390374,0.000014035983],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989831,0.000009821556,0.00029161433,0.00018135623,0.0002409834,0.00029315826],"domain_scores_gemma":[0.99950486,0.00018618704,0.000023352002,0.00020072475,0.000033057237,0.000051834777],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003635508,0.00014896166,0.00017573702,0.000607571,0.00003408277,0.000028000279,0.0001872298,0.00006208244,0.000004156027],"category_scores_gemma":[0.00013378529,0.00015216896,0.00003698278,0.0010525339,0.000012331239,0.00018436737,0.00001884501,0.00011672478,7.334442e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004092378,0.000014210315,0.00003761909,0.000027056092,0.0000033676372,0.000001916752,0.000052862524,0.9637843,0.019493377,0.010911126,0.0000029426567,0.0056671593],"study_design_scores_gemma":[0.0001249611,0.000025387548,0.00015428242,0.00014225888,0.0000033870078,6.5364446e-7,0.00000528981,0.7967895,0.20150918,0.000027893107,0.0011041617,0.00011301634],"about_ca_topic_score_codex":0.000036251906,"about_ca_topic_score_gemma":0.0000037993543,"teacher_disagreement_score":0.9699999,"about_ca_system_score_codex":0.0001712431,"about_ca_system_score_gemma":0.000041252897,"threshold_uncertainty_score":0.620527},"labels":[],"label_agreement":null},{"id":"W4409358762","doi":"10.2118/226196-pa","title":"Experimental Study and Intelligent Modeling to Evaluate the Impact of Particle-Size Distribution on the Rheological Properties of Class G Oilwell Cement","year":2025,"lang":"en","type":"article","venue":"SPE Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Rheology; Cement; Class (philosophy); Particle-size distribution; Petroleum engineering; Particle size; Materials science; Geology; Engineering; Computer science; Composite material; Chemical engineering; Artificial intelligence","score_opus":0.04381543355852492,"score_gpt":0.2903364873166978,"score_spread":0.2465210537581729,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409358762","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9771899,0.0005565084,0.021698875,0.00013030869,0.0001387522,0.00018150177,0.0000018037963,0.000014167074,0.00008818178],"genre_scores_gemma":[0.99985546,0.000056248788,0.000020438076,0.0000071441464,0.000029273046,0.000007547262,1.6815325e-7,0.0000057322486,0.000017970813],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993456,0.00004740388,0.00025391253,0.000062992316,0.00015390586,0.00013617202],"domain_scores_gemma":[0.9997459,0.00004849695,0.0000197083,0.00010934294,0.000038747097,0.000037785634],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000521664,0.00009441331,0.00012736976,0.00001622379,0.00006682417,0.000028388842,0.000104708255,0.000018365943,0.000018846584],"category_scores_gemma":[0.000066948276,0.00004399285,0.000060418675,0.00009139379,0.000023307743,0.000024524528,0.000038654376,0.00016183131,0.0000015693521],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000056023746,0.000101035344,0.00031545185,0.000007880447,0.00010014345,6.1903785e-7,0.0009306438,0.9642304,0.03321097,0.00022440057,0.000046510464,0.0007758906],"study_design_scores_gemma":[0.00018319192,0.0003787209,0.0005962956,0.000097447526,0.000020897158,0.0000033538772,0.001504186,0.8714181,0.12568419,0.000057676687,0.0000073697984,0.000048579797],"about_ca_topic_score_codex":0.000015853295,"about_ca_topic_score_gemma":7.320458e-7,"teacher_disagreement_score":0.09281234,"about_ca_system_score_codex":0.00009178289,"about_ca_system_score_gemma":0.000013236918,"threshold_uncertainty_score":0.17939764},"labels":[],"label_agreement":null},{"id":"W4409486074","doi":"10.5006/c2022-17838","title":"Importance of Quality Control of Wear Resistant Overlays in Oil Sands Production Operations","year":2022,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canadian Natural Resources","funders":"","keywords":"Overlay; Production (economics); Quality (philosophy); Control (management); Petroleum engineering; Computer science; Oil sands; Oil production; Manufacturing engineering; Environmental science; Process engineering; Geology; Engineering; Materials science; Asphalt; Artificial intelligence; Operating system; Economics","score_opus":0.009254764462390739,"score_gpt":0.21868069659277328,"score_spread":0.20942593213038255,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409486074","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9867884,0.00026399552,0.008756145,0.00009825399,0.0002922616,0.00005848278,0.000027465634,0.000094595816,0.0036203947],"genre_scores_gemma":[0.9991042,0.000027903865,0.0004897299,0.0000057438856,0.000018911092,0.000019636169,0.0000049302034,0.000010243069,0.00031871346],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99939936,0.000018974444,0.00029725232,0.000082703365,0.000117625095,0.00008405956],"domain_scores_gemma":[0.99977744,0.00001828404,0.00001891067,0.00015343814,0.000017692457,0.000014264795],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034145618,0.000053426742,0.00014277102,0.00006454084,0.000021050151,0.0000024160609,0.000051753108,0.00001306689,0.00007813758],"category_scores_gemma":[0.000039291168,0.000057059067,0.000028016653,0.00018752733,0.0000087032895,0.000044117314,0.00000931186,0.00008865357,3.6978733e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000011005729,0.000019240437,0.0029530746,0.00007674351,0.000010162004,3.951208e-7,0.00019406601,0.92329264,0.072098464,0.0011115994,0.00006241906,0.00017017103],"study_design_scores_gemma":[0.0009569302,0.00007356356,0.02442014,0.000049070255,0.000014837407,0.0000025156248,0.00064519123,0.9345312,0.03802577,0.00008339699,0.0009312088,0.00026618075],"about_ca_topic_score_codex":0.00007732344,"about_ca_topic_score_gemma":0.00012285325,"teacher_disagreement_score":0.03407269,"about_ca_system_score_codex":0.000046814934,"about_ca_system_score_gemma":0.000012680624,"threshold_uncertainty_score":0.23268011},"labels":[],"label_agreement":null},{"id":"W4409486179","doi":"10.5006/mecc2023-20130","title":"Validation of an Optimized qPCR Workflow for MIC Risk Identification and Oilfield Microbial Monitoring","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"LuminUltra Technologies (Canada)","funders":"","keywords":"Workflow; Identification (biology); Computer science; Computational biology; Biology; Database","score_opus":0.012268645056564659,"score_gpt":0.22687409018987545,"score_spread":0.21460544513331078,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409486179","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81534165,0.000040691175,0.18355769,0.0000070136766,0.0005214515,0.000101606754,0.000007736325,0.00036944626,0.000052692136],"genre_scores_gemma":[0.98346776,0.00018262288,0.015997332,5.643274e-7,0.00012704307,0.000019254128,0.000029906456,0.000024312003,0.00015121177],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9995584,0.0000048443817,0.00017078144,0.000103053775,0.00004767605,0.00011524067],"domain_scores_gemma":[0.99973977,0.000069733534,0.000022924385,0.000113409194,0.000023173798,0.000030989522],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00020155481,0.00007203136,0.00009712152,0.00009966112,0.00003405351,0.00003155841,0.0000505382,0.000054100106,0.0000034348604],"category_scores_gemma":[0.00003101963,0.00007826675,0.000028693097,0.00013420368,0.000005886272,0.00011580696,0.0000075823923,0.0000484021,0.000004583808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060134826,0.000003304585,0.00016616515,0.00007047842,0.000016810625,1.2404676e-7,0.00013395533,0.78845423,0.20006925,0.0000115049925,0.00008471606,0.010983453],"study_design_scores_gemma":[0.00024070706,0.0000082525685,0.00056386826,0.00002275808,0.000015047628,3.9461565e-7,0.00003554804,0.51987875,0.47903165,0.00008620932,0.000045540757,0.000071275936],"about_ca_topic_score_codex":0.000012372128,"about_ca_topic_score_gemma":6.9234056e-7,"teacher_disagreement_score":0.2789624,"about_ca_system_score_codex":0.000009886176,"about_ca_system_score_gemma":0.0000022907213,"threshold_uncertainty_score":0.31916252},"labels":[],"label_agreement":null},{"id":"W4409501198","doi":"10.5006/c2023-19209","title":"Modelling of Corrosion under Insulation in Oil Sands","year":2023,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Petroleum engineering; Oil sands; Materials science; Environmental science; Geology; Forensic engineering; Geotechnical engineering; Metallurgy; Engineering; Composite material; Asphalt","score_opus":0.025212486794863775,"score_gpt":0.20191895020118086,"score_spread":0.1767064634063171,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409501198","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5686514,0.000044767126,0.42642614,0.000006749464,0.0001511101,0.000009920973,5.440157e-7,0.00032724848,0.004382135],"genre_scores_gemma":[0.99892133,0.00018575518,0.0005815379,0.000002126715,0.000015865055,0.0000018554884,0.0000070027527,0.000015588412,0.0002689568],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996621,0.0000021487147,0.00012328656,0.000051971314,0.000061606865,0.000098908095],"domain_scores_gemma":[0.99988407,0.000022651575,0.0000055080686,0.00006481163,0.0000072062912,0.000015764595],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007466959,0.000049814334,0.00007118581,0.00014262844,0.0000066525226,0.0000040477416,0.00002920831,0.00003843445,0.000009055],"category_scores_gemma":[0.000002429896,0.00005069053,0.000016070473,0.00031650154,0.00000303414,0.00004617154,0.0000069020307,0.00005089277,0.00002005616],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[7.560457e-7,0.0000019755419,0.0001496005,0.000041709605,0.0000011012463,4.0381136e-7,0.00008528165,0.99100834,0.0068656835,0.0003846274,0.00001977172,0.001440754],"study_design_scores_gemma":[0.00010858771,0.0000028196744,0.0003695208,0.000044345754,0.0000011016905,1.8860759e-7,0.000026992331,0.99529606,0.0037548977,0.00027915405,0.0000586834,0.000057624413],"about_ca_topic_score_codex":0.00002235586,"about_ca_topic_score_gemma":0.0000026605248,"teacher_disagreement_score":0.43026993,"about_ca_system_score_codex":0.000016835509,"about_ca_system_score_gemma":0.0000022858324,"threshold_uncertainty_score":0.20670998},"labels":[],"label_agreement":null},{"id":"W4409503055","doi":"10.5006/c2014-4427","title":"Opportunities for Polymer Materials in Oil Sands Applications","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Innovates","funders":"","keywords":"Polymer; Materials science; Petroleum engineering; Oil sands; Metallurgy; Composite material; Forensic engineering; Geology; Asphalt; Engineering","score_opus":0.0209471603908214,"score_gpt":0.20374275029473543,"score_spread":0.18279558990391404,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409503055","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.066060245,0.00032419892,0.82428664,0.00021911098,0.0005191359,0.00014295588,0.000029436504,0.0010462702,0.107372],"genre_scores_gemma":[0.9953544,0.00007429002,0.0010722294,0.00003887544,0.00014006614,0.00020295363,0.000019207382,0.000025769345,0.003072175],"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99967426,0.000002635552,0.000112956266,0.000057284942,0.000027576154,0.00012529438],"domain_scores_gemma":[0.999831,0.000032964228,0.000005071303,0.00009556795,0.00000630501,0.000029045294],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008986211,0.00006423557,0.000086827335,0.000058710582,0.000013960561,0.000018121313,0.00004988422,0.000032844582,0.00004674584],"category_scores_gemma":[0.0000031567147,0.00006344735,0.000014999099,0.000035717127,0.0000055418923,0.00003509061,0.000004654757,0.00002087828,0.000010427607],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009789076,0.00004328556,0.00008647208,0.00095170445,0.000060476686,0.0000011496545,0.00031841945,0.22575295,0.22668168,0.13577512,0.005654912,0.40466407],"study_design_scores_gemma":[0.00065021345,0.00002167915,0.00008533047,0.000060901053,0.00001396971,0.0000031129266,0.00015831487,0.26856992,0.3883029,0.00079274265,0.340838,0.00050293456],"about_ca_topic_score_codex":0.000007338649,"about_ca_topic_score_gemma":0.0000034863554,"teacher_disagreement_score":0.92929417,"about_ca_system_score_codex":0.000009090771,"about_ca_system_score_gemma":0.000002454123,"threshold_uncertainty_score":0.25873077},"labels":[],"label_agreement":null},{"id":"W4409537289","doi":"10.5006/c2003-03105","title":"Development of Recommended Practices for Completing and Producing Critical Sour Gas Wells - Materials Requirements","year":2003,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"ARC Resources (Canada); Shell (Canada)","funders":"","keywords":"Sour gas; Engineering; Petroleum engineering; Forensic engineering; Materials science; Metallurgy; Waste management; Natural gas","score_opus":0.06705368886908193,"score_gpt":0.3030716043496658,"score_spread":0.23601791548058387,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409537289","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8125743,0.00020510762,0.17938073,0.00015538848,0.000898703,0.00043805997,0.000007134847,0.00031797384,0.006022595],"genre_scores_gemma":[0.753307,0.0000131846045,0.24653278,0.000012832152,0.0000324889,0.000018438157,0.0000032283863,0.000024334886,0.000055727676],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9991855,0.00001609533,0.00033796747,0.00015144431,0.000079945974,0.00022902968],"domain_scores_gemma":[0.9995899,0.00017169311,0.00005546804,0.00009772686,0.000036390054,0.0000487979],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006786135,0.00011561907,0.00018010844,0.000047795544,0.000062496496,0.00003779255,0.000044789827,0.000036229525,0.000055933684],"category_scores_gemma":[0.00048662987,0.000114152615,0.0000142002145,0.000042847663,0.000009444377,0.000108540735,0.000013552717,0.000042790423,0.000003324384],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000027367007,0.000070585076,0.00023580126,0.0030739554,0.00017055873,0.0000016444357,0.0021611,0.008144677,0.9712593,0.006024026,0.00092470675,0.007906261],"study_design_scores_gemma":[0.00036917336,0.000022925142,0.00009467332,0.00020505472,0.000023636,0.000008116114,0.00035240722,0.00974652,0.95053935,0.00021395995,0.03815478,0.00026937723],"about_ca_topic_score_codex":0.0000037281125,"about_ca_topic_score_gemma":0.0000019757485,"teacher_disagreement_score":0.06715206,"about_ca_system_score_codex":0.000022133443,"about_ca_system_score_gemma":0.000011688442,"threshold_uncertainty_score":0.46550086},"labels":[],"label_agreement":null},{"id":"W4409590108","doi":"10.1007/s13202-025-01997-7","title":"Global regulations and practices for well integrity management: a review","year":2025,"lang":"en","type":"review","venue":"Journal of Petroleum Exploration and Production Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Offshore geotechnical engineering; Business; Risk analysis (engineering); Geology; Oceanography","score_opus":0.035323944451635336,"score_gpt":0.332090938546536,"score_spread":0.29676699409490065,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409590108","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[6.824758e-7,0.93755376,0.059070226,0.0017962401,0.00084906386,0.00032534063,0.0000067518404,0.000121430545,0.00027649326],"genre_scores_gemma":[0.000020166017,0.9951913,0.0041476325,0.000009775998,0.00020251458,0.00007043217,0.000011944019,0.000014962108,0.00033126882],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.99899507,0.000030623836,0.0006010188,0.00017730892,0.000084733605,0.000111274385],"domain_scores_gemma":[0.9990798,0.00004393311,0.0005565239,0.00016568413,0.00012090222,0.000033161818],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045672068,0.00019778144,0.0007010206,0.0005376587,0.00006125409,0.00003482025,0.00010124513,0.00020835256,0.0000022055203],"category_scores_gemma":[0.0002936746,0.00017245459,0.00010762972,0.0004996512,0.00003287297,0.0003084849,0.000024936366,0.00034149707,0.0000012755739],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000030241883,0.000009709948,7.668241e-7,0.058608312,0.00013566794,0.0000013217858,0.000003878644,0.00089908676,2.465407e-7,0.001498879,0.0037238784,0.9351152],"study_design_scores_gemma":[0.00009883767,0.000051682062,2.7897994e-7,0.021562722,0.0008078471,0.00020176664,0.00003703899,0.0006272933,0.000002571905,0.0017851207,0.9746949,0.00012996039],"about_ca_topic_score_codex":3.1790285e-7,"about_ca_topic_score_gemma":0.0000019607858,"teacher_disagreement_score":0.970971,"about_ca_system_score_codex":0.00007345955,"about_ca_system_score_gemma":0.000034927194,"threshold_uncertainty_score":0.7032494},"labels":[],"label_agreement":null},{"id":"W4409607306","doi":"10.3390/civileng6020023","title":"Energy Dissipation Technologies in Seismic Retrofitting: A Review","year":2025,"lang":"en","type":"review","venue":"CivilEng","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"","keywords":"Dissipation; Retrofitting; Seismic retrofit; Energy (signal processing); Architectural engineering; Engineering; Structural engineering; Computer science; Environmental science; Physics; Reinforced concrete","score_opus":0.013582170316521607,"score_gpt":0.2549828782031689,"score_spread":0.24140070788664728,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409607306","genre_codex":"review","genre_gemma":"review","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"review","genre_consensus":"review","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[9.525153e-8,0.9846518,0.008411315,0.000013434935,0.00038764972,0.00024253396,0.000010255068,0.0014777111,0.004805197],"genre_scores_gemma":[0.00009363303,0.9989668,0.000105112544,0.000010150249,0.00005626058,0.00026881206,0.00007792888,0.00006943193,0.00035186682],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9986525,0.00003327402,0.0006064838,0.00028814698,0.00010454106,0.0003150187],"domain_scores_gemma":[0.99927485,0.00015780533,0.00007133043,0.00045710916,0.000013474616,0.000025437992],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019645366,0.0003970985,0.0013026923,0.0004732047,0.00002182207,0.000020746966,0.00031615334,0.0003647907,0.000011780156],"category_scores_gemma":[0.00015577751,0.00037693916,0.00024179039,0.00089594343,0.000013498555,0.000058818798,0.00006601044,0.0005162422,0.00001825246],"study_design_candidate":"design_other","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.608142e-8,0.000002636921,4.5794786e-7,0.14287785,0.000021682648,0.0000062964027,0.000002945813,0.0014555342,6.8704374e-8,0.00009034072,0.0016667228,0.8538754],"study_design_scores_gemma":[0.000024226965,0.0000025303843,1.2224959e-7,0.24402969,0.0001075445,0.0000037471646,0.0000025499228,0.007956347,0.000002024079,0.000033095173,0.7475795,0.00025862278],"about_ca_topic_score_codex":0.0000040204345,"about_ca_topic_score_gemma":0.0000047638105,"teacher_disagreement_score":0.8536168,"about_ca_system_score_codex":0.00020095152,"about_ca_system_score_gemma":0.000048031645,"threshold_uncertainty_score":0.9998683},"labels":[],"label_agreement":null},{"id":"W4409650872","doi":"10.1016/j.geoen.2025.213925","title":"Automatic detection of borehole breakout for image logs using YOLO algorithm","year":2025,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geological Survey of Canada","funders":"Korea Institute of Energy Technology Evaluation and Planning; Ministry of Science and ICT, South Korea; Korea Institute of Geoscience and Mineral Resources; National Research Foundation of Korea; Ministry of Land, Infrastructure and Transport; Korea Agency for Infrastructure Technology Advancement; Ministry of Trade, Industry and Energy","keywords":"Breakout; Borehole; Image (mathematics); Computer science; Artificial intelligence; Geology; Algorithm; Computer vision; Leak detection; Engineering; Leak; Geotechnical engineering","score_opus":0.004015439946184952,"score_gpt":0.19718586858375114,"score_spread":0.1931704286375662,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409650872","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.28158134,0.0003797852,0.71691346,0.0000059783524,0.00058070075,0.00007408536,0.0000042300035,0.00026535822,0.00019503196],"genre_scores_gemma":[0.96288735,0.000041117044,0.036956135,0.0000075057783,0.000048819715,0.00001612361,0.0000012626863,0.000020283947,0.00002143211],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991194,0.0000019605752,0.00020887105,0.00018443562,0.00014076171,0.00034457608],"domain_scores_gemma":[0.99963397,0.000041760803,0.000018689163,0.00015556031,0.0000844489,0.00006556278],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00031042827,0.00014602566,0.00018140387,0.00039476666,0.000096921816,0.000052166753,0.00014367528,0.000055310444,0.0000011808228],"category_scores_gemma":[0.000067495734,0.00015595931,0.000038650567,0.0006929179,0.000075772754,0.0002700811,0.00003552516,0.000075835305,4.2132424e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.7399664e-7,0.000002976648,0.000004544962,0.0001763898,0.000012997491,5.7910864e-7,0.000044215685,0.6428618,0.29273248,0.00020069873,0.000005459999,0.06395738],"study_design_scores_gemma":[0.00013612233,0.000012151094,0.0003125248,0.00009408934,0.000014911047,0.0000071079266,0.000023843577,0.8605678,0.13791004,0.000047993384,0.0007443056,0.00012911797],"about_ca_topic_score_codex":0.00003741717,"about_ca_topic_score_gemma":0.0000019660688,"teacher_disagreement_score":0.681306,"about_ca_system_score_codex":0.00008960462,"about_ca_system_score_gemma":0.00003363355,"threshold_uncertainty_score":0.6359836},"labels":[],"label_agreement":null},{"id":"W4409798688","doi":"10.1007/s11071-025-11159-3","title":"Experimental investigation on axial–torsional coupling nonlinear vibration characteristics of multi-body drill string system in oil and gas wells","year":2025,"lang":"en","type":"article","venue":"Nonlinear Dynamics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"China Postdoctoral Science Foundation; National Natural Science Foundation of China","keywords":"Drill string; Nonlinear system; Vibration; Torsional vibration; Coupling (piping); String (physics); Structural engineering; Drill; Mechanics; Petroleum engineering; Materials science; Engineering; Physics; Acoustics; Mechanical engineering; Theoretical physics","score_opus":0.007465512850692974,"score_gpt":0.21200283356074273,"score_spread":0.20453732071004976,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409798688","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9812013,0.00013434903,0.017491186,0.000021496864,0.0006696001,0.00008108848,0.00006616209,0.00018625527,0.00014854176],"genre_scores_gemma":[0.989896,0.000102914244,0.009541536,0.000012597338,0.00012012131,0.000008480342,0.00022658453,0.000041355404,0.000050397866],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99898195,0.000011374403,0.00045035043,0.00020633466,0.00015465924,0.0001953127],"domain_scores_gemma":[0.99960446,0.00007547116,0.00006231969,0.00015664191,0.000041114243,0.000059993738],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016257736,0.00020372706,0.00027135652,0.00025726616,0.000046156685,0.000032631775,0.00008648042,0.00014490222,0.000001591733],"category_scores_gemma":[0.00002957322,0.00023268638,0.000039280476,0.00022738929,0.000033931414,0.00010041139,0.000033665205,0.0002336167,0.0000035540913],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031216958,0.00009224211,0.0040644477,0.00092654844,0.000042109736,0.000007649191,0.0002730214,0.94226485,0.045841843,0.001541564,0.0000037475822,0.004910771],"study_design_scores_gemma":[0.000525949,0.000027212887,0.0009988756,0.0007152344,0.000011798066,0.0000018193873,0.00016238686,0.97537994,0.021931823,0.000003852779,0.0000673739,0.00017370125],"about_ca_topic_score_codex":0.000025652615,"about_ca_topic_score_gemma":0.000011517887,"teacher_disagreement_score":0.033115134,"about_ca_system_score_codex":0.00026499265,"about_ca_system_score_gemma":0.000031281423,"threshold_uncertainty_score":0.9488675},"labels":[],"label_agreement":null},{"id":"W4409872998","doi":"10.2139/ssrn.5234050","title":"A Modified Heat Transfer Model for Predicting Wellbore Temperature in Ultra-Deep Drilling with Insulated Drill Pipe","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Wellbore; Petroleum engineering; Drilling; Drill; Drill pipe; Heat transfer; Geology; Mechanical engineering; Materials science; Mechanics; Engineering; Physics","score_opus":0.005512726608369867,"score_gpt":0.1956987234952049,"score_spread":0.19018599688683502,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409872998","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.26127678,0.0061099804,0.7301457,0.00007893504,0.0005885348,0.0007013543,0.00005835163,0.00048107424,0.00055931165],"genre_scores_gemma":[0.99087113,0.007190871,0.0008126958,0.000024095338,0.00039366967,0.00010743097,0.00009602481,0.0001869922,0.00031709467],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99534166,0.000038094375,0.0007936751,0.00057394,0.00033632282,0.0029163135],"domain_scores_gemma":[0.99920696,0.00007407295,0.000037323698,0.0003816978,0.00014804486,0.00015190747],"candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00097039953,0.0007664914,0.0008211953,0.0005891992,0.00017823903,0.00016828388,0.0004998023,0.0007728318,0.0000014557254],"category_scores_gemma":[0.000032092044,0.00071811414,0.0002994041,0.00039711696,0.000026587257,0.00016786664,0.00003026579,0.008017319,6.6020675e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011878086,0.000030338573,0.00009558702,0.0005133532,0.00049102865,0.000006322835,0.0010857688,0.9929254,0.002301436,0.0016155184,0.0000055036658,0.00081095524],"study_design_scores_gemma":[0.0016637483,0.00008808321,0.000010015396,0.00144153,0.0001587884,0.00008544372,0.00026449544,0.9859255,0.0013528804,0.008255506,0.00003623436,0.00071780925],"about_ca_topic_score_codex":0.00004738639,"about_ca_topic_score_gemma":0.00073527184,"teacher_disagreement_score":0.72959435,"about_ca_system_score_codex":0.0015472543,"about_ca_system_score_gemma":0.0013403927,"threshold_uncertainty_score":0.999527},"labels":[],"label_agreement":null},{"id":"W4409962509","doi":"10.2118/0525-0021-jpt","title":"Remote Borehole Management Overcomes Strength Anisotropy and Enhances Hole Cleaning","year":2025,"lang":"en","type":"article","venue":"Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Borehole; Anisotropy; Geology; Environmental science; Materials science; Petroleum engineering; Geotechnical engineering; Physics; Optics","score_opus":0.002504646658070941,"score_gpt":0.20010209725108216,"score_spread":0.19759745059301123,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4409962509","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.765449,0.006343038,0.2197187,0.0005169988,0.0008740483,0.000043662945,0.0000017567538,0.00039090205,0.006661917],"genre_scores_gemma":[0.97971433,0.0022520598,0.017651036,0.000018553714,0.000054545984,7.325595e-7,3.1147243e-7,0.0000173711,0.0002910448],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99927,0.000006277658,0.0003040038,0.00010084457,0.00010181206,0.00021702884],"domain_scores_gemma":[0.99968845,0.000032541615,0.000066016226,0.00014978864,0.000027417716,0.000035806555],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013520963,0.00013366685,0.00025638484,0.00068841176,0.00004319535,0.000028312921,0.0001969881,0.00011065905,0.0000052318105],"category_scores_gemma":[0.000023449978,0.00012749938,0.00005158592,0.00027536482,0.000043540433,0.00009108196,0.00005615616,0.00034514006,0.000002644125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000046540565,0.000066854634,0.0022737319,0.0006511003,0.0009826891,0.0003369818,0.00012850425,0.38433427,0.045301978,0.034257773,0.0030004843,0.5286191],"study_design_scores_gemma":[0.0038948683,0.0006380819,0.0044578253,0.0019278874,0.00037013603,0.0002456866,0.002179016,0.5625754,0.13407567,0.019416653,0.26927263,0.00094617496],"about_ca_topic_score_codex":0.0000013709747,"about_ca_topic_score_gemma":0.0000017163864,"teacher_disagreement_score":0.52767295,"about_ca_system_score_codex":0.000060767532,"about_ca_system_score_gemma":0.000007734398,"threshold_uncertainty_score":0.5199274},"labels":[],"label_agreement":null},{"id":"W4410303725","doi":"10.2118/225148-ms","title":"Development of Automated Real-Time Drilling Hazards Analysis Platform to Help Manage Drilling Parameters for Safe and Efficient Drilling","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Drilling; Measurement while drilling; Computer science; Petroleum engineering; Embedded system; Geology; Engineering; Mechanical engineering","score_opus":0.00728694246829402,"score_gpt":0.2254392930168357,"score_spread":0.21815235054854168,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410303725","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.46448478,0.00008639107,0.5307815,0.000012403309,0.00019484283,0.000319619,0.000008934279,0.0009481843,0.0031633403],"genre_scores_gemma":[0.73649204,0.00004868464,0.26296866,0.000017449003,0.000018555234,0.000045063913,0.000033829012,0.00004848584,0.00032724216],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979481,0.000007621899,0.00080744067,0.0004300948,0.00023746915,0.0005692668],"domain_scores_gemma":[0.9991108,0.0002443376,0.00006233743,0.00032277952,0.00008959249,0.0001701404],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00055669097,0.0003660929,0.00068999705,0.0011052372,0.00016536526,0.00008268711,0.0001652186,0.00014245954,0.00001378038],"category_scores_gemma":[0.000050641927,0.0003709935,0.00019068836,0.0013853908,0.000023261055,0.00007104031,0.00007631447,0.00010829846,0.000008926641],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000015602558,0.000014036413,0.00006335275,0.00035106105,0.0009365092,0.0000015933971,0.0008146383,0.9800178,0.0085646035,0.0003160532,0.000095564865,0.008809187],"study_design_scores_gemma":[0.00032366058,0.00001597887,0.00030662096,0.00019730369,0.00031099957,6.7024223e-7,0.00020114503,0.9507193,0.046172228,0.000024367273,0.0013393495,0.00038840913],"about_ca_topic_score_codex":0.000038819027,"about_ca_topic_score_gemma":0.000026644815,"teacher_disagreement_score":0.27200726,"about_ca_system_score_codex":0.00017790812,"about_ca_system_score_gemma":0.00003379968,"threshold_uncertainty_score":0.9998742},"labels":[],"label_agreement":null},{"id":"W4410487411","doi":"10.1016/j.jgsce.2025.205667","title":"Numerical evaluation of fingering behavior for hydrogen in aquifers","year":2025,"lang":"en","type":"article","venue":"Gas Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Computer Modelling Group; University of Texas at Austin","keywords":"Aquifer; Viscous fingering; Geology; Environmental science; Computer science; Mechanics; Geotechnical engineering; Petroleum engineering; Groundwater; Physics; Porous medium; Porosity","score_opus":0.013360420626141341,"score_gpt":0.2518820742668466,"score_spread":0.23852165364070527,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410487411","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9727845,0.0005791609,0.025441645,0.000011488268,0.00032687373,0.0002216739,0.000001359456,0.00010881031,0.0005244888],"genre_scores_gemma":[0.9983067,0.000028820128,0.0015392879,0.0000034729446,0.000017069393,0.00008841458,8.274006e-7,0.000011434806,0.00000395535],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991597,0.0000024868175,0.00018715601,0.00015441747,0.0002327811,0.00026348355],"domain_scores_gemma":[0.9997312,0.000030151006,0.00001011108,0.0001100744,0.00007328892,0.000045210174],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008904769,0.000099137826,0.00014139705,0.0003690976,0.00003344686,0.000021739774,0.00011765275,0.000037137583,0.0000015567327],"category_scores_gemma":[0.00015542557,0.000110976136,0.000023116902,0.0006632209,0.00003229171,0.00015765194,0.000018334691,0.00007248351,3.568154e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[8.527011e-7,0.0000046689547,0.0007523375,0.000095756994,0.000003823245,2.5791803e-7,0.00009270272,0.93279684,0.04971175,0.00012697586,0.0000052306746,0.016408782],"study_design_scores_gemma":[0.00022366158,0.000008188195,0.0055748825,0.00010354365,0.000015349106,0.0000013527497,0.00002173906,0.964517,0.029272508,0.000036251473,0.0001231373,0.0001024083],"about_ca_topic_score_codex":0.000010295151,"about_ca_topic_score_gemma":0.0000012597685,"teacher_disagreement_score":0.031720117,"about_ca_system_score_codex":0.00012034864,"about_ca_system_score_gemma":0.00004586236,"threshold_uncertainty_score":0.45254755},"labels":[],"label_agreement":null},{"id":"W4410735695","doi":"10.2118/225722-ms","title":"Sustainable Performance with Motor Driven Rotary Steerable Systems in High Dogleg One Run Curve and Lateral Wells","year":2025,"lang":"en","type":"article","venue":"SPE/IADC Middle East Drilling Technology Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve","funders":"","keywords":"Rotary engine; Geology; Computer science; Engineering; Mechanical engineering","score_opus":0.008478276166533613,"score_gpt":0.17002038121814678,"score_spread":0.16154210505161315,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4410735695","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9796873,0.0019811587,0.016078964,0.00021499518,0.00019748174,0.00039977973,0.000008255556,0.00058068853,0.00085140084],"genre_scores_gemma":[0.99693495,0.0011280348,0.0011470941,0.000015108739,0.000041893003,0.00007225644,0.000023760302,0.000030821142,0.00060609623],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867594,0.000016352518,0.0003006979,0.0003686689,0.000108182125,0.00053017953],"domain_scores_gemma":[0.9995361,0.000022498556,0.000042494066,0.0002459353,0.000093165814,0.000059824328],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00016065632,0.00027807723,0.00038860308,0.0006275517,0.00013715692,0.000110566056,0.00012677755,0.00029379112,0.000006816982],"category_scores_gemma":[0.000010384232,0.00028290375,0.000018741488,0.00047345104,0.00012507061,0.0003222204,0.00006483005,0.0004344401,0.0000068158083],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002460548,0.00017202548,0.09747808,0.0070892307,0.00035967625,0.00019768615,0.0016166396,0.763211,0.027507612,0.08793838,0.00010297503,0.014080637],"study_design_scores_gemma":[0.0017675799,0.0002896834,0.0036509652,0.0039722975,0.00006159812,0.000052679396,0.0017027027,0.9755329,0.008022423,0.0032862271,0.0009163422,0.00074459845],"about_ca_topic_score_codex":0.00021548726,"about_ca_topic_score_gemma":0.000035852,"teacher_disagreement_score":0.2123219,"about_ca_system_score_codex":0.000092661314,"about_ca_system_score_gemma":0.00003612367,"threshold_uncertainty_score":0.99996233},"labels":[],"label_agreement":null},{"id":"W4411024661","doi":"10.1016/j.energy.2025.136981","title":"A modified heat transfer model for predicting wellbore temperature in ultra-deep drilling with insulated drill pipe","year":2025,"lang":"en","type":"article","venue":"Energy","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"National Outstanding Youth Science Fund Project of National Natural Science Foundation of China; National Science Fund for Distinguished Young Scholars; China National Petroleum Corporation","keywords":"Wellbore; Petroleum engineering; Drilling; Drill; Heat transfer; Drill pipe; Engineering; Mechanical engineering; Geology; Mechanics","score_opus":0.004334797938502286,"score_gpt":0.17519667657204688,"score_spread":0.1708618786335446,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411024661","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2684137,0.0007195912,0.7266871,0.000040678835,0.0002614815,0.00015028592,0.000013478223,0.00058032083,0.0031333915],"genre_scores_gemma":[0.99806446,0.00014191905,0.0010509939,0.00006539682,0.0000827828,0.00009301562,0.00004929516,0.000081161554,0.00037094834],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99886984,0.000009720951,0.00029133313,0.0002884411,0.000113271235,0.00042740867],"domain_scores_gemma":[0.9996062,0.00006463525,0.000004822694,0.00021404606,0.00004060829,0.000069691705],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009219824,0.00027945836,0.00029856066,0.000242649,0.00007188123,0.00004431139,0.00013439139,0.00020805903,0.0000016729634],"category_scores_gemma":[0.0000122509255,0.00026105798,0.00007016746,0.00046166359,0.000015670988,0.00011377529,0.0000056363797,0.00025032106,3.5028617e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00003813617,0.000015266856,0.00007210603,0.00013113536,0.000059550184,0.000004152406,0.00052686204,0.966886,0.029618498,0.0020694782,0.00002660091,0.0005522282],"study_design_scores_gemma":[0.0009893769,0.000021403901,0.000029067325,0.00030196627,0.000022842594,0.0000022753125,0.000046092464,0.95817673,0.03945515,0.00017243689,0.0005088757,0.00027377575],"about_ca_topic_score_codex":0.0000640867,"about_ca_topic_score_gemma":0.00018636961,"teacher_disagreement_score":0.7296508,"about_ca_system_score_codex":0.000082806626,"about_ca_system_score_gemma":0.000029149354,"threshold_uncertainty_score":0.99998415},"labels":[],"label_agreement":null},{"id":"W4411122144","doi":"10.1016/j.compositesb.2025.112701","title":"Tackling data scarcity in machine learning-based CFRP drilling performance prediction through a broad learning system with virtual sample generation (BLS-VSG)","year":2025,"lang":"en","type":"article","venue":"Composites Part B Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":27,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; UK Research and Innovation; Horizon 2020 Framework Programme; European Commission; Queen's University; Queen's University Belfast","keywords":"Scarcity; Materials science; Sample (material); Drilling; Composite material; Machine learning; Artificial intelligence; Computer science; Metallurgy; Chromatography","score_opus":0.013067809830592898,"score_gpt":0.19746704956030572,"score_spread":0.18439923972971284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411122144","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32093677,0.0009223497,0.6756626,0.000008715055,0.0006079401,0.00020537575,0.000026551392,0.0014872403,0.00014247505],"genre_scores_gemma":[0.9903762,0.00015526019,0.008087293,0.000008418094,0.0003035888,0.000051981006,0.0008693191,0.00010803065,0.00003991439],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9979783,0.000044008622,0.00056081114,0.0005499316,0.0002820374,0.00058485265],"domain_scores_gemma":[0.9990307,0.00023314341,0.000060843413,0.00052912015,0.000058871512,0.00008730599],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00043589578,0.00045250144,0.00045238322,0.0003653179,0.00024340181,0.00017498048,0.00037430113,0.00016039851,0.0000053471254],"category_scores_gemma":[0.0000870703,0.00049300515,0.000055169276,0.00077527366,0.000023974708,0.0006141284,0.00010709791,0.0009154587,0.000007793603],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000018274555,0.000016684877,0.016084779,0.00061928865,0.000072899966,0.0000067239453,0.00014126296,0.97088754,0.011292545,0.000083955805,0.000020643554,0.000755388],"study_design_scores_gemma":[0.00071147416,0.00009823764,0.00069612515,0.0014491782,0.000048423437,0.000009492087,0.000034011704,0.983501,0.009362999,3.3622226e-7,0.0036524946,0.00043619255],"about_ca_topic_score_codex":0.000091807706,"about_ca_topic_score_gemma":0.00003276774,"teacher_disagreement_score":0.66943944,"about_ca_system_score_codex":0.00031971242,"about_ca_system_score_gemma":0.00003828719,"threshold_uncertainty_score":0.99975216},"labels":[],"label_agreement":null},{"id":"W4411412201","doi":"10.1007/978-981-96-5226-6_96","title":"Plugging Mechanism and Chemical Plugging Removal Technology for Shale Gas Wells in Zhaotong Block","year":2025,"lang":"en","type":"book-chapter","venue":"Springer series in geomechanics and geoengineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Petroleum engineering; Shale gas; Mechanism (biology); Oil shale; Block (permutation group theory); Geology; Mathematics; Paleontology; Epistemology; Philosophy","score_opus":0.0037072471779620885,"score_gpt":0.17012500678469886,"score_spread":0.16641775960673677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411412201","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20939355,0.13606948,0.49556676,0.002362511,0.020204257,0.013425549,0.00084470055,0.015383874,0.10674935],"genre_scores_gemma":[0.8669678,0.03584043,0.058838468,0.00013813247,0.0012185536,0.0008720684,0.00015467264,0.001808459,0.0341614],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9974148,0.0000034936274,0.0007350298,0.00076843624,0.0001812883,0.00089693384],"domain_scores_gemma":[0.9992124,0.00010346188,0.0000712074,0.00043514106,0.000043476033,0.00013431336],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034700643,0.0008215578,0.00097598543,0.0014520071,0.00007064215,0.00009385682,0.00028996018,0.00086157036,0.000010193264],"category_scores_gemma":[0.00005383372,0.0010545917,0.000113344235,0.00023512568,0.000039518072,0.00017765396,0.00035301613,0.0010643537,0.000002154688],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000053593147,0.000021556087,0.00002096086,0.006143741,0.0003090543,0.00039619845,0.000497272,0.27635825,0.010980679,0.6790053,0.00007889358,0.026134461],"study_design_scores_gemma":[0.0010372888,0.000063935026,0.000002857173,0.003732614,0.00008022763,0.00022432105,0.00008648831,0.875484,0.0064917575,0.05978895,0.051310882,0.0016967066],"about_ca_topic_score_codex":0.00001137926,"about_ca_topic_score_gemma":0.000021961396,"teacher_disagreement_score":0.6575743,"about_ca_system_score_codex":0.00022682946,"about_ca_system_score_gemma":0.000031509513,"threshold_uncertainty_score":0.99919045},"labels":[],"label_agreement":null},{"id":"W4411952659","doi":"10.22541/essoar.175147662.25423107/v1","title":"Coupled Mineral-Mechanical Changes During Plate Interface Cooling May Explain Catastrophic Subduction Initiation","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Subduction; Geology; Mineral; Materials science; Seismology; Metallurgy; Tectonics","score_opus":0.014660594476492874,"score_gpt":0.22896705375649806,"score_spread":0.2143064592800052,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4411952659","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.56103134,0.0010020573,0.42827377,0.0001855953,0.005547915,0.00048296477,0.000091749745,0.002620118,0.00076450396],"genre_scores_gemma":[0.9940979,0.00077202346,0.0031003102,0.000016130132,0.0007071881,0.000113590795,0.00028342084,0.00008728946,0.00082218146],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9983133,0.000027931668,0.00046296362,0.0005069196,0.00021702198,0.00047184885],"domain_scores_gemma":[0.9992223,0.00005826327,0.00007494197,0.00046554682,0.00006797322,0.0001109994],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00022060872,0.0005099654,0.00048950576,0.00041420612,0.00008069962,0.00011628966,0.00027354946,0.00046188012,0.00006718932],"category_scores_gemma":[0.00004327997,0.0005800406,0.00011363563,0.00018475264,0.000012479667,0.00010425647,0.00027789013,0.0010018732,0.00003231467],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023198085,0.000010957943,0.000009021735,0.0011201724,0.00010860507,0.000009707113,0.00018271891,0.9722233,0.02566255,0.00012039595,0.00020155589,0.00032784214],"study_design_scores_gemma":[0.00036598372,0.000015538422,0.00007476459,0.0009175233,0.00006311292,0.000014088766,0.00006419248,0.93410224,0.06336293,0.00005405876,0.0004068206,0.00055874116],"about_ca_topic_score_codex":0.00008292908,"about_ca_topic_score_gemma":0.0000804945,"teacher_disagreement_score":0.43306655,"about_ca_system_score_codex":0.00030481917,"about_ca_system_score_gemma":0.000030404479,"threshold_uncertainty_score":0.9996651},"labels":[],"label_agreement":null},{"id":"W4412446337","doi":"10.1109/med64031.2025.11073516","title":"Intelligent Control System for Directional Drilling: A GRU Neural Network Approach","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Computer science; Artificial neural network; Control (management); Control system; Intelligent control; Drilling; Artificial intelligence; Engineering; Electrical engineering; Mechanical engineering","score_opus":0.008024600422242418,"score_gpt":0.19290178160157578,"score_spread":0.18487718117933336,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412446337","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0009655231,0.000807671,0.96704406,0.00002170644,0.0024413138,0.00029863362,0.0000049891155,0.0012431403,0.027172975],"genre_scores_gemma":[0.99114025,0.000010888821,0.0071545113,0.000036623365,0.0004829911,0.00014333258,0.00001214471,0.000031004925,0.0009882532],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99922353,0.000007946981,0.00022888528,0.0001633259,0.000073845455,0.0003024816],"domain_scores_gemma":[0.99964607,0.00012004759,0.000011596237,0.00013399954,0.000034659653,0.000053638974],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015712214,0.0001556278,0.00020887872,0.00007285469,0.00007626971,0.000042988257,0.00009869949,0.00007320955,0.000004155019],"category_scores_gemma":[0.000011077402,0.00014574455,0.00011246003,0.000184305,0.000009076857,0.000037960017,0.000009593916,0.00010788665,0.0000059787744],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008721639,0.000006530565,0.000111958376,0.00026588558,0.00010145002,3.372324e-7,0.000013698902,0.9850842,0.000077586265,0.008832824,0.0026098494,0.0028869987],"study_design_scores_gemma":[0.00029616038,0.000008722837,0.00004233126,0.000055423945,0.000030334757,0.000003593919,0.00003550561,0.9835034,0.0006112828,0.000058133737,0.015213553,0.00014156252],"about_ca_topic_score_codex":0.0000064060296,"about_ca_topic_score_gemma":0.0000016593356,"teacher_disagreement_score":0.9901747,"about_ca_system_score_codex":0.00008750108,"about_ca_system_score_gemma":0.000008578487,"threshold_uncertainty_score":0.594329},"labels":[],"label_agreement":null},{"id":"W4412507725","doi":"10.1007/s00603-025-04777-1","title":"Is Complexity the Answer to the Continuum vs. Discontinuum Question in Rock Engineering?","year":2025,"lang":"en","type":"article","venue":"Rock Mechanics and Rock Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"TU Graz, Internationale Beziehungen und Mobilitätsprogramme","keywords":"Geology; Geotechnical engineering; Forensic engineering; Engineering; Mathematics; Artificial intelligence; Mathematical economics; Computer science","score_opus":0.006448003533749321,"score_gpt":0.20088549053337368,"score_spread":0.19443748699962435,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412507725","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.011958997,0.001752268,0.9821666,0.0009859676,0.0019353023,0.00048367248,0.000019883793,0.0005552216,0.00014208238],"genre_scores_gemma":[0.9983385,0.00025233006,0.00039014392,0.0002222557,0.00023176851,0.000096910226,0.000007845267,0.000084016036,0.00037623613],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99827635,0.000018306939,0.00046122933,0.0003756532,0.00021489714,0.00065354374],"domain_scores_gemma":[0.9991717,0.00013052732,0.000030039791,0.00048614503,0.000046359055,0.00013524242],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00036992814,0.00045344818,0.00041288196,0.00027536447,0.00018092818,0.00014446235,0.00042101435,0.00017091326,0.000011267031],"category_scores_gemma":[0.00009240284,0.00034572935,0.00011029897,0.00070906174,7.883682e-7,0.00013432806,0.00019955859,0.0006149866,0.00002292349],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000066001176,0.000010655301,0.000084972984,0.00015860001,0.00006141123,0.0000034189102,0.00045046813,0.9868957,0.0018711871,0.008609378,0.0017001797,0.00014745424],"study_design_scores_gemma":[0.00028994947,0.000024048291,0.00071736577,0.00035698945,0.000028119364,0.000007699346,0.000070403825,0.94601405,0.0023750542,0.00018879144,0.049538884,0.00038864068],"about_ca_topic_score_codex":0.000034885266,"about_ca_topic_score_gemma":0.000105621315,"teacher_disagreement_score":0.9863795,"about_ca_system_score_codex":0.000115897186,"about_ca_system_score_gemma":0.000015938636,"threshold_uncertainty_score":0.99989945},"labels":[],"label_agreement":null},{"id":"W4412527904","doi":"10.1590/0370-44672023780121","title":"Benchmarking offshore drilling: methodology and case study","year":2025,"lang":"en","type":"article","venue":"REM - International Engineering Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Benchmarking; Submarine pipeline; Drilling; Petroleum engineering; Marine engineering; Offshore drilling; Engineering; Manufacturing engineering; Business; Mechanical engineering; Geotechnical engineering","score_opus":0.020057809359537743,"score_gpt":0.2738164699034879,"score_spread":0.25375866054395013,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412527904","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.4726408,0.0010410874,0.5195079,0.00006967978,0.0050056465,0.000106250474,0.0000025840427,0.00032014019,0.0013058914],"genre_scores_gemma":[0.9813283,0.0002359941,0.017657015,0.00001796798,0.0005820614,0.000007588644,0.00000213006,0.00004013198,0.00012883072],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99890965,0.000026869257,0.0004102674,0.00018693571,0.00018693096,0.00027934593],"domain_scores_gemma":[0.999408,0.00022328296,0.00003591621,0.0001352992,0.000083063554,0.000114406466],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006293184,0.00022863918,0.00025338947,0.00053373683,0.000097020406,0.0001579828,0.00019634509,0.00009068733,0.000027229275],"category_scores_gemma":[0.00012846082,0.00023843213,0.00007581479,0.00020025448,0.000014253128,0.000163916,0.00005978216,0.00057691353,0.0000024084584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004933366,0.000023787641,0.001960475,0.000045840818,0.00041409605,0.001464054,0.00049196417,0.97365004,0.0007563102,0.0006272417,0.00024049827,0.02032076],"study_design_scores_gemma":[0.0005091596,0.000038269147,0.0011048134,0.00015264751,0.000050986117,0.008320388,0.00044605727,0.9807295,0.00025337774,0.00007095212,0.0080778375,0.00024600932],"about_ca_topic_score_codex":0.0000126692685,"about_ca_topic_score_gemma":0.000005186177,"teacher_disagreement_score":0.50868744,"about_ca_system_score_codex":0.00014522436,"about_ca_system_score_gemma":0.000018958215,"threshold_uncertainty_score":0.972298},"labels":[],"label_agreement":null},{"id":"W4412569536","doi":"10.1115/1.4069212","title":"Lateral Vibration Characteristics Analysis and Vibration Mode Study of Drill String in Deep Horizontal Well","year":2025,"lang":"en","type":"article","venue":"Journal of Computational and Nonlinear Dynamics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Vibration; Drill string; Structural engineering; Mode (computer interface); Normal mode; Geology; Acoustics; Drill; Engineering; Physics; Materials science; Computer science; Mechanical engineering","score_opus":0.00269847578378022,"score_gpt":0.2110743302363358,"score_spread":0.20837585445255558,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412569536","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68181664,0.000038680326,0.3179741,0.000011675693,0.000092843235,0.000038988223,0.000005697954,0.0000062466106,0.000015143276],"genre_scores_gemma":[0.99391806,0.00004894444,0.005948549,0.0000050281415,0.000035673675,3.705347e-7,0.000031924872,0.0000064985625,0.000004969316],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993353,0.000014391721,0.0004086712,0.00006350264,0.00011489527,0.00006322858],"domain_scores_gemma":[0.99971086,0.000071835886,0.00008706226,0.000033486136,0.00007232839,0.000024446756],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000108953514,0.00008134403,0.00023490956,0.00040872584,0.000018030409,0.000029205905,0.000035911748,0.000037887712,8.9249994e-7],"category_scores_gemma":[0.000008108843,0.00008098688,0.000033995508,0.00028903238,0.000008097127,0.00013860845,0.000013141334,0.00012354844,1.07596236e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022388187,0.00004958718,0.046035647,0.000050900842,0.00016519008,0.0000028803297,0.0002461199,0.95058674,0.00011624344,0.00012607903,3.030765e-7,0.0025979264],"study_design_scores_gemma":[0.0004158219,0.00007300406,0.1559609,0.00003312514,0.000080994425,0.0000035242742,0.00009974848,0.8430584,0.000027611532,0.00019014692,0.0000022026459,0.00005449424],"about_ca_topic_score_codex":0.000010074453,"about_ca_topic_score_gemma":0.000083689716,"teacher_disagreement_score":0.31210142,"about_ca_system_score_codex":0.000042214466,"about_ca_system_score_gemma":0.0000146945695,"threshold_uncertainty_score":0.3302549},"labels":[],"label_agreement":null},{"id":"W4412657051","doi":"10.1190/geo2024-0620.1","title":"Implicit neural representations for self-supervised seismic deblending","year":2025,"lang":"en","type":"article","venue":"Geophysics","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Fundamental Research Funds for the Central Universities","keywords":"Computer science; Artificial intelligence; Geology; Pattern recognition (psychology)","score_opus":0.006295452101867788,"score_gpt":0.2260081961721916,"score_spread":0.2197127440703238,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412657051","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3446459,0.00019926685,0.64496857,0.00010810383,0.0014051213,0.00033721552,0.000026200509,0.0015862061,0.006723414],"genre_scores_gemma":[0.9952744,0.000023139744,0.0040173866,0.00006670546,0.00015975321,0.0000698692,0.000026167818,0.00003289141,0.00032968353],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994294,0.0000037896025,0.00013563325,0.00013687322,0.000050955485,0.00024337038],"domain_scores_gemma":[0.9996437,0.00008342238,0.000009067312,0.00020317169,0.000026319172,0.000034309494],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000034461675,0.00011882343,0.00012474248,0.00006694862,0.00008309151,0.000037319034,0.000107151034,0.00004034258,0.0000024354822],"category_scores_gemma":[0.0000090151025,0.00013626012,0.000080994294,0.00023629064,0.0000055853593,0.0000920165,0.000018944664,0.000090796384,0.000013980316],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000019676356,0.000011143997,0.00012679704,0.00019130262,0.000074826996,7.7926336e-7,0.00017496575,0.9762972,0.005849262,0.0033341611,0.0017935229,0.012144056],"study_design_scores_gemma":[0.00024184604,0.000006457271,0.00042026598,0.000022528662,0.000033547978,6.990102e-7,0.000033901462,0.9899805,0.0033086594,0.0019807464,0.0038375298,0.00013331094],"about_ca_topic_score_codex":0.0000128115835,"about_ca_topic_score_gemma":9.0931195e-7,"teacher_disagreement_score":0.6506285,"about_ca_system_score_codex":0.000038334427,"about_ca_system_score_gemma":0.000010884433,"threshold_uncertainty_score":0.5556526},"labels":[],"label_agreement":null},{"id":"W4412789686","doi":"10.2118/228414-pa","title":"A New Workflow of Drilling Anomaly Detection Based on Prior Knowledge and Unsupervised Learning","year":2025,"lang":"en","type":"article","venue":"SPE Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Workflow; Anomaly detection; Drilling; Petroleum engineering; Computer science; Geology; Unsupervised learning; Data mining; Artificial intelligence; Engineering; Database","score_opus":0.004299099883657075,"score_gpt":0.19743605856413016,"score_spread":0.1931369586804731,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412789686","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23910889,0.0021039231,0.75047106,0.000036868452,0.0009186402,0.00006023891,3.2755915e-7,0.00016522384,0.007134836],"genre_scores_gemma":[0.99380356,0.00021652413,0.0054969513,0.000005454365,0.00019056576,6.570199e-7,3.3506356e-7,0.00002139794,0.00026456927],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99945587,0.000017171364,0.00020019991,0.00008578956,0.00007907423,0.00016190267],"domain_scores_gemma":[0.99972117,0.00006824061,0.00002627421,0.00007417284,0.000029532186,0.00008060275],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019193006,0.000112819806,0.00015465822,0.00026570624,0.00008693039,0.000044207965,0.00005928185,0.00006388346,0.00001996319],"category_scores_gemma":[0.000043485063,0.000111448375,0.000057866062,0.00024287695,0.000007714805,0.000057484725,0.000008197231,0.00038853774,0.0000043213645],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014169719,0.000005602028,0.00091799,0.000070105285,0.000025079627,0.0000025108661,0.00008051828,0.766078,0.007932062,0.000015016379,0.00004514787,0.22481379],"study_design_scores_gemma":[0.00058626983,0.000060003906,0.0023808826,0.00053891615,0.000025361354,0.0000105161325,0.000019124971,0.9764179,0.015129579,0.000089306195,0.0046300273,0.00011212428],"about_ca_topic_score_codex":0.0000033227757,"about_ca_topic_score_gemma":0.0000044781077,"teacher_disagreement_score":0.75469464,"about_ca_system_score_codex":0.000053768137,"about_ca_system_score_gemma":0.00003626483,"threshold_uncertainty_score":0.4544733},"labels":[],"label_agreement":null},{"id":"W4412798884","doi":"10.1016/j.applthermaleng.2025.127620","title":"Improvement and experimental validation of an analytical model for standing column wells operated with bleed","year":2025,"lang":"en","type":"article","venue":"Applied Thermal Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; Natural Resources Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Bleed; Column (typography); Petroleum engineering; Model validation; Engineering; Environmental science; Reliability engineering; Mechanical engineering; Computer science; Medicine; Data science","score_opus":0.006523880088976658,"score_gpt":0.20987026202690237,"score_spread":0.2033463819379257,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412798884","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.61970645,0.00005596126,0.3792761,0.0000023371865,0.00004681165,0.00025364783,0.000007295563,0.00018048703,0.00047092565],"genre_scores_gemma":[0.9928293,0.0000045519755,0.0069396924,0.000007288309,0.000024426645,0.000093057,0.000018385137,0.00005043254,0.000032858683],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999268,0.0000017236074,0.00021870036,0.00018041609,0.00009316086,0.00023801195],"domain_scores_gemma":[0.99971986,0.000029907282,0.000016658569,0.00014186038,0.000026027297,0.0000656662],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010895986,0.00018919088,0.00022342167,0.000119644224,0.000037140755,0.00003758205,0.00008080416,0.000066510634,0.000003483821],"category_scores_gemma":[0.000003000177,0.00019090742,0.000022039738,0.000167142,0.000016032345,0.00009860452,0.000019547424,0.00008972216,2.9792903e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002746606,0.000012939724,0.000004393094,0.000112791146,0.00006360275,2.648868e-7,0.00011468335,0.6715407,0.32598725,0.0017988239,0.0000023567527,0.00033475828],"study_design_scores_gemma":[0.0005524815,0.000036971796,0.000012776714,0.000036358913,0.000023122295,3.5384483e-7,0.000048036483,0.6054451,0.39369676,0.0000068553136,0.000016651673,0.00012456956],"about_ca_topic_score_codex":0.0000040859645,"about_ca_topic_score_gemma":3.4925384e-7,"teacher_disagreement_score":0.37312287,"about_ca_system_score_codex":0.00006535385,"about_ca_system_score_gemma":0.000014206586,"threshold_uncertainty_score":0.7784979},"labels":[],"label_agreement":null},{"id":"W4412825846","doi":"10.1063/5.0277824","title":"Primary cementing flows: Accurate computation of multi-fluid displacement sequences","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Physics; Computation; Displacement (psychology); Fluid dynamics; Mechanics; Computational fluid dynamics; Classical mechanics; Algorithm","score_opus":0.01478260274283251,"score_gpt":0.24862426000310228,"score_spread":0.2338416572602698,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412825846","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.22146386,0.0006378732,0.7758253,0.000008055567,0.00032837837,0.00009613703,0.000008732583,0.00010539444,0.0015262711],"genre_scores_gemma":[0.9917065,0.00008538871,0.0080962535,0.0000069195594,0.000034883757,0.0000073137694,0.000020547699,0.000014082812,0.000028092647],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99934715,0.000008198285,0.000284712,0.00010045032,0.00012112637,0.00013835097],"domain_scores_gemma":[0.9997378,0.000040445724,0.000032501022,0.00011627368,0.000053917658,0.000019033774],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010343983,0.00011435814,0.00019588441,0.00005684721,0.000023548742,0.000010305817,0.00010134779,0.000027786353,0.0000018593661],"category_scores_gemma":[0.000008020833,0.00012229581,0.00005883569,0.00020840218,0.000021031958,0.00011294948,0.00003134773,0.00006163897,0.0000022996553],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000246072,0.000024581577,0.00016234418,0.0005739706,0.00006573503,1.872118e-7,0.0001645125,0.7463667,0.24572395,0.0005768693,0.000048436017,0.006290263],"study_design_scores_gemma":[0.00025843637,0.000013244755,0.00031541812,0.00024944684,0.000025735366,7.389881e-8,0.000030726183,0.8736872,0.12500285,0.0002285004,0.000093615556,0.000094774834],"about_ca_topic_score_codex":0.000013560228,"about_ca_topic_score_gemma":6.0814705e-7,"teacher_disagreement_score":0.77024263,"about_ca_system_score_codex":0.00003826005,"about_ca_system_score_gemma":0.000017319593,"threshold_uncertainty_score":0.49870786},"labels":[],"label_agreement":null},{"id":"W4412872200","doi":"10.70382/tijert.v08i5.006","title":"AI-DRIVEN DRILLING OPTIMIZATION AND REAL-TIME DATA ANALYSIS","year":2025,"lang":"en","type":"article","venue":"International Journal of Engineering Research and Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Computer science; Petroleum engineering; Geology; Real-time computing; Engineering; Mechanical engineering","score_opus":0.014091104218546608,"score_gpt":0.30901650427266414,"score_spread":0.29492540005411755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412872200","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.108938,0.0025147945,0.88527805,0.0017885291,0.0005697687,0.00008613997,0.000021847525,0.00029274006,0.0005101518],"genre_scores_gemma":[0.9735497,0.004360573,0.02188215,0.0000055039577,0.00010162403,0.0000022559627,0.00001714352,0.000017561339,0.00006344677],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914,0.000007859749,0.00027532023,0.0001445652,0.00023475396,0.00019748618],"domain_scores_gemma":[0.99919367,0.00014316977,0.000027669068,0.00020586004,0.000370045,0.000059558268],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004322579,0.00009725676,0.00020635746,0.002663458,0.000033570257,0.0000859907,0.0004878219,0.00011082834,0.000008597594],"category_scores_gemma":[0.00022781038,0.0000979057,0.00002422487,0.00096927915,0.000057519756,0.00019652736,0.00020297892,0.00040035302,0.0000010153066],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000061571113,0.000009964519,0.0011886985,0.00002637358,0.0008933541,0.000031410174,0.000014252494,0.98547727,0.007240077,0.0021234248,0.00027374376,0.0027152495],"study_design_scores_gemma":[0.00021115878,0.000029503184,0.0001946039,0.00010756423,0.00004630487,0.00003274581,0.000017654478,0.99591345,0.00090342254,0.0003622142,0.0021067,0.00007468796],"about_ca_topic_score_codex":0.000007993604,"about_ca_topic_score_gemma":0.0000016700066,"teacher_disagreement_score":0.86461174,"about_ca_system_score_codex":0.00006903339,"about_ca_system_score_gemma":0.000024354324,"threshold_uncertainty_score":0.39924788},"labels":[],"label_agreement":null},{"id":"W4412975446","doi":"10.56952/arma-2025-0252","title":"Numerical Investigation on Effect of Dual Casings Design on Casing Collapse Prevention, Case Study: One of Iranian Southwest Oilfields","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Stemcell Technologies","funders":"","keywords":"Casing; Geology; Petroleum engineering; Dual (grammatical number); Geotechnical engineering; Mining engineering","score_opus":0.021955833837412845,"score_gpt":0.24472764457291957,"score_spread":0.22277181073550673,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412975446","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.91376764,0.000030056633,0.084500514,0.000014920553,0.00022061283,0.00038317678,0.0000018855452,0.00016869848,0.00091250386],"genre_scores_gemma":[0.99859434,0.0000029407117,0.001216886,0.00001074012,0.000027246086,0.000015613847,0.000002249566,0.000025118528,0.00010485725],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.999045,0.00010543676,0.00035692242,0.0001685264,0.00016732677,0.00015675026],"domain_scores_gemma":[0.999254,0.00039423277,0.00004454112,0.00021275324,0.000039360133,0.000055129505],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004202024,0.00017686399,0.0003213734,0.00022342971,0.00004772708,0.000016134245,0.000056405057,0.00009416618,0.00001088171],"category_scores_gemma":[0.000109161156,0.0001705719,0.000062581676,0.00040076856,0.000022779912,0.00004462886,0.0000104251,0.00015854677,0.000003902543],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007030873,0.00013202043,0.0022221394,0.00046136414,0.00015646282,0.00012542719,0.0013137895,0.98665655,0.0046799714,0.00012083002,0.00012563544,0.0039354973],"study_design_scores_gemma":[0.0028697306,0.0038658949,0.0013628794,0.0017697759,0.00031033772,0.000112817725,0.0008305401,0.36340547,0.6248364,0.00012126689,0.00002317529,0.0004917479],"about_ca_topic_score_codex":0.00038040977,"about_ca_topic_score_gemma":0.000029740848,"teacher_disagreement_score":0.6232511,"about_ca_system_score_codex":0.00005604623,"about_ca_system_score_gemma":0.000023831579,"threshold_uncertainty_score":0.6955721},"labels":[],"label_agreement":null},{"id":"W4412987566","doi":"10.1016/j.geoen.2025.214088","title":"An explainable drilling status recognition method based on Attention-CNN-BiGRU with physics constraints","year":2025,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China National Petroleum Corporation; SINOPEC Petroleum Exploration and Production Research Institute; National Natural Science Foundation of China","keywords":"Drilling; Artificial intelligence; Computer science; Pattern recognition (psychology); Psychology; Engineering; Mechanical engineering","score_opus":0.0062462487532383435,"score_gpt":0.2083769007686967,"score_spread":0.20213065201545835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412987566","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14650102,0.00006811495,0.84941435,0.000016771746,0.00039594143,0.00008495358,0.000006015012,0.0005456735,0.0029671846],"genre_scores_gemma":[0.96881217,0.000045662455,0.030912343,0.00005583701,0.00007038089,0.000029276523,0.000015597743,0.000031104995,0.000027648752],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99856645,0.000008678497,0.00017167788,0.00036188276,0.00028682058,0.0006045153],"domain_scores_gemma":[0.99936366,0.00007245982,0.00001811601,0.00024955143,0.0001103219,0.00018590913],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043661534,0.00023788196,0.00018826158,0.0003554384,0.00020393216,0.00016925443,0.00014849385,0.000059939895,0.0000069261696],"category_scores_gemma":[0.000041838553,0.00023272946,0.000027490178,0.0009705277,0.00009749748,0.00045670566,0.000014816048,0.00018396796,0.0000035892954],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004219392,0.000011377069,0.00009069977,0.00007567492,0.00001215689,0.000004405342,0.00004517799,0.9488351,0.011691253,0.00085027295,0.0000081987655,0.038371507],"study_design_scores_gemma":[0.00030649392,0.00005527419,0.00070897,0.0002684465,0.00001627615,0.000003363008,0.00009436673,0.98369277,0.013746158,0.000064399464,0.000751731,0.00029174908],"about_ca_topic_score_codex":0.000024968356,"about_ca_topic_score_gemma":0.0000026943048,"teacher_disagreement_score":0.82231116,"about_ca_system_score_codex":0.00011983749,"about_ca_system_score_gemma":0.000076191995,"threshold_uncertainty_score":0.9490432},"labels":[],"label_agreement":null},{"id":"W4412989953","doi":"10.56952/arma-2025-0689","title":"Does High Performance Water Based Mud Offer Superior Wellbore Strengthening Benefits Compared to Traditional Synthetic Based Muds?","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Shell (Canada)","funders":"","keywords":"Wellbore; Petroleum engineering; Water cut; Computer science; Environmental science; Geology","score_opus":0.008802489940954344,"score_gpt":0.17355230404699915,"score_spread":0.1647498141060448,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412989953","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9496686,0.000031262698,0.0457131,0.00047673707,0.0010603007,0.00018710768,0.000052997308,0.00083480397,0.0019751051],"genre_scores_gemma":[0.99449813,0.0000043202035,0.0046177236,0.00021805744,0.00009467029,0.000060370585,0.00009343665,0.00005091623,0.00036236242],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998756,0.000012326891,0.00029994274,0.00028185564,0.00020267919,0.0004471869],"domain_scores_gemma":[0.9994187,0.00011525666,0.0000077100285,0.00029352246,0.000041289706,0.00012352971],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011939535,0.00028675073,0.00027244605,0.00026777436,0.00011365366,0.000073672985,0.00020539452,0.00008655998,0.0006705298],"category_scores_gemma":[0.000011135272,0.00018626226,0.00007919134,0.00019987288,0.000021486088,0.00010640534,0.000019166826,0.00017932909,0.000089340734],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000151796075,0.00002554603,0.00039558747,0.00019495093,0.000030733376,0.0000020841221,0.00006330484,0.9907326,0.0049683945,0.00024929884,0.00030671924,0.003015563],"study_design_scores_gemma":[0.00040932122,0.000017788032,0.003001854,0.00027352918,0.000021172227,4.7239976e-7,0.000014409448,0.7598186,0.23335512,0.000010553693,0.0028012479,0.0002758984],"about_ca_topic_score_codex":0.000018314344,"about_ca_topic_score_gemma":0.000010033432,"teacher_disagreement_score":0.230914,"about_ca_system_score_codex":0.00008290811,"about_ca_system_score_gemma":0.000020860047,"threshold_uncertainty_score":0.75955546},"labels":[],"label_agreement":null},{"id":"W4412990088","doi":"10.56952/arma-2025-0716","title":"Experimental Investigation of Coupled Flow-Mechanical Behavior of Inclined Heterolithic Strata (IHS) During Steam-Assisted Gravity Drainage (SAGD) Operations","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Steam-assisted gravity drainage; Geology; Flow (mathematics); Drainage; Petroleum engineering; Geotechnical engineering; Mechanics; Materials science; Physics; Composite material; Oil sands","score_opus":0.01154540162407509,"score_gpt":0.2400224411640536,"score_spread":0.22847703953997853,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4412990088","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.96702933,0.00015653075,0.03169389,0.000013356458,0.00032854915,0.00025568192,0.00001839049,0.0002658264,0.00023843309],"genre_scores_gemma":[0.995849,0.000006029741,0.0038657915,0.000007770331,0.000022519662,0.0000498424,0.000043639804,0.00002476969,0.00013063996],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9988997,0.00002606808,0.0005365282,0.00018568774,0.00016513732,0.00018688195],"domain_scores_gemma":[0.99948454,0.00003882214,0.000030506752,0.0002972402,0.000074609175,0.000074269105],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001547196,0.00017962646,0.00029497308,0.00017334223,0.0000629349,0.000020946096,0.00015605177,0.00012567909,0.000030515368],"category_scores_gemma":[0.00003379627,0.0001899978,0.000081951504,0.00033393892,0.000045767785,0.00014242591,0.000058167985,0.00016960154,0.000001955443],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008988004,0.00005839486,0.00030577581,0.00021872603,0.00004265922,0.0000018679574,0.00014120217,0.16941373,0.8286456,0.0010837617,0.0000057918787,0.000073504176],"study_design_scores_gemma":[0.00049627345,0.000027648623,0.006192046,0.00011206496,0.000032205662,0.000001582509,0.00010513418,0.4285389,0.5643521,0.000027397822,0.0000013796044,0.00011329123],"about_ca_topic_score_codex":0.00008537983,"about_ca_topic_score_gemma":0.000047161346,"teacher_disagreement_score":0.2642935,"about_ca_system_score_codex":0.00007410786,"about_ca_system_score_gemma":0.000035466557,"threshold_uncertainty_score":0.7747885},"labels":[],"label_agreement":null},{"id":"W4413039521","doi":"10.1021/acsomega.5c03075","title":"Effects of Concentration, Salinity, and Temperature on the Rheological Behavior of Diutan Gum in Aqueous Solution: Analysis and Eventual Applicability for Deep Drilling","year":2025,"lang":"en","type":"article","venue":"ACS Omega","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"L'Alliance Boviteq","funders":"Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Alexander von Humboldt-Stiftung","keywords":"Drilling fluid; Rheology; Salinity; Aqueous solution; Petroleum engineering; Drilling; Chemical engineering; Environmental science; Materials science; Chemistry; Geology; Composite material; Engineering; Oceanography; Metallurgy; Organic chemistry","score_opus":0.004502883006203552,"score_gpt":0.21580622931686422,"score_spread":0.21130334631066067,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413039521","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98419005,0.00086524873,0.014457547,0.000042965687,0.00005602204,0.00031896794,0.0000068237864,0.000029158895,0.000033243934],"genre_scores_gemma":[0.9995322,0.000106060535,0.00025997832,0.000011296797,0.000013735548,0.000060069528,0.000005884325,0.0000051571424,0.0000055755017],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994818,0.000021657055,0.00020031488,0.00012605077,0.00005941459,0.0001107584],"domain_scores_gemma":[0.9992806,0.0005359441,0.000022444014,0.00011191932,0.000028111668,0.000021027592],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019450625,0.000089578796,0.0002212316,0.00006308784,0.000033148077,0.00001016933,0.00005656228,0.00009002637,4.137647e-7],"category_scores_gemma":[0.00010415236,0.0000690836,0.000042414387,0.00030221406,0.000058073678,0.000023316266,0.000018763909,0.000108458,5.227694e-8],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00018080568,0.00047853886,0.20296575,0.002844967,0.00111089,0.00000798659,0.001972594,0.4333551,0.30263242,0.021654319,0.00006920082,0.032727435],"study_design_scores_gemma":[0.0016159281,0.00023942249,0.3574181,0.00025377527,0.0008813544,0.00000233475,0.0001521417,0.41240302,0.22465035,0.0018621021,0.00012575577,0.00039571326],"about_ca_topic_score_codex":0.000011235575,"about_ca_topic_score_gemma":0.000026603357,"teacher_disagreement_score":0.15445235,"about_ca_system_score_codex":0.000018550214,"about_ca_system_score_gemma":0.0000053922504,"threshold_uncertainty_score":0.28171477},"labels":[],"label_agreement":null},{"id":"W4413135666","doi":"10.1061/9780784486368.016","title":"Value of Geological Information and Drilling Data for Annular Pressure Analysis in Horizontal Directional Drilling","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Drilling; Directional drilling; Petroleum engineering; Geology; Measurement while drilling; Value (mathematics); Computer science; Mechanical engineering; Engineering","score_opus":0.006381304145130924,"score_gpt":0.2154996770859045,"score_spread":0.2091183729407736,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413135666","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.12607586,0.0007966232,0.8713911,0.00001987643,0.00017022755,0.00012884931,0.000060457547,0.00013281757,0.0012241653],"genre_scores_gemma":[0.9878618,0.00012475942,0.011756766,0.0000073890938,0.000025301031,0.00000895528,0.00017632665,0.00000506726,0.000033645498],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99936724,0.00000673914,0.00028853834,0.00012393451,0.000077075194,0.0001364694],"domain_scores_gemma":[0.99962384,0.00011075855,0.000020648313,0.00018932509,0.000031414882,0.000023994022],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00026625625,0.00009494227,0.00021538307,0.0003360044,0.000028302766,0.000024061714,0.000119163225,0.00008383873,0.0000059095123],"category_scores_gemma":[0.000070117785,0.00009101502,0.000040818188,0.00044012655,0.00001431745,0.0003218453,0.000052004765,0.00008429624,3.3035352e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000060823504,0.0000054098855,0.010425392,0.0001410302,0.00024686888,1.3647714e-7,0.000045980247,0.9848054,0.0002052377,0.0019660662,0.000060189537,0.002092194],"study_design_scores_gemma":[0.00019920908,0.000009134642,0.00700454,0.000030514597,0.00014955206,4.2143358e-7,0.000044854314,0.9857972,0.0008851976,0.0001563058,0.0056322915,0.00009076586],"about_ca_topic_score_codex":0.000064360116,"about_ca_topic_score_gemma":0.000027909917,"teacher_disagreement_score":0.86178595,"about_ca_system_score_codex":0.000013793279,"about_ca_system_score_gemma":0.000008640989,"threshold_uncertainty_score":0.37114847},"labels":[],"label_agreement":null},{"id":"W4413391049","doi":"10.1115/omae2025-156084","title":"Immiscible Exchange Flows in Near-Horizontal Rotating Pipes With Applications in Well Cementing","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Petroleum engineering; Geology; Mechanics; Computer science; Marine engineering; Engineering; Physics","score_opus":0.0038306391632625496,"score_gpt":0.19190105909257577,"score_spread":0.18807041992931323,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391049","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.57683665,0.0006336844,0.2900406,0.000038486833,0.00015382019,0.0004765176,0.0000018530707,0.00056393037,0.13125446],"genre_scores_gemma":[0.9864415,0.000023682795,0.01276093,0.000009124901,0.000026539017,0.00014588179,0.000007723441,0.000023469735,0.0005611607],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99930364,0.0000054180146,0.00019740716,0.00015914351,0.00006774149,0.00026666603],"domain_scores_gemma":[0.99978036,0.000041788666,0.000009938061,0.00013204478,0.000008960464,0.000026891183],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012468528,0.00012489255,0.00013415042,0.00017905049,0.000042843527,0.000048177102,0.00009148773,0.00004099579,0.000033349635],"category_scores_gemma":[0.00000453549,0.00012001659,0.000018422294,0.00047909314,0.000007754145,0.00009229662,0.000023563935,0.00015629653,0.000014866376],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000025658637,0.000022445396,0.01743074,0.00023432172,0.000013812535,0.0000035675455,0.000473898,0.96977335,0.0014126359,0.00061974936,0.00006203636,0.009950894],"study_design_scores_gemma":[0.00040714708,0.000009967602,0.0023463839,0.00018310267,0.00000494037,5.954858e-7,0.00037255653,0.98723024,0.0028104766,0.00004788481,0.0064049023,0.00018178583],"about_ca_topic_score_codex":0.00024162675,"about_ca_topic_score_gemma":0.001450906,"teacher_disagreement_score":0.40960485,"about_ca_system_score_codex":0.000058147416,"about_ca_system_score_gemma":0.0000120798,"threshold_uncertainty_score":0.48941347},"labels":[],"label_agreement":null},{"id":"W4413391053","doi":"10.1115/omae2025-157620","title":"Investigating the Correlation Between Compressive and Tensile Strength of Well Cement During the Curing Process","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Victoria; University of British Columbia","funders":"","keywords":"Ultimate tensile strength; Curing (chemistry); Compressive strength; Cement; Materials science; Composite material; Process (computing); Computer science","score_opus":0.006189013212287435,"score_gpt":0.20496101070772746,"score_spread":0.19877199749544003,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391053","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97966975,0.000385272,0.012372844,0.00007963805,0.00012823504,0.00016805466,0.0000024813503,0.00015474584,0.007038993],"genre_scores_gemma":[0.9995591,0.000025548317,0.00016516351,0.000010499577,0.00004407958,0.00001053541,0.0000023692382,0.000011650729,0.00017102642],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994703,0.000010874722,0.00019849162,0.00009248882,0.00009432441,0.00013350486],"domain_scores_gemma":[0.9996141,0.00016472279,0.00003258668,0.00013780931,0.00002822138,0.000022559436],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000105156876,0.00010199405,0.00011328908,0.00004362133,0.00012491376,0.000027352078,0.00008887442,0.00003228094,0.000005027917],"category_scores_gemma":[0.000026837637,0.000063504674,0.000019903153,0.00015894702,0.000044022134,0.00005938402,0.000041016592,0.00016583214,0.0000011843827],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[5.6016114e-7,0.0000025066558,0.027440352,0.00031312514,0.000056152065,1.9611736e-7,0.00072357006,0.96829045,0.0015454133,0.00049318303,0.0000544216,0.0010800778],"study_design_scores_gemma":[0.00024895,0.000006554389,0.045555986,0.0003629985,0.000044969318,0.0000012351766,0.0007741398,0.8952339,0.057030622,0.00028916134,0.0003237232,0.00012770841],"about_ca_topic_score_codex":0.000019412942,"about_ca_topic_score_gemma":0.0000033622443,"teacher_disagreement_score":0.07305649,"about_ca_system_score_codex":0.000015996113,"about_ca_system_score_gemma":0.000006829493,"threshold_uncertainty_score":0.25896454},"labels":[],"label_agreement":null},{"id":"W4413391062","doi":"10.1115/omae2025-156387","title":"Placing Off-Bottom Cement Plugs: The Influence of Contamination From Sub-Optimal Placement in Vertical Wells","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cement; Contamination; Petroleum engineering; Geology; Environmental science; Materials science; Metallurgy","score_opus":0.0038236055561477926,"score_gpt":0.19506511288418033,"score_spread":0.19124150732803252,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391062","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9539267,0.00022209695,0.043607317,0.00006416416,0.00016509008,0.00014143964,0.0000027458186,0.00009213956,0.0017783416],"genre_scores_gemma":[0.9993558,0.0000792847,0.00040038832,0.00004695736,0.000015194527,0.000016555667,0.0000053086596,0.000009764433,0.00007073013],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992599,0.000014050015,0.00029268351,0.00011785368,0.00013749041,0.00017803685],"domain_scores_gemma":[0.999596,0.00018839688,0.000010453869,0.00016057189,0.000020663927,0.000023910094],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001704548,0.00011185574,0.00014286872,0.00009163341,0.000019870658,0.000017202608,0.00011853201,0.000052966356,0.000025556159],"category_scores_gemma":[0.000030441654,0.00009193865,0.000028280505,0.00017307012,0.000020288426,0.00006871142,0.000031977655,0.00015522876,0.000010646009],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000010186165,0.000014912198,0.0018748783,0.000036068832,0.000031607542,0.0000011346029,0.00029800815,0.98172164,0.014144471,0.00074540696,0.00013382909,0.0009878735],"study_design_scores_gemma":[0.0005541204,0.000017465745,0.026965085,0.00022242004,0.000018112902,1.8455148e-7,0.00022819183,0.8726885,0.09824386,0.000035770034,0.0009052148,0.00012111384],"about_ca_topic_score_codex":0.00013764612,"about_ca_topic_score_gemma":0.00003979164,"teacher_disagreement_score":0.10903317,"about_ca_system_score_codex":0.00010852739,"about_ca_system_score_gemma":0.000015374124,"threshold_uncertainty_score":0.37491494},"labels":[],"label_agreement":null},{"id":"W4413391093","doi":"10.1115/omae2025-155358","title":"Rheological Modeling of Sustainable Drilling Fluid Optimized for Electromagnetic Geophysical Exploration","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Geology; Exploration geophysics; Geophysics; Rheology; Drilling; Petroleum engineering; Electromagnetics; Mechanical engineering; Engineering; Engineering physics; Materials science","score_opus":0.008227745311020848,"score_gpt":0.20488895142611455,"score_spread":0.1966612061150937,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391093","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.06155627,0.00024854086,0.93222153,0.000037417583,0.00011501445,0.00024239918,6.2025424e-7,0.0003687694,0.0052094623],"genre_scores_gemma":[0.96483713,0.00007391546,0.033769786,0.000010486026,0.00004579911,0.00007965686,0.000010010711,0.000019632791,0.0011535749],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992243,0.0000069549196,0.00025186455,0.0001408482,0.00006773093,0.00030829464],"domain_scores_gemma":[0.9996514,0.0000889169,0.000010607695,0.00013104205,0.00008681623,0.00003126774],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012528335,0.00012687706,0.00022923549,0.0001161023,0.000045825527,0.000020930904,0.00009089259,0.00007872794,0.0000092024475],"category_scores_gemma":[0.00005393272,0.00012176051,0.000085767635,0.00020922437,0.000011726575,0.00012597699,0.000017904995,0.00008261633,0.0000017239067],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001902785,0.000012385099,0.0000010396034,0.00015491871,0.000023777398,5.4027754e-7,0.000040324594,0.94131255,0.012133016,0.04592647,0.0001042717,0.00027166834],"study_design_scores_gemma":[0.00042953057,0.00005680596,0.0000015576632,0.000026559068,0.000022766108,2.82312e-7,0.00012349954,0.9764979,0.0169695,0.005583799,0.00017011717,0.0001176936],"about_ca_topic_score_codex":0.000010563638,"about_ca_topic_score_gemma":4.0934447e-7,"teacher_disagreement_score":0.90328085,"about_ca_system_score_codex":0.000038512877,"about_ca_system_score_gemma":0.000016563854,"threshold_uncertainty_score":0.49652493},"labels":[],"label_agreement":null},{"id":"W4413391097","doi":"10.1115/omae2025-156539","title":"Image Analysis of Rock Cuttings for Real-Time Evaluation of Drilling Performance","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Petroleum engineering; Geology; Cutting; Computer science; Engineering; Mechanical engineering","score_opus":0.007915984463110084,"score_gpt":0.24322247999021432,"score_spread":0.23530649552710423,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391097","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.60736716,0.00007023162,0.3784435,0.000006346113,0.00007196083,0.00013757238,0.000005233796,0.00013005665,0.013767957],"genre_scores_gemma":[0.989987,0.00006591288,0.00961004,0.0000020023056,0.000012088585,0.0000133969625,0.0000178259,0.000011268669,0.00028044273],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993728,0.0000058191604,0.00027570268,0.00008947404,0.00014268544,0.00011353036],"domain_scores_gemma":[0.999529,0.000076747645,0.00003457432,0.00015040663,0.00019434106,0.000014946955],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00049252843,0.00007911311,0.00023517021,0.00034225866,0.000017327693,0.000005715875,0.000070177164,0.000039349863,0.00004229969],"category_scores_gemma":[0.000043069038,0.000080214544,0.000109162465,0.00063722214,0.0000053904605,0.000068342604,0.000008033126,0.000030706553,0.0000020230245],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000031928437,0.0000046866053,0.00029608855,0.00020856631,0.00034327316,9.245617e-9,0.000066990884,0.9595345,0.036215387,0.00006267762,0.00010779225,0.0031567875],"study_design_scores_gemma":[0.00015855648,0.000008119944,0.0010191922,0.000052890886,0.0007632,3.0188573e-8,0.000016090122,0.89960676,0.09823162,0.00002173805,0.00006011548,0.00006167566],"about_ca_topic_score_codex":0.000014689339,"about_ca_topic_score_gemma":0.0000013250262,"teacher_disagreement_score":0.3826199,"about_ca_system_score_codex":0.00003488962,"about_ca_system_score_gemma":0.000014139869,"threshold_uncertainty_score":0.32710543},"labels":[],"label_agreement":null},{"id":"W4413391172","doi":"10.1115/omae2025-156638","title":"Laboratory Study on the Efficiency of Disc Cutter Drilling With the Integration of a Vibration-Assisted Rotary Drilling (PVARD) Tool","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Vibration; Mechanical engineering; Engineering; Computer science; Geology; Automotive engineering; Acoustics; Physics","score_opus":0.007122660282244872,"score_gpt":0.20265412467810537,"score_spread":0.1955314643958605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391172","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7073352,0.00006174638,0.28950652,0.00018091223,0.00020465978,0.00037289583,0.0000039292568,0.00011944487,0.0022147156],"genre_scores_gemma":[0.9993434,0.000006854102,0.00037184413,0.000059522237,0.000036745296,0.000037379054,0.0000028707943,0.000020477675,0.000120890334],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991481,0.000044754426,0.00031087533,0.00013997749,0.00021526215,0.00014108744],"domain_scores_gemma":[0.999192,0.00029135952,0.00004931013,0.0003615196,0.00009171836,0.000014120751],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034382666,0.00016331024,0.00018945207,0.00011219178,0.00009076412,0.00003394279,0.000189132,0.00004080986,0.000013020883],"category_scores_gemma":[0.00003714261,0.000082776336,0.000048224338,0.0006050987,0.000041792475,0.00008296585,0.00001854132,0.00019276777,0.0000022160875],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023988332,0.000110593035,0.0014333762,0.000081661085,0.0001813161,0.0000010245407,0.002579134,0.9569666,0.034470476,0.0027336455,0.00037036117,0.0010478686],"study_design_scores_gemma":[0.0005507334,0.00023143708,0.00873753,0.0004977639,0.00011719971,5.7401996e-7,0.0061815274,0.8299852,0.15298624,0.00004593275,0.00038235277,0.00028351488],"about_ca_topic_score_codex":0.000021309746,"about_ca_topic_score_gemma":0.00003062613,"teacher_disagreement_score":0.29200822,"about_ca_system_score_codex":0.00002851264,"about_ca_system_score_gemma":0.000027392918,"threshold_uncertainty_score":0.3375521},"labels":[],"label_agreement":null},{"id":"W4413391255","doi":"10.1115/omae2025-156497","title":"Investigating Hole Opener Stinger Length on Drilling Performance and Founder Point in Soft and Hard Rock Formations","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"Memorial University of Newfoundland; Government of Canada; Suncor Energy Incorporated; Cenovus Energy","keywords":"Drilling; Geology; Point (geometry); Computer science; Engineering; Mechanical engineering; Mathematics; Geometry","score_opus":0.012069119638243702,"score_gpt":0.20415684713595708,"score_spread":0.19208772749771338,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391255","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8918114,0.0002594972,0.095338814,0.00014101632,0.0001504576,0.000112822,7.9025295e-7,0.00025174086,0.011933482],"genre_scores_gemma":[0.9947495,0.00012593562,0.0045523103,0.000136897,0.000022580298,0.00000933289,0.000002641627,0.000017274782,0.00038354535],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994219,0.0000050800427,0.00017887788,0.00013259787,0.00006280621,0.00019872631],"domain_scores_gemma":[0.9997554,0.00007113729,0.000011721663,0.00009944259,0.000013023595,0.000049307528],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015385631,0.00012628104,0.00012829568,0.00012665175,0.000098976765,0.000081005775,0.00004792612,0.00005164028,0.000007859093],"category_scores_gemma":[0.000036565445,0.00012548044,0.0000123144755,0.00013305063,0.000012749841,0.00025879857,0.00003500145,0.00018075896,0.000008749085],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[6.910434e-7,0.0000033062154,0.0036655783,0.00016038235,0.000011084223,2.904555e-7,0.00054211705,0.9850754,0.00050226453,0.00044538153,0.00021889771,0.009374579],"study_design_scores_gemma":[0.00025949793,0.000010216333,0.0074354666,0.0003250458,0.000005317613,0.0000015184032,0.00016243971,0.98968244,0.0009994709,0.00018929224,0.00078059925,0.00014867847],"about_ca_topic_score_codex":0.00002127781,"about_ca_topic_score_gemma":0.000023523304,"teacher_disagreement_score":0.1029381,"about_ca_system_score_codex":0.000030389858,"about_ca_system_score_gemma":0.000008319101,"threshold_uncertainty_score":0.5116944},"labels":[],"label_agreement":null},{"id":"W4413391263","doi":"10.1115/omae2025-155790","title":"Experimental Investigation of Well Cement Integrity in Decommissioned Oil and Gas Wells – The Effect of Water and Oil Contamination","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Contamination; Petroleum engineering; Cement; Oil well; Environmental science; Fossil fuel; Water contamination; Petroleum; Waste management; Geology; Materials science; Engineering; Metallurgy","score_opus":0.004774868196055795,"score_gpt":0.2097006050801223,"score_spread":0.2049257368840665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391263","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9948413,0.00040487945,0.0006288997,0.0000952843,0.00008167814,0.000027816282,4.1753452e-7,0.000023359562,0.003896408],"genre_scores_gemma":[0.99944776,0.00009745528,0.00011310463,0.0000067123365,0.0000039817933,0.0000083236855,0.0000038959324,0.0000048227394,0.00031394413],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9996375,0.000026462469,0.00015442792,0.00006422495,0.00004944673,0.00006793313],"domain_scores_gemma":[0.9998191,0.00008103023,0.000010064306,0.000064536616,0.00000779953,0.000017488268],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024195296,0.000072912306,0.00011584623,0.000069238726,0.0000136993895,0.0000070547017,0.00003163192,0.000037402013,0.000010235452],"category_scores_gemma":[0.00000889839,0.000044096054,0.000012140768,0.00005171855,0.000028452578,0.000040835246,0.000022867445,0.00007054074,4.1744454e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039386996,0.000018085168,0.016841592,0.0012282204,0.000050764324,6.6367147e-7,0.0021920416,0.021181384,0.9067316,0.0004881684,0.000154167,0.051073898],"study_design_scores_gemma":[0.00045257286,0.000037317852,0.0012642328,0.00014367432,0.000007092273,3.419399e-7,0.0001090756,0.08751728,0.9101647,0.000024099096,0.00023619746,0.000043396343],"about_ca_topic_score_codex":0.00006906819,"about_ca_topic_score_gemma":0.0000071121,"teacher_disagreement_score":0.066335894,"about_ca_system_score_codex":0.00002047061,"about_ca_system_score_gemma":0.0000020682564,"threshold_uncertainty_score":0.17981848},"labels":[],"label_agreement":null},{"id":"W4413391281","doi":"10.1115/omae2025-155064","title":"Optimization of Primary Cementing for Heavy Oil Wells: A Simulation-Based Case Study","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Petroleum engineering; Primary (astronomy); Computer science; Geology","score_opus":0.013038094290636638,"score_gpt":0.24117989782971658,"score_spread":0.22814180353907995,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391281","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.051928733,0.0000657809,0.94406044,0.0000069903394,0.00018014749,0.00016345821,0.0000026285607,0.00024547722,0.0033463205],"genre_scores_gemma":[0.97855055,0.0000020594134,0.021075536,0.000019429068,0.000019028621,0.000026788552,0.000009608063,0.000017804421,0.00027922104],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99951154,0.000005928594,0.00022315673,0.00009344932,0.0000565775,0.00010933916],"domain_scores_gemma":[0.99953675,0.00026064765,0.000016760147,0.00012044675,0.0000480096,0.000017388387],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00013660351,0.00008471053,0.00012743326,0.000119561264,0.00003947944,0.000014956296,0.00003893623,0.000029131339,0.00001171215],"category_scores_gemma":[0.00003332335,0.00008983218,0.000037460002,0.00017856709,0.0000040291193,0.000045151784,0.000007785541,0.000034969933,4.7446824e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000053045105,0.000046067948,0.0002571879,0.00035399987,0.000036876478,0.0000044261274,0.00007926906,0.9955509,0.00007170242,0.000017335497,0.000029017656,0.0035479378],"study_design_scores_gemma":[0.0006064978,0.000022463952,0.000008689479,0.00004434229,0.000031663163,4.9011544e-7,0.00018554475,0.997722,0.0010661124,0.0000023352607,0.00022954708,0.000080254664],"about_ca_topic_score_codex":0.000035537065,"about_ca_topic_score_gemma":0.0000056824197,"teacher_disagreement_score":0.9266218,"about_ca_system_score_codex":0.00003823284,"about_ca_system_score_gemma":0.000015815036,"threshold_uncertainty_score":0.366325},"labels":[],"label_agreement":null},{"id":"W4413391289","doi":"10.1115/omae2025-156013","title":"Cementing Oil and Gas Wells by Dump Bailing Method: Effects of Injection Rate and Inclination Angle on Suspension Placement Efficiency","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Université Laval","funders":"","keywords":"Suspension (topology); Petroleum engineering; Environmental science; Materials science; Geotechnical engineering; Geology; Mathematics","score_opus":0.003152985066589761,"score_gpt":0.2159008973603551,"score_spread":0.21274791229376533,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391289","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.73613656,0.00057430606,0.25776866,0.000031525076,0.00036002934,0.00007987591,6.8509667e-7,0.0001527326,0.0048956377],"genre_scores_gemma":[0.99669045,0.000394569,0.002130163,0.000022709071,0.00001564917,0.0000061928276,0.0000051155394,0.000014508813,0.00072062056],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993835,0.000032571264,0.00019309479,0.0001653592,0.00008203566,0.00014342215],"domain_scores_gemma":[0.99954486,0.00029595025,0.000026651376,0.0000810404,0.000022165988,0.000029360728],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00043204727,0.00012196878,0.00014657032,0.00016621486,0.00006308437,0.000024999486,0.000028196137,0.000054641318,0.000003919586],"category_scores_gemma":[0.000065765744,0.00011954745,0.000017145758,0.00017758913,0.000009836194,0.00006187717,0.000030780866,0.000091268645,0.0000011015716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000014152945,0.00003382067,0.00020739387,0.0010770048,0.000038166603,9.590165e-7,0.00025338872,0.58463037,0.34829187,0.0005024073,0.0002470638,0.06470341],"study_design_scores_gemma":[0.0004342564,0.000066780245,0.00012520992,0.0002628824,0.000020007541,5.972753e-7,0.000049045928,0.63679737,0.36172533,0.000044399887,0.00037800803,0.00009612508],"about_ca_topic_score_codex":0.000027160448,"about_ca_topic_score_gemma":0.0000025513305,"teacher_disagreement_score":0.26055393,"about_ca_system_score_codex":0.000037828584,"about_ca_system_score_gemma":0.0000038010323,"threshold_uncertainty_score":0.48750037},"labels":[],"label_agreement":null},{"id":"W4413391404","doi":"10.1115/omae2025-156646","title":"Evaluation of Primary Cementing Operations for a Carbon Capture Storage (CCS) Well: A Case Study","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Carbon capture and storage (timeline); Carbon fibers; Primary (astronomy); Computer science; Waste management; Systems engineering; Environmental science; Engineering; Geology; Climate change","score_opus":0.021586177223854152,"score_gpt":0.2636885301535014,"score_spread":0.24210235292964727,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391404","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8619561,0.00035347475,0.1190883,0.000008335068,0.00033523832,0.0008603492,0.0000036405875,0.00018677535,0.017207786],"genre_scores_gemma":[0.99812543,0.00000248542,0.0012836229,0.0000065698964,0.000028222217,0.00014165055,0.0000072346043,0.000017256023,0.0003875318],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993658,0.000023295252,0.0002069268,0.00011374195,0.00017301671,0.000117206924],"domain_scores_gemma":[0.99962324,0.000042351112,0.000009914234,0.00015947418,0.00014606088,0.000018950832],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074776367,0.00009579546,0.00013425239,0.00012001746,0.00004682329,0.000019788133,0.000047642367,0.000037017773,0.0000120852665],"category_scores_gemma":[0.000041952295,0.00009670588,0.00003490135,0.00016832781,0.000004197375,0.000048054884,0.000014532912,0.000066091096,4.8716703e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000010638051,0.000041422612,0.00009209347,0.00011796875,0.00010080916,0.00000646319,0.00082814234,0.9941524,0.002675157,0.000053314438,0.00007579474,0.0018553301],"study_design_scores_gemma":[0.0006738628,0.000020024198,0.000068325186,0.000030778745,0.00023780107,0.0000062552513,0.002058126,0.99526834,0.0014303756,0.000009363726,0.00010708074,0.00008968052],"about_ca_topic_score_codex":0.0003308481,"about_ca_topic_score_gemma":0.00031754922,"teacher_disagreement_score":0.13616933,"about_ca_system_score_codex":0.000109408255,"about_ca_system_score_gemma":0.00004306745,"threshold_uncertainty_score":0.39435512},"labels":[],"label_agreement":null},{"id":"W4413391428","doi":"10.1115/omae2025-156977","title":"Experiments on Displacement of Viscoplastic Fluid in an Annulus With Wavy Inner Wall: Applications in Primary Cementing","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Viscoplasticity; Annulus (botany); Displacement (psychology); Materials science; Mechanics; Geology; Structural engineering; Physics; Engineering; Finite element method; Composite material; Constitutive equation","score_opus":0.00498644408639514,"score_gpt":0.22055524282482017,"score_spread":0.21556879873842502,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391428","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8852771,0.00009701084,0.100530386,0.000010617277,0.00006628142,0.0003092018,0.0000017398173,0.00011926911,0.01358841],"genre_scores_gemma":[0.9986069,0.000009945675,0.0010459495,0.000021190437,0.000006771067,0.0001224805,0.000018448769,0.000018202283,0.00015007654],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993215,0.0000069586495,0.00023694443,0.0001521598,0.00009769622,0.00018469644],"domain_scores_gemma":[0.99973476,0.00003295059,0.000013064354,0.00018012604,0.000010969396,0.00002815971],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000074314135,0.00012293624,0.0001484908,0.00024152927,0.000014806845,0.000012387004,0.00008722453,0.00003246852,0.000010798486],"category_scores_gemma":[0.0000026209339,0.00010915132,0.0000124189855,0.0003247152,0.000009574534,0.000080016085,0.000019627432,0.0000864761,0.0000026009643],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016824555,0.00012827247,0.011742941,0.0001638322,0.000016827702,0.0000014665729,0.0002631428,0.97054386,0.015579275,0.00072106795,0.000021624555,0.00080085313],"study_design_scores_gemma":[0.0018562936,0.0001606668,0.02750176,0.0007835891,0.000017001536,4.4899977e-7,0.0004880625,0.8710061,0.09675132,0.000035746576,0.0009790248,0.00042001932],"about_ca_topic_score_codex":0.00003100185,"about_ca_topic_score_gemma":0.000042341042,"teacher_disagreement_score":0.11332985,"about_ca_system_score_codex":0.0001227076,"about_ca_system_score_gemma":0.0000127622725,"threshold_uncertainty_score":0.44510618},"labels":[],"label_agreement":null},{"id":"W4413391458","doi":"10.1115/omae2025-157101","title":"A Physics-Informed Monte Carlo Approach for Squeeze Cementing Effectiveness: Eccentricity, Shrinkage, and Pore-Blockage","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Monte Carlo method; Shrinkage; Eccentricity (behavior); Statistical physics; Computer science; Materials science; Physics; Mathematics; Composite material; Statistics","score_opus":0.006885194197546248,"score_gpt":0.22003768607622815,"score_spread":0.2131524918786819,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4413391458","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.059259806,0.00034813225,0.90927666,0.0000063665775,0.00027345668,0.00058552093,0.000008412913,0.00063697906,0.029604666],"genre_scores_gemma":[0.990075,0.000054441873,0.009110058,0.000019961491,0.000087279164,0.00012586685,0.000014671408,0.00003492894,0.00047778353],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99914956,0.000008390447,0.00019414541,0.00020762888,0.00008653585,0.00035374035],"domain_scores_gemma":[0.9995588,0.00017101667,0.00001720503,0.00016295954,0.00003288284,0.000057126195],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017671216,0.00021018657,0.0002494383,0.000105084015,0.00008659082,0.00007846077,0.00010385905,0.000074759344,0.0000019888048],"category_scores_gemma":[0.00003547733,0.000206181,0.00007920467,0.00023563465,0.000015581993,0.0001312232,0.0000570057,0.00012200598,0.0000010433624],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000013535079,0.000027769514,0.0009807755,0.0021533454,0.0001830973,0.0000015247425,0.00014366292,0.9831169,0.0010099518,0.002787071,0.0004449507,0.009137409],"study_design_scores_gemma":[0.0009341805,0.000015940881,0.0004600589,0.00010562148,0.0000463786,0.0000012974502,0.000056877638,0.98291045,0.013220537,0.00013691229,0.0018754129,0.00023630043],"about_ca_topic_score_codex":0.00002692081,"about_ca_topic_score_gemma":0.0000024338976,"teacher_disagreement_score":0.9308152,"about_ca_system_score_codex":0.000078706784,"about_ca_system_score_gemma":0.000015710139,"threshold_uncertainty_score":0.8407817},"labels":[],"label_agreement":null},{"id":"W4414232093","doi":"10.2118/227429-ms","title":"High-Accuracy Deformation Identification in Complex Completions Using High-Resolution Acoustic Imaging","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Stemcell Technologies","funders":"","keywords":"Casing; Deformation (meteorology); Point cloud; Software; Structural integrity; 3d printed; Focus (optics); Identification (biology); Core (optical fiber)","score_opus":0.014467272738618146,"score_gpt":0.23975620568608585,"score_spread":0.2252889329474677,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414232093","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.18077682,0.00007832418,0.81733,0.00006965817,0.0005251919,0.00013270986,0.000007163686,0.0004638462,0.0006162924],"genre_scores_gemma":[0.9925764,0.00002449648,0.007123258,0.000027390142,0.000042616753,0.0000137760735,0.00013322347,0.000018104978,0.000040737104],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99913764,0.000016095311,0.00038540617,0.00013289682,0.00009877504,0.00022920356],"domain_scores_gemma":[0.9996564,0.000057067686,0.000031000614,0.00018407626,0.0000423811,0.000029068202],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015972712,0.00013098898,0.0001421005,0.00037683413,0.00010055626,0.000080174235,0.000099489465,0.00004218275,0.00003374512],"category_scores_gemma":[0.000040530118,0.00015049004,0.000030240124,0.00048412752,0.000017300825,0.0003503163,0.000021819536,0.00012740422,0.00002993022],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012367559,0.000009296793,0.00024848856,0.00008808724,0.000008027578,5.881976e-7,0.000042702748,0.93595964,0.058191136,0.0035039769,0.0002939808,0.0016528178],"study_design_scores_gemma":[0.00023341208,0.0000013098963,0.023547692,0.000072694565,0.000016118549,0.000002444385,0.00006435217,0.97325075,0.0017728191,0.0005782547,0.00031899638,0.0001411683],"about_ca_topic_score_codex":0.00037637152,"about_ca_topic_score_gemma":0.000067823385,"teacher_disagreement_score":0.8117996,"about_ca_system_score_codex":0.00028499565,"about_ca_system_score_gemma":0.00001253597,"threshold_uncertainty_score":0.6136806},"labels":[],"label_agreement":null},{"id":"W4414241778","doi":"10.1063/5.0284911","title":"Formation mechanisms of the capillary valve effect in porous media and its response characteristics under heterogeneous displacement","year":2025,"lang":"en","type":"article","venue":"Physics of Fluids","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Waterloo","funders":"Natural Science Foundation of Heilongjiang Province; National Natural Science Foundation of China","keywords":"Capillary action; Capillary pressure; Microscale chemistry; Porous medium; Capillary number; Meniscus; Wetting; Displacement (psychology)","score_opus":0.005639871317429914,"score_gpt":0.20361078283535405,"score_spread":0.19797091151792415,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414241778","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94393307,0.00037868368,0.055173483,0.000017749911,0.00029963706,0.0001253573,0.0000129499285,0.000026876007,0.000032193915],"genre_scores_gemma":[0.99979824,0.000087976085,0.0000583923,0.000010703384,0.000015093766,0.000007821954,0.000005194952,0.000012016531,0.000004552379],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99952084,0.00003058642,0.00018678133,0.00006216999,0.000098076714,0.00010157489],"domain_scores_gemma":[0.9996656,0.00014315848,0.00002357893,0.00013013446,0.000021897651,0.000015592426],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001743622,0.00009599644,0.00016352093,0.000044857436,0.000014191501,0.0000051646516,0.00007365794,0.00003759687,6.6741046e-7],"category_scores_gemma":[0.000034927914,0.00008088829,0.000045018514,0.0001229948,0.000011050999,0.00004821215,0.000034341636,0.00006856916,5.538871e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009276453,0.000029498728,0.00016617958,0.00091338746,0.00009002341,0.0000012459172,0.0008973885,0.27769205,0.7129346,0.0046626385,0.000021133681,0.002499066],"study_design_scores_gemma":[0.00029830536,0.000037693782,0.0026587588,0.00022222436,0.000032515505,8.4509503e-7,0.000013797344,0.28096583,0.7132475,0.0024288818,0.000007251477,0.00008642814],"about_ca_topic_score_codex":0.0000028049897,"about_ca_topic_score_gemma":0.0000010184108,"teacher_disagreement_score":0.05586518,"about_ca_system_score_codex":0.00003773421,"about_ca_system_score_gemma":0.000008228488,"threshold_uncertainty_score":0.32985288},"labels":[],"label_agreement":null},{"id":"W4414473746","doi":"10.54859/kjogi108854","title":"Methods for lost circulation control and water shutoff in oil and gas wells","year":2025,"lang":"en","type":"article","venue":"Kazakhstan journal for oil & gas industry","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Lost circulation; Isolation (microbiology); Drilling; Well control; Oil field; Circulation (fluid dynamics); Drilling fluid; Fossil fuel","score_opus":0.011718893231688695,"score_gpt":0.2826184690252005,"score_spread":0.2708995757935118,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414473746","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.65744305,0.0047255927,0.3288496,0.0023864813,0.0026335742,0.00018296043,0.000043890628,0.00016189108,0.0035729446],"genre_scores_gemma":[0.97952694,0.00075882225,0.016745303,0.0001429885,0.00044183715,0.000040876323,0.000009245914,0.00008249062,0.0022515128],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989464,0.000033925768,0.0003765487,0.00017179002,0.000070476955,0.00040081204],"domain_scores_gemma":[0.9994538,0.00022689188,0.0000327513,0.000105911495,0.000055466662,0.00012521332],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008735396,0.00019964282,0.00029526558,0.00023577521,0.00011396888,0.0001262248,0.000082904306,0.00032124063,0.0000111509635],"category_scores_gemma":[0.00008273293,0.00017635005,0.00006792707,0.00010054752,0.00002854091,0.00015562674,0.000013796871,0.0006528048,9.511633e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000083444815,0.000019079404,0.0016414713,0.00067311915,0.00018156944,0.0000108107615,0.00043382033,0.20390932,0.019924188,0.00038543952,0.00085041637,0.7718873],"study_design_scores_gemma":[0.0058237426,0.00009067582,0.0006605743,0.0010038479,0.00018554411,0.00019138424,0.0003791067,0.8781821,0.013434043,0.008076233,0.09135497,0.0006177818],"about_ca_topic_score_codex":0.0000032453024,"about_ca_topic_score_gemma":0.0000024969552,"teacher_disagreement_score":0.77126956,"about_ca_system_score_codex":0.00009460163,"about_ca_system_score_gemma":0.000022853477,"threshold_uncertainty_score":0.7191346},"labels":[],"label_agreement":null},{"id":"W4414920070","doi":"10.1002/cjce.70107","title":"Optimizing drilling fluid rheology: The role of particle size distribution and advanced rheological modelling","year":2025,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Rheology; Drilling fluid; Weighting; Bingham plastic; Viscosity; Particle-size distribution; Particle size","score_opus":0.004015208186978248,"score_gpt":0.1660229105796362,"score_spread":0.16200770239265794,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4414920070","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8212652,0.0066602863,0.17140438,0.00020092618,0.00025353834,0.00006494517,0.000004725978,0.00004146955,0.000104518826],"genre_scores_gemma":[0.99808353,0.00006774201,0.0017354536,0.000014987792,0.000067330744,0.000002988538,0.0000011254657,0.000016840228,0.000010029135],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99911666,0.000012206999,0.00037114904,0.000081625454,0.00009607311,0.00032228717],"domain_scores_gemma":[0.9992346,0.0003481129,0.000046429093,0.0001427795,0.00006731527,0.00016076602],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00034158438,0.00014551464,0.00024175785,0.000037325673,0.00007972501,0.000034438777,0.00024324229,0.00009485152,0.000003952456],"category_scores_gemma":[0.00021942798,0.00010244438,0.00008035486,0.00022279203,0.00009648506,0.00008037882,0.000019907076,0.00042396676,2.4790918e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000055230994,0.0000016111625,0.00006551857,0.000027722375,0.00004839557,0.0000028095697,0.00017958532,0.9359269,0.05696032,0.0057333815,0.000008714018,0.0010395009],"study_design_scores_gemma":[0.00015446269,0.000009136164,0.000024120232,0.0001336192,0.00003419783,0.000026625601,0.0000393113,0.8557161,0.14298646,0.00032918065,0.0004573678,0.00008941441],"about_ca_topic_score_codex":0.00007061538,"about_ca_topic_score_gemma":0.0000101046735,"teacher_disagreement_score":0.17681828,"about_ca_system_score_codex":0.00010124256,"about_ca_system_score_gemma":0.000060393635,"threshold_uncertainty_score":0.41775602},"labels":[],"label_agreement":null},{"id":"W4415094861","doi":"10.2118/226586-ms","title":"Utilizing CO2-Resistant Self-Healing Cement System for Gas Wells: A Case History from East Malaysia","year":2025,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canada Energy Regulator","funders":"","keywords":"Submarine pipeline; Cement; Portland cement; Fossil fuel; Natural gas field; SAFER; Offshore oil and gas","score_opus":0.012489239042185102,"score_gpt":0.19323947715467824,"score_spread":0.18075023811249313,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415094861","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21138062,0.012104126,0.6999475,0.000092806746,0.006714214,0.0010754042,0.00010755433,0.006147669,0.062430155],"genre_scores_gemma":[0.9879463,0.00003444167,0.011167367,0.000036710997,0.00015306847,0.000082056744,0.000019580768,0.000060438422,0.00050008594],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.998824,0.000013079273,0.00038674817,0.00027848547,0.00011178391,0.00038587314],"domain_scores_gemma":[0.99940294,0.000107343985,0.000028235681,0.0003204178,0.000038389895,0.00010269425],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00019723404,0.0002449933,0.00028881364,0.00015176408,0.000091793576,0.000037373087,0.00012616986,0.00009772198,0.00003776877],"category_scores_gemma":[0.000010389317,0.0002600455,0.00011083244,0.000109312095,0.0000101330015,0.00006638413,0.000029786957,0.00013439602,0.000021232529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039770515,0.000047300695,0.00006356984,0.0036172296,0.0005297641,0.00037089174,0.0010713947,0.95932007,0.011648996,0.009552078,0.011748389,0.0019905658],"study_design_scores_gemma":[0.00049455045,0.000013361247,0.00000500943,0.00041542872,0.00010341814,0.000022212238,0.0012115766,0.90149015,0.0023845,0.00001695112,0.093580656,0.00026219425],"about_ca_topic_score_codex":0.00032414967,"about_ca_topic_score_gemma":0.00003920703,"teacher_disagreement_score":0.7765656,"about_ca_system_score_codex":0.0010003858,"about_ca_system_score_gemma":0.0000388862,"threshold_uncertainty_score":0.99998516},"labels":[],"label_agreement":null},{"id":"W4415139109","doi":"10.2118/228164-ms","title":"Rethinking Long-Standing ROP Dogma: Solids- It's All That Matters","year":2025,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Canadian Energy Research Institute; Alberta Energy","funders":"","keywords":"Brine; Viscosity; Drilling fluid; Polarizing filter; Filter (signal processing); Rheology; Drilling","score_opus":0.023954338065324324,"score_gpt":0.25241119288194264,"score_spread":0.22845685481661832,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415139109","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.08585126,0.00088139944,0.8532881,0.006431673,0.00095898483,0.0004255586,0.000050282066,0.0026327777,0.049479928],"genre_scores_gemma":[0.9977249,0.00064901484,0.0006996424,0.00061976304,0.00006627533,0.000012809714,0.000029569075,0.000021610975,0.00017640015],"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9990578,0.000013544025,0.00021710801,0.00024449982,0.00014501328,0.00032197838],"domain_scores_gemma":[0.9996332,0.000053573465,0.000021214317,0.00017665132,0.000039494436,0.00007585607],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002004314,0.00019419227,0.00021182762,0.00014425133,0.00008468318,0.00011662442,0.00011659973,0.00018548775,0.00003747964],"category_scores_gemma":[0.000019161216,0.0001957609,0.00005514942,0.00016066081,0.00005795156,0.00027076915,0.00006039498,0.0003605036,0.000017035829],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027798544,0.00030052435,0.004741628,0.0049963263,0.00077790784,0.00051016355,0.009675609,0.10469848,0.19577937,0.23630723,0.3177888,0.124145985],"study_design_scores_gemma":[0.0057236343,0.0007414635,0.0136788,0.014877937,0.00076860824,0.0003677576,0.0048458665,0.39323136,0.175708,0.22703138,0.1563899,0.0066353036],"about_ca_topic_score_codex":0.000016948281,"about_ca_topic_score_gemma":0.000029693332,"teacher_disagreement_score":0.91187364,"about_ca_system_score_codex":0.000067236666,"about_ca_system_score_gemma":0.000013904615,"threshold_uncertainty_score":0.79828984},"labels":[],"label_agreement":null},{"id":"W4415171928","doi":"10.2118/228034-ms","title":"Enhanced RSS Steering with Combined Bit and BHA Models","year":2025,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Haliburton Forest & Wild Life Reserve","funders":"","keywords":"RSS; Tilt (camera); Limiting; Drill bit; Bit (key); Consistency (knowledge bases)","score_opus":0.008650403773293656,"score_gpt":0.20645095224081617,"score_spread":0.1978005484675225,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415171928","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.35330835,0.00030800526,0.6264101,0.00016830959,0.00008091025,0.00018881653,0.000017761942,0.0007766584,0.01874104],"genre_scores_gemma":[0.9984397,0.00039772605,0.00096720486,0.00003866669,0.000019676872,0.000019222456,0.00001255881,0.000014417703,0.00009077948],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999385,0.0000058372384,0.00014500844,0.00019104911,0.00008022194,0.0001929086],"domain_scores_gemma":[0.9997326,0.00002787162,0.000011461498,0.000118476826,0.000046601544,0.00006297947],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007083116,0.00014828569,0.00017692297,0.00008884563,0.000052201383,0.000055847195,0.000053138072,0.00010088135,0.000005779401],"category_scores_gemma":[0.0000074268064,0.00013532296,0.00001685765,0.00014858748,0.000054914806,0.00022650755,0.000034036795,0.00018362289,0.0000015252615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00033937203,0.00015097912,0.0002913164,0.0019147563,0.00023323241,0.00004570203,0.0013647734,0.26049352,0.3272055,0.31838202,0.0020659938,0.08751281],"study_design_scores_gemma":[0.0024716803,0.0006198382,0.0020457488,0.0021845936,0.00011168575,0.00003129603,0.00058350456,0.84306276,0.11050542,0.03545955,0.0016746994,0.0012492405],"about_ca_topic_score_codex":0.000011230058,"about_ca_topic_score_gemma":0.000016910257,"teacher_disagreement_score":0.6451314,"about_ca_system_score_codex":0.000018552535,"about_ca_system_score_gemma":0.00001123887,"threshold_uncertainty_score":0.551831},"labels":[],"label_agreement":null},{"id":"W4415172020","doi":"10.2118/227930-ms","title":"Durability of Well Cement Systems in Carbon Capture and Storage: Insights into Long-Term Carbonation Under Supercritical CO2 and CO2-Saturated-Brine Exposure","year":2025,"lang":"en","type":"article","venue":"SPE Annual Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy; University of Alberta","funders":"","keywords":"Carbonation; Cement; Supercritical fluid; Brine; Carbonatation; Brittleness; Durability","score_opus":0.008537394482140042,"score_gpt":0.22492055827361426,"score_spread":0.2163831637914742,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415172020","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9929504,0.0027601973,0.0028901475,0.00011699554,0.00013680312,0.00023235584,0.000008601661,0.00010976582,0.00079474633],"genre_scores_gemma":[0.99898106,0.0008741085,0.000038703467,0.000012177205,0.000022122742,0.00001613149,0.000032078056,0.000009983446,0.000013665578],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.999135,0.000032032072,0.00029756507,0.00024233191,0.000119339435,0.00017370684],"domain_scores_gemma":[0.99965495,0.00004703924,0.000011070944,0.00012346808,0.00009036408,0.00007312329],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012945522,0.0001633539,0.00026186684,0.00013286503,0.000025601299,0.000038813596,0.000039845047,0.00020609242,0.0000024849778],"category_scores_gemma":[0.000027642558,0.0001562584,0.000016730055,0.00015616324,0.00011014644,0.00012888508,0.000042290623,0.00025936362,2.1074351e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038286744,0.00056309544,0.124261916,0.014056477,0.0002383624,0.00013318492,0.0058566765,0.052002575,0.6742592,0.11826236,0.0003089167,0.009674394],"study_design_scores_gemma":[0.0036269657,0.00063183997,0.68835026,0.0037641523,0.00019301189,0.000051184117,0.0033808898,0.25999933,0.031093674,0.0071311947,0.00037111744,0.0014063537],"about_ca_topic_score_codex":0.0003320989,"about_ca_topic_score_gemma":0.00032556287,"teacher_disagreement_score":0.6431655,"about_ca_system_score_codex":0.00007153144,"about_ca_system_score_gemma":0.000020153773,"threshold_uncertainty_score":0.6372033},"labels":[],"label_agreement":null},{"id":"W4415380479","doi":"10.15377/2409-787x.2025.12.3","title":"Formulation of a Water-Based Drilling Fluid with Natural Aloe Vera Additive for Enhancing Filtration Properties","year":2025,"lang":"","type":"article","venue":"International Journal of Petroleum Technology","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Aloe vera; Drilling fluid; Filtration (mathematics); Xanthan gum; Bentonite; Environmentally friendly; Drilling","score_opus":0.004621479288290832,"score_gpt":0.20926069945905493,"score_spread":0.2046392201707641,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415380479","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.33561864,0.0010874436,0.6596763,0.001050675,0.002209921,0.0001605774,0.000025528741,0.000073680836,0.00009723751],"genre_scores_gemma":[0.9907673,0.000113332135,0.008639538,0.000022622293,0.00027722825,0.000023190112,0.000029926643,0.00003918847,0.00008766615],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99796647,0.000018170605,0.0010713139,0.00020427274,0.00040312126,0.0003366598],"domain_scores_gemma":[0.9978838,0.00014346847,0.00038280708,0.00015877954,0.0013942319,0.000036915008],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00028929484,0.00029293375,0.00050129555,0.0017604586,0.00007460133,0.00006469372,0.00047935417,0.00026039744,0.000014982239],"category_scores_gemma":[0.00019432076,0.00023149261,0.00021125548,0.00021452141,0.000084840896,0.00038022743,0.000040047064,0.00050295884,0.0000017979143],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005998956,0.00006088762,0.00015134562,0.00019986357,0.0007559907,0.000013871362,0.00018623399,0.67038196,0.317428,0.0014109658,0.00002305379,0.008787945],"study_design_scores_gemma":[0.0015549648,0.00037636844,0.000040601393,0.0013018339,0.00010144274,0.000045727073,0.00015652609,0.44032258,0.5544432,0.00029025547,0.0012178038,0.00014873958],"about_ca_topic_score_codex":0.000007877599,"about_ca_topic_score_gemma":0.000023086468,"teacher_disagreement_score":0.6551487,"about_ca_system_score_codex":0.00040472508,"about_ca_system_score_gemma":0.0001849655,"threshold_uncertainty_score":0.94399947},"labels":[],"label_agreement":null},{"id":"W4415461940","doi":"10.1016/j.geoen.2025.214262","title":"Effects of microannulus geometry and slurry particle size on squeeze cementing effectiveness","year":2025,"lang":"en","type":"article","venue":"Geoenergy Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Petroleum Technology Alliance Canada","keywords":"Leakage (economics); Casing; Slurry; Cement; Particle size; Mathematical model; Flow (mathematics)","score_opus":0.0016650053420030266,"score_gpt":0.17046783537955162,"score_spread":0.1688028300375486,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415461940","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.988278,0.0013170335,0.009276796,0.000010770794,0.0004915179,0.00008490764,7.986342e-7,0.00018440987,0.0003557747],"genre_scores_gemma":[0.9993381,0.00014264284,0.00041401552,0.000019016597,0.000027073886,0.000016128683,2.4397062e-7,0.0000160037,0.000026757387],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99904776,0.0000069104776,0.00015983946,0.00023708014,0.00016922504,0.0003791645],"domain_scores_gemma":[0.9993623,0.00035455584,0.0000140440425,0.00013640113,0.00004142456,0.000091257185],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004189954,0.00016787776,0.0001998552,0.0002203077,0.0001051813,0.00005563188,0.00012074417,0.000048300466,9.144266e-7],"category_scores_gemma":[0.0002646727,0.00017075177,0.000023665854,0.0007923885,0.00008606512,0.00017562513,0.00006967566,0.00011395753,8.1365516e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004661545,0.000009803442,0.00044551183,0.0007758146,0.000024226092,0.0000036036588,0.00007129466,0.54835296,0.44101515,0.0023214098,0.0000067772557,0.00696878],"study_design_scores_gemma":[0.00037101863,0.00003634576,0.030965634,0.0004343053,0.000018289244,0.0000028597192,0.000018321329,0.4199969,0.547441,0.000035842866,0.00048491807,0.0001945846],"about_ca_topic_score_codex":0.000017643128,"about_ca_topic_score_gemma":5.0064614e-7,"teacher_disagreement_score":0.12835605,"about_ca_system_score_codex":0.000048635888,"about_ca_system_score_gemma":0.00001694844,"threshold_uncertainty_score":0.6963055},"labels":[],"label_agreement":null},{"id":"W4415585758","doi":"10.2118/223667-pa","title":"Investigation of Penetration and Plugging Performance of Cement Blends Used for Squeeze Cementing in Sub-150 µm Gaps","year":2025,"lang":"en","type":"article","venue":"SPE Journal","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy; University of Alberta","funders":"","keywords":"Cement; Portland cement; Penetration (warfare); Spark plug; Comminution; Oil well","score_opus":0.010013745837656258,"score_gpt":0.20798511619367022,"score_spread":0.19797137035601395,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415585758","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97558856,0.00033433875,0.023503445,0.000025446572,0.00022244862,0.00007029719,0.0000012897436,0.000014452311,0.00023971414],"genre_scores_gemma":[0.9973353,0.00031616582,0.002270773,0.0000035242736,0.000043824293,0.0000030048116,0.000003025171,0.000007874499,0.000016497845],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999462,0.0000060105813,0.00029248974,0.000049785842,0.00007852068,0.0001111769],"domain_scores_gemma":[0.99982107,0.000027758257,0.00005703139,0.000042081938,0.00003082396,0.000021231834],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00032843917,0.000062261635,0.00010868561,0.0001994611,0.000027667922,0.000015526823,0.00003679411,0.000028427308,0.000003396049],"category_scores_gemma":[0.000014301344,0.00006644969,0.000021593823,0.00012388646,0.000009748248,0.00011908913,0.0000072700427,0.00009697383,1.0982114e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000095223,0.0000036580354,0.023876866,0.00067411194,0.000027086833,3.054592e-7,0.0004494755,0.68854755,0.28164133,0.00017730451,0.000056769528,0.004536033],"study_design_scores_gemma":[0.00052362046,0.00003973489,0.008693843,0.00049273344,0.000014747753,0.0000021383653,0.00005753923,0.6721237,0.31769627,0.00016723665,0.00012328799,0.000065162785],"about_ca_topic_score_codex":0.000003133039,"about_ca_topic_score_gemma":0.000005423185,"teacher_disagreement_score":0.036054958,"about_ca_system_score_codex":0.000042879383,"about_ca_system_score_gemma":0.000023747456,"threshold_uncertainty_score":0.27097395},"labels":[],"label_agreement":null},{"id":"W4415727220","doi":"10.1016/j.colsurfa.2025.138818","title":"Carbonation behavior of oil well cement under CO2 storage conditions: Experimental studies and thermodynamic insights","year":2025,"lang":"en","type":"article","venue":"Colloids and Surfaces A Physicochemical and Engineering Aspects","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Science Foundation of Shandong Province; China University of Petroleum, Beijing; National Natural Science Foundation of China","keywords":"Carbonation; Portlandite; Carbonatation; Cement; Dissolution; Calcium silicate hydrate; Compressive strength; Calcite","score_opus":0.006663074966194046,"score_gpt":0.22175221191210817,"score_spread":0.21508913694591414,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415727220","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9738033,0.025141807,0.00026239047,0.00001316365,0.0001726809,0.00007428645,0.000006715952,0.0001278479,0.0003978048],"genre_scores_gemma":[0.9980787,0.0016357402,0.00012952054,0.000007668758,0.000021963167,0.000036714227,0.0000064119586,0.000019414167,0.00006386652],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99941117,0.000004648422,0.00016563977,0.00018128873,0.00008470136,0.00015253734],"domain_scores_gemma":[0.9997501,0.00006532731,0.000016710446,0.00008604754,0.000024515217,0.000057344365],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003209532,0.000195347,0.00027230583,0.00007759729,0.000047876372,0.000026395099,0.000039136816,0.000059880134,0.0000012059967],"category_scores_gemma":[0.000005434321,0.00018878128,0.000028044386,0.00013074938,0.00006718604,0.000073423646,0.000044521483,0.00010191023,2.2373715e-7],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000043577593,0.00003451292,0.000039579252,0.000494199,0.00012640485,0.000001910523,0.0004157706,0.075526975,0.91947067,0.0035402945,0.000025390704,0.00031994397],"study_design_scores_gemma":[0.0010964165,0.00007364467,0.002643299,0.0006727126,0.00013146714,0.0000040094437,0.0010676173,0.66205096,0.33064088,0.0008278278,0.000252359,0.000538805],"about_ca_topic_score_codex":0.000009665291,"about_ca_topic_score_gemma":0.0000013332354,"teacher_disagreement_score":0.58882976,"about_ca_system_score_codex":0.00004961063,"about_ca_system_score_gemma":0.0000063968077,"threshold_uncertainty_score":0.7698277},"labels":[],"label_agreement":null},{"id":"W4415777312","doi":"10.2118/229499-ms","title":"Well-Design Optimization Enables Drilling Performance Improvement in Unconventional Shale Gas Project, Canada","year":2025,"lang":"","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"BP (Canada)","funders":"","keywords":"Drilling; Directional drilling; Measurement while drilling; Completion (oil and gas wells); Rate of penetration; Drill pipe; Oil shale; Mud logging; Borehole","score_opus":0.0068805650903400245,"score_gpt":0.1849956126215028,"score_spread":0.17811504753116278,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415777312","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.026440678,0.001158029,0.94926476,0.00015953896,0.0026938173,0.0010272356,0.0000103973625,0.00021604788,0.019029487],"genre_scores_gemma":[0.9701861,0.0018307775,0.019573431,0.00008331253,0.00014604197,0.00007428618,0.000046814745,0.00006706606,0.007992138],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9975815,0.00003108658,0.00081935106,0.00047910333,0.0003460807,0.000742903],"domain_scores_gemma":[0.9993499,0.00011378145,0.00006680169,0.00029085757,0.000094550196,0.00008410085],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00045224058,0.0004407041,0.00037582533,0.00043229433,0.00015313913,0.00011848203,0.00024875242,0.00015972472,0.00029574946],"category_scores_gemma":[0.00003121805,0.0004977016,0.00007265476,0.00091268565,0.000021989288,0.0002774729,0.000068005495,0.00037218985,0.0000080159025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000019116056,0.000042403706,0.0005198594,0.00088942307,0.00009652191,0.000007849591,0.00009576994,0.9917273,0.00028164298,0.00033549676,0.0014649953,0.0045196344],"study_design_scores_gemma":[0.0007811113,0.000048905487,0.00007938861,0.0008888934,0.00003560271,0.000001877191,0.00024230039,0.9832279,0.011254731,0.000025133568,0.0029427859,0.00047134736],"about_ca_topic_score_codex":0.12318181,"about_ca_topic_score_gemma":0.043995716,"teacher_disagreement_score":0.94374543,"about_ca_system_score_codex":0.0012276649,"about_ca_system_score_gemma":0.0011141603,"threshold_uncertainty_score":0.99974746},"labels":[],"label_agreement":null},{"id":"W4415777601","doi":"10.2118/229013-ms","title":"Qualification and Deployment of a Novel Frac Sleeve System for Extended Reach Wells in Canada's HPHT Duvernay and Montney Formations: A Joint KEC/AU Progression Case Study","year":2025,"lang":"","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Alberta Advanced Education; Alberta Energy","funders":"","keywords":"Workover; Casing; Completion (oil and gas wells); Coiled tubing; Software deployment; Workflow; Oil well; Directional drilling; Well stimulation","score_opus":0.01770974276287207,"score_gpt":0.2575403762494371,"score_spread":0.23983063348656503,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415777601","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.79499495,0.002072101,0.19911411,0.00008355141,0.00048388116,0.002898489,0.00005616761,0.00008121002,0.00021553102],"genre_scores_gemma":[0.9957656,0.00009460103,0.0035812368,0.000008227254,0.00002381278,0.00039639734,0.000008218202,0.000036780395,0.00008508352],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977724,0.00004752692,0.0011660976,0.00038425354,0.00024806726,0.00038164126],"domain_scores_gemma":[0.99900854,0.00020663589,0.00018067178,0.00034788638,0.00011694709,0.00013933681],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00075838715,0.00033268039,0.0005509557,0.00033371287,0.00013501417,0.000058562113,0.000085545136,0.00011110396,0.00000127583],"category_scores_gemma":[0.000078835255,0.0003250814,0.00004427674,0.00033174708,0.000018565957,0.00018095001,0.00007215687,0.00018034052,1.7348832e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037418923,0.0024354288,0.025389846,0.034108724,0.0015338188,0.0004623195,0.036236316,0.80015427,0.008576303,0.0043354235,0.00071037153,0.08568299],"study_design_scores_gemma":[0.0030425263,0.00013873105,0.00474732,0.001924247,0.00015096828,0.00013465474,0.031739686,0.95352775,0.0041264305,0.0000064207807,0.00013686612,0.00032438367],"about_ca_topic_score_codex":0.6311015,"about_ca_topic_score_gemma":0.45704442,"teacher_disagreement_score":0.20077069,"about_ca_system_score_codex":0.0012088607,"about_ca_system_score_gemma":0.00038789073,"threshold_uncertainty_score":0.9999201},"labels":[],"label_agreement":null},{"id":"W4415777980","doi":"10.2118/228993-ms","title":"Case Study: Annular Isolation Using A Hydro-Mechanical Expansion Plug &amp; Perforator","year":2025,"lang":"","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Casing; Annulus (botany); Spark plug; Wellhead; Slumping; Retrievability; Abandonment (legal)","score_opus":0.022616627864631162,"score_gpt":0.2623207144915421,"score_spread":0.23970408662691092,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415777980","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5500061,0.0004290771,0.44688872,0.000016490905,0.0014025716,0.00046107045,0.0000038602307,0.00037718067,0.000414949],"genre_scores_gemma":[0.9903584,0.000050712963,0.008413897,0.000035638936,0.00027544884,0.00002017562,0.0000067642945,0.0001066428,0.00073227746],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9973175,0.00009287081,0.0008760716,0.00069446204,0.0003225946,0.0006964868],"domain_scores_gemma":[0.9986631,0.00012259591,0.00006301139,0.0007906258,0.00013048304,0.00023016063],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006261197,0.0005924046,0.0005941521,0.000495609,0.00040928586,0.00023666919,0.00019919248,0.0003726232,0.00020821007],"category_scores_gemma":[0.0000958388,0.00065790216,0.00019052623,0.0010446248,0.000023491031,0.00039227164,0.00017193069,0.0006552617,0.00008026727],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000023410952,0.00026131258,0.00084408035,0.0003295805,0.00025598594,0.00092496566,0.0013545435,0.9756022,0.016343826,0.0002104165,0.0001234215,0.0037262656],"study_design_scores_gemma":[0.001017098,0.00010342513,0.000025462943,0.00032667822,0.00029876846,0.00050047215,0.0017561725,0.99156016,0.0024460675,0.000048799917,0.0012904004,0.00062647817],"about_ca_topic_score_codex":0.00059025467,"about_ca_topic_score_gemma":0.00011528133,"teacher_disagreement_score":0.44035235,"about_ca_system_score_codex":0.00036259842,"about_ca_system_score_gemma":0.00011789427,"threshold_uncertainty_score":0.99958724},"labels":[],"label_agreement":null},{"id":"W4415787203","doi":"10.1080/12269328.2025.2575390","title":"An interpretable framework for predicting weight-on-bit in horizontal wells based on TCL-BO stacking ensemble","year":2025,"lang":"en","type":"article","venue":"Geosystem Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Regina","funders":"","keywords":"Stacking; Pattern recognition (psychology); Scale (ratio); Ensemble learning","score_opus":0.003989624683678592,"score_gpt":0.2101940899132265,"score_spread":0.2062044652295479,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415787203","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.14205956,0.00028282494,0.8506072,0.000022530425,0.0029423859,0.0005710601,0.000033689797,0.0014309062,0.0020497993],"genre_scores_gemma":[0.98698103,0.000010998972,0.012168825,0.00004138214,0.00035878544,0.00021495992,0.000025063302,0.00015871029,0.000040215127],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978063,0.000022963903,0.00058674027,0.000496484,0.00024399118,0.0008435256],"domain_scores_gemma":[0.99858207,0.0005900274,0.00004345284,0.0005980832,0.000038014412,0.0001483333],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00049233687,0.00049518846,0.00053852535,0.0007099633,0.000086358115,0.00013339263,0.00035116303,0.00029449962,0.00000879391],"category_scores_gemma":[0.00013872347,0.000557825,0.00014711678,0.000557378,0.0000069516673,0.00019744878,0.000025758234,0.0006035767,0.00001641229],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000308155,0.000033986646,0.0008164979,0.0010533555,0.000052319476,0.000011657931,0.00017171,0.9886719,0.0032550916,0.0042697852,0.000050495826,0.0015823918],"study_design_scores_gemma":[0.000610029,0.00013768626,0.00023262313,0.004273392,0.00002183196,0.0000020921395,0.00008127379,0.981717,0.010468502,0.00010763674,0.0018671871,0.00048074665],"about_ca_topic_score_codex":0.000030217629,"about_ca_topic_score_gemma":0.000010996508,"teacher_disagreement_score":0.84492147,"about_ca_system_score_codex":0.00040657952,"about_ca_system_score_gemma":0.000030572217,"threshold_uncertainty_score":0.9996873},"labels":[],"label_agreement":null},{"id":"W4415878694","doi":"10.2118/229643-ms","title":"The Role of Salt Dome Characterization in Developing Salt Caverns for Underground Hydrocarbon Storage: A First Case Study in UAE","year":2025,"lang":"","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Coring; Salt dome; Salt (chemistry); Drilling; Core sample; Characterization (materials science); Facies; Hydrocarbon exploration","score_opus":0.008293245141990363,"score_gpt":0.23032617426873875,"score_spread":0.22203292912674838,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415878694","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.86015254,0.00072686496,0.13611436,0.00015214743,0.0008234912,0.0014512402,0.000013082047,0.00009344454,0.00047282217],"genre_scores_gemma":[0.9987826,0.00040196217,0.00024814386,0.000014857353,0.00006042593,0.00018009203,0.000014683662,0.00006628378,0.00023096398],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977205,0.000059708924,0.0010428336,0.00040398966,0.00018468942,0.00058832276],"domain_scores_gemma":[0.9987567,0.0006172316,0.000109530876,0.00039685637,0.00006360464,0.00005605173],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007620271,0.0003786399,0.000515991,0.00052048103,0.00018393039,0.00012428986,0.00025188108,0.00018223707,0.000003525825],"category_scores_gemma":[0.00012447231,0.00036833916,0.00008206014,0.0011758992,0.000027559543,0.000210535,0.0001010996,0.00033522668,0.0000016053745],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00010488296,0.00034192685,0.02279164,0.001315726,0.00028942397,0.00023125522,0.010387332,0.94353986,0.003924105,0.009222192,0.0000036863448,0.007847984],"study_design_scores_gemma":[0.0019084298,0.0001030338,0.010466134,0.0007321333,0.00005417668,0.000025616664,0.0055280454,0.9769662,0.0016301097,0.00037534948,0.0017619113,0.00044888197],"about_ca_topic_score_codex":0.0031380001,"about_ca_topic_score_gemma":0.021277187,"teacher_disagreement_score":0.13863005,"about_ca_system_score_codex":0.00071723346,"about_ca_system_score_gemma":0.0001618511,"threshold_uncertainty_score":0.99987686},"labels":[],"label_agreement":null},{"id":"W4415968882","doi":"10.1109/iecon58223.2025.11221512","title":"Robust Control of Drill String in Horizontal Boreholes of Coal Mines Considering Wall Friction","year":2025,"lang":"","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Fundamental Research Funds for the Central Universities; China University of Geosciences; National Natural Science Foundation of China","keywords":"Drill string; Coal mining; Borehole; Robustness (evolution); Weighting; Control theory (sociology); Drill; Robust control","score_opus":0.010028827984401677,"score_gpt":0.19308379290185004,"score_spread":0.18305496491744835,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4415968882","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51647776,0.0043532266,0.4710479,0.00006688258,0.0014351776,0.00037697417,0.000030238518,0.00016956257,0.006042263],"genre_scores_gemma":[0.9971165,0.0004820878,0.0020812168,0.000008524983,0.00007767557,0.000011280755,0.0000056786266,0.00004862006,0.00016842251],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99756557,0.000037180816,0.0012892978,0.0003566256,0.00023357588,0.00051773124],"domain_scores_gemma":[0.99898374,0.0003446201,0.00014400428,0.00033436634,0.00011009562,0.0000831589],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00035017222,0.00041668443,0.00091891707,0.00075042184,0.00004127404,0.000031202933,0.00020146143,0.00027862904,0.000041995245],"category_scores_gemma":[0.00011683415,0.0004781084,0.00021012564,0.00060129416,0.00007997864,0.00021208332,0.00006323844,0.00032035616,0.0000018313094],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000048373542,0.00007952348,0.016366951,0.0012353351,0.0002400684,0.000008723341,0.0003031907,0.94515294,0.031068867,0.003438042,0.000058208665,0.001999749],"study_design_scores_gemma":[0.0024089748,0.000096287135,0.004936708,0.001821085,0.00012390589,0.000004290329,0.0006083647,0.8903755,0.09864392,0.00009199276,0.0004972473,0.0003917276],"about_ca_topic_score_codex":0.0009044254,"about_ca_topic_score_gemma":0.0003869118,"teacher_disagreement_score":0.4806387,"about_ca_system_score_codex":0.00016238338,"about_ca_system_score_gemma":0.00007470993,"threshold_uncertainty_score":0.99976707},"labels":[],"label_agreement":null},{"id":"W4416041596","doi":"10.1016/j.measurement.2025.119656","title":"A toolface measurement method utilizing auto-pressure adjustments with a gravity valve block","year":2025,"lang":"en","type":"article","venue":"Measurement","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"China Postdoctoral Science Foundation","keywords":"Waveform; Body orifice; Measurement while drilling; Directional drilling; Block (permutation group theory); Pressure measurement; Dynamic pressure; SIGNAL (programming language); Wireline","score_opus":0.028608778903949587,"score_gpt":0.23639742980488831,"score_spread":0.20778865090093873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416041596","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.005609812,0.012235932,0.95309234,0.00019936005,0.0016563302,0.0011592078,0.000014436422,0.0020205795,0.02401203],"genre_scores_gemma":[0.98939276,0.00004537965,0.010056412,0.000073013405,0.00007127102,0.00012475958,0.0000022367833,0.00006270779,0.0001714639],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99728996,0.00007222432,0.00036482816,0.00042027008,0.0012764891,0.0005762094],"domain_scores_gemma":[0.99894303,0.000021792799,0.000042113435,0.00054747384,0.0003046253,0.00014096146],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015321061,0.00041018924,0.00039576014,0.00018214877,0.0001354119,0.00008116887,0.00027649853,0.00010966425,0.000017190221],"category_scores_gemma":[0.00007092631,0.00037444863,0.00015440934,0.00041991557,0.000018980823,0.00009922059,0.000052486652,0.00033197762,0.000021655125],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000042939708,0.00014668991,0.00076169317,0.00092719623,0.0020251044,0.00001174445,0.00039557964,0.93260217,0.037610855,0.0004991904,0.0040336833,0.020943128],"study_design_scores_gemma":[0.0044573527,0.00023446888,0.01479362,0.0034065435,0.0018848594,0.000019635314,0.00038172124,0.5498207,0.15887572,0.00040884668,0.2637101,0.0020064109],"about_ca_topic_score_codex":0.000055848333,"about_ca_topic_score_gemma":0.00005786686,"teacher_disagreement_score":0.98378295,"about_ca_system_score_codex":0.0005492145,"about_ca_system_score_gemma":0.00009181438,"threshold_uncertainty_score":0.9998707},"labels":[],"label_agreement":null},{"id":"W4416086408","doi":"10.2118/228568-ms","title":"Usage of a Coiled Tubing PWC Tool to Abandon Two Wells with Surface Casing Vent Flow on Onshore Australia","year":2025,"lang":"","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Casing; Coiled tubing; Aquifer; Workover; Cement; Lead (geology); Oil well; Injection well","score_opus":0.012184984614021578,"score_gpt":0.25037222177053314,"score_spread":0.23818723715651158,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416086408","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85350025,0.00029497768,0.13585405,0.00013558615,0.0013871407,0.0006821923,0.000030491166,0.00027401163,0.00784129],"genre_scores_gemma":[0.9827426,0.00006712307,0.011753047,0.000055714867,0.00011091229,0.000011609777,0.000008191954,0.00009475599,0.005156016],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972212,0.000047551457,0.0007981797,0.00061545474,0.00043829627,0.00087936886],"domain_scores_gemma":[0.9986599,0.00024864735,0.00007300158,0.0006975779,0.00009496523,0.00022587363],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004916784,0.00065707107,0.00081728137,0.00034643378,0.0001250182,0.00016130685,0.000327539,0.00018673696,0.0002606007],"category_scores_gemma":[0.0000615704,0.00063943234,0.00018867379,0.0010271325,0.00004316425,0.00015066947,0.00008828991,0.0005725918,0.00009875874],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017144153,0.00008552265,0.0006977343,0.00070288434,0.00031179984,0.000060641676,0.0006551782,0.97343826,0.015962644,0.0005845456,0.00051909505,0.0068102432],"study_design_scores_gemma":[0.002386871,0.00035515917,0.00108068,0.0057925647,0.00023014372,0.000012367626,0.00015829765,0.78422624,0.20113714,0.000018024148,0.003691652,0.0009108448],"about_ca_topic_score_codex":0.00061321806,"about_ca_topic_score_gemma":0.00010797308,"teacher_disagreement_score":0.18921202,"about_ca_system_score_codex":0.0003019427,"about_ca_system_score_gemma":0.00009314216,"threshold_uncertainty_score":0.9996057},"labels":[],"label_agreement":null},{"id":"W4416342257","doi":"10.1109/sesg67016.2025.00011","title":"Similarity Calculation for Static Equipment in Gas Field Stations Based on the Gaussian Mixture Model","year":2025,"lang":"","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Mixture model; Initialization; Cluster analysis; Silhouette; Adaptability; Robustness (evolution); Gaussian; Bayesian probability","score_opus":0.015196238899645574,"score_gpt":0.2562409696477394,"score_spread":0.24104473074809382,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416342257","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002685603,0.00006586294,0.9760609,0.010065063,0.00038306942,0.00086252677,0.000044677727,0.000108195134,0.009724063],"genre_scores_gemma":[0.9852832,0.000028981214,0.012016458,0.001279129,0.000030394018,0.00016788149,0.00003797857,0.00003068923,0.0011252838],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99867463,0.000032583575,0.00043724902,0.00027167407,0.00017641144,0.00040745793],"domain_scores_gemma":[0.99848145,0.0010179632,0.000031469754,0.00036285503,0.000045406814,0.000060846847],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003897791,0.00026607446,0.00022267699,0.000238735,0.00014455877,0.00009140358,0.00015433393,0.00016877062,0.00007066391],"category_scores_gemma":[0.00020254115,0.00022160247,0.00011297278,0.00037960868,0.000013342765,0.000074332456,0.000018943494,0.00036716025,0.0000040989007],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000025142528,0.00006150257,0.00004625489,0.00035093253,0.000033774406,8.013289e-7,0.0003441712,0.9674088,0.00014465298,0.026258849,0.0029703693,0.002354747],"study_design_scores_gemma":[0.000588554,0.000048892005,0.00009906281,0.0004030928,0.00004487327,5.435507e-8,0.00008291474,0.9909908,0.0020401573,0.0047578677,0.000723943,0.00021975442],"about_ca_topic_score_codex":0.00006273218,"about_ca_topic_score_gemma":0.000146287,"teacher_disagreement_score":0.9825976,"about_ca_system_score_codex":0.00022664876,"about_ca_system_score_gemma":0.00010963099,"threshold_uncertainty_score":0.90366864},"labels":[],"label_agreement":null},{"id":"W4416375236","doi":"10.1088/1361-665x/ae21aa","title":"Bio-inspired vibro-rotational-drilling tool with compliant-joints for energy-efficient penetration in granular soils","year":2025,"lang":"","type":"article","venue":"Smart Materials and Structures","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal; University of Manitoba","funders":"Mitacs; Research Manitoba","keywords":"Penetration (warfare); Bending; Thrust; Vibration; Normal mode; Penetrometer; Bending moment; Trenchless technology; Resonance (particle physics)","score_opus":0.007427024275747962,"score_gpt":0.2079357050081646,"score_spread":0.20050868073241665,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416375236","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.88322115,0.0010998303,0.112714276,0.00007704311,0.001880978,0.0005574616,0.00019496313,0.00010560979,0.00014869834],"genre_scores_gemma":[0.9941805,0.00020820832,0.004990664,0.00005028741,0.0002034825,0.00009034806,0.00016479065,0.000054541455,0.00005716222],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99806106,0.00004496765,0.00070526276,0.0004949619,0.00019040729,0.0005033589],"domain_scores_gemma":[0.99940836,0.00010173315,0.000097992845,0.0002327188,0.00008670371,0.00007246166],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002658252,0.0004563056,0.0005807693,0.0003245973,0.00023075024,0.00037219227,0.0001265615,0.00021401534,0.00004195931],"category_scores_gemma":[0.000033974025,0.00042091656,0.00006315632,0.00025021948,0.00006569001,0.00010907982,0.000033980064,0.000101984115,0.0000012281256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00022421793,0.000022667326,0.00036904428,0.0012935688,0.00010724304,0.0000061625938,0.00030884732,0.81611377,0.15687306,0.021327717,0.00006418042,0.0032894963],"study_design_scores_gemma":[0.0031794123,0.00016695511,0.035896208,0.0015093734,0.00015736186,0.000014989713,0.00010882975,0.57215196,0.37675917,0.0069067664,0.002103842,0.0010451273],"about_ca_topic_score_codex":0.00017405122,"about_ca_topic_score_gemma":0.00008077687,"teacher_disagreement_score":0.24396184,"about_ca_system_score_codex":0.00007282783,"about_ca_system_score_gemma":0.000059442198,"threshold_uncertainty_score":0.9998243},"labels":[],"label_agreement":null},{"id":"W4416593016","doi":"10.2118/230403-ms","title":"AI Driven Knowledge Management in Oil and Gas: A Large Language Model Approach to Operational Excellence","year":2025,"lang":"","type":"article","venue":"SPE Annual Caspian Technical Conference and Exhibition","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Troubleshooting; Subject-matter expert; Documentation; Field (mathematics); Expert system; Scope (computer science); Jargon; Operational excellence; Knowledge base","score_opus":0.010868299190701628,"score_gpt":0.253565930526976,"score_spread":0.2426976313362744,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416593016","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.07326311,0.0041083987,0.73235875,0.0029134224,0.00029355058,0.0007376914,0.00029468696,0.00048266895,0.1855477],"genre_scores_gemma":[0.9897579,0.002581079,0.0053405836,0.0003033374,0.00006061276,0.00010538123,0.000053444404,0.00002615497,0.0017714945],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9982632,0.000032119242,0.00042541386,0.0006113682,0.00016586627,0.0005020586],"domain_scores_gemma":[0.9994259,0.000027838734,0.00002208032,0.00025492316,0.00008400541,0.00018527798],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00027941202,0.00033836978,0.0003536352,0.0004031229,0.00012161456,0.00016656033,0.00016213785,0.00025280553,0.000014399432],"category_scores_gemma":[0.000024920013,0.0003792201,0.00005035931,0.0004537008,0.00006709634,0.00029368114,0.00025682332,0.0004861157,0.000017511584],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015660489,0.001087088,0.00013903186,0.0045318115,0.00013518678,0.000109806584,0.012317845,0.2336828,0.0068831057,0.44616607,0.004122243,0.29066843],"study_design_scores_gemma":[0.0010222706,0.000080558995,0.00026500243,0.0012127375,0.000049831393,0.0000115173625,0.0020038697,0.9910209,0.00029428946,0.0016686522,0.0018695726,0.00050080754],"about_ca_topic_score_codex":0.0000307615,"about_ca_topic_score_gemma":0.000097406235,"teacher_disagreement_score":0.9164948,"about_ca_system_score_codex":0.00011339967,"about_ca_system_score_gemma":0.000053722317,"threshold_uncertainty_score":0.99986595},"labels":[],"label_agreement":null},{"id":"W4416822672","doi":"10.2118/230274-ms","title":"Full-Scale Laboratory Test of Distributed Fiber Optic System for Well Integrity Monitoring","year":2025,"lang":"","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Workover; Pipeline (software); Leak; Integrity management; Leak detection; Trenchless technology; Optical fiber; Pipeline transport; Strain gauge","score_opus":0.006556330074686105,"score_gpt":0.21544693846628574,"score_spread":0.20889060839159962,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416822672","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.21918768,0.0052554724,0.7466545,0.000103089216,0.009132303,0.0013515814,0.001312947,0.001570243,0.015432153],"genre_scores_gemma":[0.98499674,0.00007896203,0.012698323,0.0000018653865,0.0003343517,0.00007409765,0.000029398685,0.00007608618,0.0017101553],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977735,0.000023976767,0.00093006727,0.00043026064,0.0002027548,0.0006393858],"domain_scores_gemma":[0.99804026,0.00073336024,0.00009758569,0.0005907725,0.00037048475,0.00016751394],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00046102732,0.00047827372,0.0007374518,0.00023266321,0.00011751779,0.00008710144,0.00035197596,0.00039033702,0.000048443613],"category_scores_gemma":[0.00019614359,0.0005163716,0.00024433306,0.00086720806,0.000052806085,0.00015624796,0.00008946718,0.00053322816,0.000057531524],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008447068,0.00022606105,0.004021825,0.021773217,0.000599464,0.000009264196,0.00019183962,0.92118245,0.045547683,0.0023489492,0.0018188553,0.0021958994],"study_design_scores_gemma":[0.0011098284,0.00014905486,0.00090259063,0.0043731295,0.00034478705,0.0000032804235,0.000903817,0.7295906,0.25293794,0.000016204067,0.009024618,0.0006441741],"about_ca_topic_score_codex":0.00004512994,"about_ca_topic_score_gemma":0.0000034898283,"teacher_disagreement_score":0.76580906,"about_ca_system_score_codex":0.00045275973,"about_ca_system_score_gemma":0.00011558694,"threshold_uncertainty_score":0.9997288},"labels":[],"label_agreement":null},{"id":"W4416822677","doi":"10.2118/230275-ms","title":"Cementing in Thermal Wells: A Three-Pronged Approach to Well Integrity","year":2025,"lang":"","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Canada Energy Regulator","funders":"","keywords":"Casing; Lost circulation; Cement; Oil well; Completion (oil and gas wells); Thermal expansion; Thermal","score_opus":0.01460388347617014,"score_gpt":0.22102882871066723,"score_spread":0.2064249452344971,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416822677","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.070273,0.0009389955,0.4619233,0.0001975509,0.0012593748,0.00067927863,0.0000027977862,0.00040565652,0.46432006],"genre_scores_gemma":[0.9765829,0.000042941567,0.018915534,0.00016464369,0.00017665616,0.0000826441,0.000006447197,0.000080295365,0.003947979],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9970297,0.000049886043,0.0008490679,0.0007129995,0.00026525813,0.0010930877],"domain_scores_gemma":[0.99898803,0.00011467838,0.000037312922,0.0006186993,0.000049140475,0.00019214083],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00097297074,0.0005800559,0.0006052604,0.0006791354,0.000105393025,0.00019795314,0.00055600214,0.00033475846,0.00024792933],"category_scores_gemma":[0.00008016371,0.0006136247,0.0001759672,0.0014539083,0.000030934443,0.00019379263,0.00027536156,0.0013110006,0.00029668963],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00002641558,0.00020640182,0.004199687,0.00088455755,0.00015678766,0.000005807368,0.0007445791,0.9684826,0.0022783962,0.005319216,0.00064987835,0.017045677],"study_design_scores_gemma":[0.0008164428,0.00002940747,0.004352211,0.00071533857,0.000049554706,0.0000010901291,0.0005027286,0.97870266,0.0056871376,0.0001426923,0.008335386,0.00066536095],"about_ca_topic_score_codex":0.0007082186,"about_ca_topic_score_gemma":0.00011898762,"teacher_disagreement_score":0.90630984,"about_ca_system_score_codex":0.00032946363,"about_ca_system_score_gemma":0.00006903307,"threshold_uncertainty_score":0.9996315},"labels":[],"label_agreement":null},{"id":"W4416822678","doi":"10.2118/230272-ms","title":"Towards Elimination of Surface Casing Vent Flow in Thermal Wells: Cement Properties That Matter","year":2025,"lang":"","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Casing; Cement; Slurry; Thermal; Spectrum analyzer; Hydrostatic pressure; Compressive strength; Flow (mathematics)","score_opus":0.014895431216294292,"score_gpt":0.2066086888471316,"score_spread":0.1917132576308373,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416822678","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.85534173,0.0050444067,0.10270361,0.00102714,0.002057301,0.0005412571,0.0000064313977,0.00013643241,0.03314169],"genre_scores_gemma":[0.9958404,0.00023696583,0.002118807,0.000047653364,0.00003791222,0.000009549066,0.000003714906,0.000041068066,0.0016639552],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984948,0.00004040081,0.0005386213,0.0002617982,0.00024945755,0.00041492708],"domain_scores_gemma":[0.9995531,0.00003124687,0.000045859346,0.00027722638,0.000049706483,0.00004288514],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003746041,0.0003017397,0.0003586383,0.00022782534,0.000039639697,0.00006228116,0.00016933902,0.00014040989,0.00032602865],"category_scores_gemma":[0.000012467283,0.00028856215,0.00009768491,0.00029838266,0.000031506377,0.00017184805,0.00008418353,0.00023365204,0.00004226448],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022576778,0.000067861045,0.0017009488,0.0014264851,0.00008225581,0.0000041979606,0.0016118523,0.9582026,0.014154292,0.00010283143,0.000112368856,0.0225117],"study_design_scores_gemma":[0.0004389928,0.000023488095,0.005067528,0.0014172598,0.000036275855,8.847718e-7,0.0004343968,0.7667363,0.22501169,0.000011546184,0.00058533327,0.00023626545],"about_ca_topic_score_codex":0.0004278439,"about_ca_topic_score_gemma":0.000017992665,"teacher_disagreement_score":0.21085739,"about_ca_system_score_codex":0.0002809203,"about_ca_system_score_gemma":0.00005100377,"threshold_uncertainty_score":0.99995667},"labels":[],"label_agreement":null},{"id":"W4416822681","doi":"10.2118/230268-ms","title":"Thermal Well Screen Plugging: Revisiting an Old Challenge, Part 1: Role of Drilling Fluids in Screen Impairment","year":2025,"lang":"","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Alberta Energy","funders":"","keywords":"Permeability (electromagnetism); Drilling fluid; Thermal; Drilling; Slurry; Particle-size distribution; Drawdown (hydrology); Borehole; Filter cake","score_opus":0.008818596454896214,"score_gpt":0.21883266673870574,"score_spread":0.21001407028380953,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4416822681","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.64543647,0.032579657,0.060880434,0.0005526106,0.0016671378,0.00183178,0.0000707766,0.0015888014,0.25539237],"genre_scores_gemma":[0.99122727,0.0023075102,0.0041749342,0.000058085854,0.00068474066,0.00002556839,0.000038053477,0.00015506288,0.0013287773],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99548596,0.0001237251,0.0017331386,0.00085623196,0.00047176456,0.0013291644],"domain_scores_gemma":[0.99823457,0.0002048426,0.0001476505,0.0009985585,0.00011239998,0.00030199662],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0015290505,0.00080427085,0.0011272768,0.000804617,0.00014739747,0.00012990944,0.0006623198,0.00044342395,0.0005482334],"category_scores_gemma":[0.000050271374,0.0009030214,0.00031808915,0.0009410618,0.00007088927,0.00048624643,0.0002515885,0.00084749266,0.000043307846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000049807797,0.00018480519,0.003228715,0.0009144375,0.00026200112,0.000017902796,0.0011436814,0.93198884,0.011191985,0.0054458673,0.000037198937,0.04553476],"study_design_scores_gemma":[0.0012747775,0.0001942733,0.0018587776,0.004234606,0.0001151346,0.0000017822168,0.0013123936,0.95825225,0.024323259,0.00011076203,0.0074467105,0.00087525515],"about_ca_topic_score_codex":0.0008899368,"about_ca_topic_score_gemma":0.000066852714,"teacher_disagreement_score":0.34579083,"about_ca_system_score_codex":0.0002726685,"about_ca_system_score_gemma":0.00009108976,"threshold_uncertainty_score":0.999342},"labels":[],"label_agreement":null},{"id":"W564092283","doi":"10.3970/cmes.2000.001.065","title":"Modelling and Validation of Contribions to Stress in the Shallow Trench Isolation Process Sequence","year":2000,"lang":"en","type":"article","venue":"Computer Modeling in Engineering & Sciences","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Advanced Micro Devices (Canada)","funders":"","keywords":"Shallow trench isolation; Sequence (biology); Trench; Isolation (microbiology); Process (computing); Stress (linguistics); Computer science; Materials science; Nanotechnology; Biology; Programming language; Bioinformatics; Genetics","score_opus":0.03187594671143172,"score_gpt":0.23625373316517967,"score_spread":0.20437778645374793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W564092283","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51170385,0.00010699233,0.48794043,0.000017179225,0.00006941461,0.00007713755,0.0000013704486,0.00005201777,0.000031632357],"genre_scores_gemma":[0.9834338,0.00006494509,0.016418766,0.000007725486,0.00004547946,0.000014091893,0.0000027030273,0.0000111569525,0.0000013603649],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999049,0.00001199172,0.00029317001,0.00021128521,0.00018636524,0.00024818862],"domain_scores_gemma":[0.999738,0.00007661227,0.000012716412,0.000113571776,0.000021707488,0.000037389356],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044145508,0.00013616505,0.00015620766,0.00026116116,0.00003918048,0.00006530338,0.00025232765,0.00004402636,0.0000020498182],"category_scores_gemma":[0.000007773529,0.00012034014,0.000019668283,0.0005801584,0.000019006658,0.00024351601,0.000011826276,0.00014022704,0.0000010914945],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[9.414768e-7,0.000007962742,0.00035840395,0.00006185141,0.0000018258828,9.4038774e-7,0.0019308759,0.9953984,0.0001900982,0.000053088275,4.2921766e-7,0.0019951987],"study_design_scores_gemma":[0.00009809295,0.000021719756,0.000077114986,0.00029311253,0.0000025037439,0.0000024677022,0.000042153184,0.9990158,0.00021171485,0.000090461974,0.0000048847783,0.00013997471],"about_ca_topic_score_codex":0.000053973086,"about_ca_topic_score_gemma":0.000008340205,"teacher_disagreement_score":0.47172993,"about_ca_system_score_codex":0.000026166357,"about_ca_system_score_gemma":0.000011532447,"threshold_uncertainty_score":0.49073285},"labels":[],"label_agreement":null},{"id":"W61359128","doi":"10.5006/c2007-07682","title":"Impact Testing of Materials for Oil Sands Processing Applications","year":2007,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"Suncor Energy (Canada)","funders":"","keywords":"Petroleum engineering; Materials processing; Oil sands; Forensic engineering; Environmental science; Materials science; Geology; Process engineering; Engineering; Composite material; Asphalt","score_opus":0.014534293344356486,"score_gpt":0.2596979751731705,"score_spread":0.245163681828814,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W61359128","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.2439109,0.00013422934,0.7438479,0.0000015666072,0.00006037132,0.00006891627,0.000009733537,0.0003822132,0.011584174],"genre_scores_gemma":[0.96888095,0.0000036918577,0.030871904,0.0000019961547,0.00011921464,0.000022607737,0.000005310613,0.00002614145,0.00006816352],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99951696,7.405027e-7,0.00018807486,0.00006318866,0.00005771824,0.0001733369],"domain_scores_gemma":[0.9997281,0.000072375275,0.000020108155,0.00007888663,0.0000637245,0.00003680994],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00025324777,0.00007599942,0.000106726606,0.00005885848,0.000026189544,0.000015418183,0.000052445354,0.00003561496,0.000008967186],"category_scores_gemma":[0.000029674304,0.00006776269,0.000025131849,0.00014519603,0.000006837713,0.00004752079,0.0000046786345,0.000025283096,0.0000021550452],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00000477351,0.000014486444,0.00032611983,0.0006521836,0.000023197566,2.2886364e-7,0.00008047118,0.19772288,0.54231334,0.00018456545,0.00009052475,0.25858724],"study_design_scores_gemma":[0.00026520045,0.000030220373,0.0010709749,0.00010900781,0.000019027022,0.0000059183735,0.000031759388,0.107868455,0.8882434,0.00014363769,0.0019830302,0.00022937653],"about_ca_topic_score_codex":0.0000073458555,"about_ca_topic_score_gemma":0.0000010082522,"teacher_disagreement_score":0.7249701,"about_ca_system_score_codex":0.000027592656,"about_ca_system_score_gemma":0.000009619202,"threshold_uncertainty_score":0.2763282},"labels":[],"label_agreement":null},{"id":"W6886052405","doi":"10.14288/1.0445162","title":"Exchange flows in a vertical pipe : a laboratory study of failure regimes in plug cementing","year":2024,"lang":"en","type":"article","venue":"cIRcle (University of British Columbia)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Buoyancy; Spark plug; Fluid dynamics; Flow (mathematics); Viscosity; Stress (linguistics); Newtonian fluid; Plug flow","score_opus":0.005130635911271251,"score_gpt":0.1591103722543537,"score_spread":0.15397973634308246,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6886052405","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99788654,0.00079631037,0.0005053217,0.000009410967,0.00013976842,0.00016168931,0.000019594643,0.00014037245,0.0003409649],"genre_scores_gemma":[0.99970126,0.000073019924,0.00013654106,0.000001366545,0.000016943852,0.0000010271611,0.0000026031564,0.000019506762,0.00004774781],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.9993041,0.000022517197,0.00013937466,0.00019633771,0.00013949278,0.00019814182],"domain_scores_gemma":[0.9997501,0.000035132238,0.000009781491,0.00013392264,0.000027152468,0.00004390887],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017426218,0.000043925567,0.00021984537,0.00014245852,0.000020397187,0.00003688764,0.00013398794,0.00006954267,0.00002925321],"category_scores_gemma":[0.000013060326,0.0001506145,0.00003854654,0.00061177905,0.000025374273,0.0001894394,0.000051873336,0.00018376899,0.0000045597976],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000039526036,0.0016702623,0.14991175,0.009779468,0.0005969564,0.00701426,0.035119087,0.19763231,0.014390075,0.0000124841235,0.0059607164,0.5778731],"study_design_scores_gemma":[0.001429552,0.000099095225,0.7847211,0.0014907314,0.00003721069,0.000008095278,0.0072020586,0.20401528,0.000014289469,0.000021715316,0.0006658427,0.00029504971],"about_ca_topic_score_codex":0.013988257,"about_ca_topic_score_gemma":0.22474495,"teacher_disagreement_score":0.6348093,"about_ca_system_score_codex":0.00007803485,"about_ca_system_score_gemma":0.00002208951,"threshold_uncertainty_score":0.9925777},"labels":[],"label_agreement":null},{"id":"W6891724545","doi":"10.48336/drtm-y751","title":"Exploring parameter interactions and deep learning for modeling pressure related downhole safety conditions during drilling","year":2021,"lang":"en","type":"article","venue":"Memorial University Research Repository (Memorial University)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Measurement while drilling; Lithology; Deep learning; Pore water pressure; Oil shale; Identification (biology); Completion (oil and gas wells); Drilling fluid","score_opus":0.03831814773509556,"score_gpt":0.23330235684142242,"score_spread":0.19498420910632686,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6891724545","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9338114,0.00025951522,0.04544719,0.00004711868,0.0071682474,0.0005369662,0.000036230304,0.00090893713,0.011784341],"genre_scores_gemma":[0.9892365,0.00078689586,0.0009470545,8.207406e-7,0.0013056338,0.0000020709829,0.000057961486,0.00006220584,0.0076009063],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977795,0.00028675047,0.0002717674,0.00060194585,0.00037035925,0.0006897031],"domain_scores_gemma":[0.9983085,0.00051429856,0.000049540125,0.00033648591,0.00046540122,0.0003257775],"candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00036942045,0.00027441417,0.00036821593,0.0007257509,0.0019457164,0.00017666211,0.00031074605,0.00019726719,0.000025907448],"category_scores_gemma":[0.00023663076,0.00038305102,0.00017787592,0.0009706277,0.00012346313,0.0012657297,0.00026078784,0.0011135555,0.000008353692],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0003188512,0.000032450906,0.00006206737,0.00020159448,0.00034104264,0.00045366897,0.0009243413,0.9618066,0.034119423,0.0014097283,0.000032949836,0.0002972918],"study_design_scores_gemma":[0.003151811,0.00009360403,0.00008839483,0.00027650793,0.00026745035,0.00008990279,0.005611905,0.91232854,0.01599402,0.00010665039,0.061338246,0.0006529455],"about_ca_topic_score_codex":0.000117358184,"about_ca_topic_score_gemma":0.000045494748,"teacher_disagreement_score":0.061305296,"about_ca_system_score_codex":0.0005169477,"about_ca_system_score_gemma":0.0001079235,"threshold_uncertainty_score":0.99986213},"labels":[],"label_agreement":null},{"id":"W6891980779","doi":"10.48550/arxiv.2508.05210","title":"Advanced Hybrid Transformer LSTM Technique with Attention and TS Mixer for Drilling Rate of Penetration Prediction","year":2025,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Artificial Intelligence in Medicine (Canada)","funders":"","keywords":"Salient; Feature learning; Encoder; Transformer; Discriminative model; Feature (linguistics); Artificial neural network; Pattern recognition (psychology)","score_opus":0.016448665919511593,"score_gpt":0.1505098335260795,"score_spread":0.1340611676065679,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6891980779","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.32708055,0.00008766843,0.67154765,0.0000030281526,0.00017889155,0.0004807791,0.00007126138,0.00019255487,0.00035760272],"genre_scores_gemma":[0.9964674,0.0007784482,0.0022531548,0.0000018873535,0.000029792453,0.000012523593,0.00010396085,0.000026766565,0.00032603735],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9992875,0.000013502232,0.00017445907,0.00033136297,0.000031142066,0.00016203613],"domain_scores_gemma":[0.99957424,0.000041779836,0.000059192498,0.00019192086,0.00008859232,0.000044299028],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00010978423,0.00021476844,0.000237821,0.00022088207,0.000049971684,0.000015261583,0.00009485798,0.00015015744,0.0000020132454],"category_scores_gemma":[0.0000056804374,0.00024703826,0.00008216924,0.00015206597,0.000028981985,0.00015534453,0.00001797754,0.00021862144,3.2496712e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005610239,0.0000098193495,0.00035683007,0.0010104495,0.00009261216,0.000002719917,0.000036636327,0.98803294,0.008815731,0.0008886857,0.000010337068,0.0006871334],"study_design_scores_gemma":[0.00064453844,0.000070545866,0.00065305247,0.0008406096,0.00019854457,0.0000021062099,0.00003573019,0.9640377,0.031698603,0.0012992584,0.00023967992,0.00027963473],"about_ca_topic_score_codex":0.00001340482,"about_ca_topic_score_gemma":0.000010706557,"teacher_disagreement_score":0.66938686,"about_ca_system_score_codex":0.00007845922,"about_ca_system_score_gemma":0.000027050424,"threshold_uncertainty_score":0.9999982},"labels":[],"label_agreement":null},{"id":"W6931385469","doi":"10.5281/zenodo.6155220","title":"Copidosoma truncatellum Dalman 1820","year":2013,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Lepidoptera genitalia; Czech; Taxonomy (biology); Pupa; Nearctic ecozone","score_opus":0.014704408491944767,"score_gpt":0.18211386635760843,"score_spread":0.16740945786566366,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6931385469","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.11272842,0.00051420357,0.07614518,0.00047640462,0.00087559375,0.0008992364,0.00008423553,0.011943289,0.79633343],"genre_scores_gemma":[0.9967076,0.00009377196,0.0002865923,0.000037422466,0.0001807941,5.9065997e-8,0.00033379364,0.0015029975,0.00085695053],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990564,0.000040757684,0.00017592417,0.00019962592,0.00017982465,0.00034749362],"domain_scores_gemma":[0.9993482,0.000012071125,0.000018950925,0.00031430498,0.00014322692,0.00016321562],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00014956725,0.00013429353,0.00011396666,0.00013909518,0.0005581467,0.00046589196,0.0005046273,0.000055284276,0.009279229],"category_scores_gemma":[0.00008197293,0.00014724449,0.00003753982,0.00029639466,0.000046248784,0.00022999423,0.00020723151,0.00020905198,0.024725107],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000082871275,0.0000807671,0.00000954829,0.00031169388,0.00012264911,0.000016210679,0.0013802015,0.056768518,0.04239806,0.004083787,0.58165836,0.3131619],"study_design_scores_gemma":[0.00022376659,0.000047030935,0.000312678,0.000025470232,0.0000057442235,0.000040188235,0.00007256476,0.06688054,0.0018346225,0.0001492375,0.93020314,0.00020500607],"about_ca_topic_score_codex":0.000008660053,"about_ca_topic_score_gemma":4.9488357e-8,"teacher_disagreement_score":0.8839792,"about_ca_system_score_codex":0.00007716932,"about_ca_system_score_gemma":7.027801e-7,"threshold_uncertainty_score":0.99162644},"labels":[],"label_agreement":null},{"id":"W6939255545","doi":"10.60692/5smmk-ngt57","title":"Numerical simulation of the thermomechanical behavior of cement sheath in wells subjected to steam injection","year":2018,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Cement; Slurry; Steam injection; Oil well; Finite element method; Expansive; Cabin pressurization; Leakage (economics)","score_opus":0.017032373861931766,"score_gpt":0.2009062843606916,"score_spread":0.18387391049875984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6939255545","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8556557,7.8186e-7,0.14300384,0.0000018739614,0.0004678259,0.00028962074,0.000009522355,0.0000924875,0.0004783373],"genre_scores_gemma":[0.9998311,3.234175e-8,0.00008056631,0.0000064608944,0.00003959924,0.000024139308,0.0000020204823,0.000009410639,0.000006686519],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991482,0.000017520551,0.0004805583,0.000055405224,0.00018015147,0.00011814975],"domain_scores_gemma":[0.9996241,0.0000058474325,0.00007084391,0.00019103786,0.00007798097,0.000030196108],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016173549,0.00009199945,0.00014803669,0.0001679425,0.000019846337,0.000011448958,0.00009054521,0.0000655444,0.000008050121],"category_scores_gemma":[0.000008623508,0.00007027369,0.000039739556,0.00035698054,0.0000081765365,0.00013324562,0.00001783352,0.000058872607,0.000035054276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016611193,0.0000024375836,0.017672684,0.00016015215,0.00000945702,7.5692e-8,0.012551509,0.96882576,0.00024458786,0.000017830713,0.000004037997,0.00049485936],"study_design_scores_gemma":[0.00040179104,0.00009566999,0.07909549,0.00024704527,0.000015279882,0.0000030097715,0.0010497619,0.8866922,0.032239307,3.331897e-7,0.00003822126,0.00012187169],"about_ca_topic_score_codex":0.00001757781,"about_ca_topic_score_gemma":3.829491e-7,"teacher_disagreement_score":0.14417537,"about_ca_system_score_codex":0.000098401826,"about_ca_system_score_gemma":0.0000069314906,"threshold_uncertainty_score":0.28656778},"labels":[],"label_agreement":null},{"id":"W6948850763","doi":"10.5281/zenodo.11723927","title":"PDF EPUB Download Yerba Buena: A Novel by Nina LaCour Full Book","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Girl; Download; Blues; Beauty; Lesbian; Queer; Folklife; Quarter (Canadian coin)","score_opus":0.010549794052267516,"score_gpt":0.19128617068278306,"score_spread":0.18073637663051553,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6948850763","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000008750453,0.005412785,0.02031623,0.000106639694,0.0005868692,0.00031664886,0.001112197,0.0065602334,0.9655796],"genre_scores_gemma":[0.0015295051,0.0020150552,0.00037435058,0.00009783066,0.0008424004,2.1991949e-7,0.0037393214,0.021489179,0.9699121],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99837756,0.000036812686,0.00025419434,0.00047664242,0.00034170246,0.00051307486],"domain_scores_gemma":[0.9991498,0.000009368624,0.0000494857,0.0004979251,0.00008144773,0.00021197474],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00023746892,0.00035982058,0.00027839156,0.00040811027,0.0002427599,0.0006190496,0.00075687026,0.00023783345,0.052964132],"category_scores_gemma":[0.00007408599,0.00039575965,0.00009223832,0.000406824,0.000065289045,0.00010016234,0.0004083665,0.0006295415,0.13750243],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000004539399,0.000028276836,1.5732345e-8,0.00050197606,0.00014084854,0.000016706497,0.00018464251,0.0015449944,0.0031957054,0.00014494015,0.9873027,0.00693462],"study_design_scores_gemma":[0.00025537677,0.00005594499,3.8522796e-7,0.00028859254,0.000036400324,0.00006673871,0.000025913158,0.004647274,0.00015870402,0.000009097627,0.99403465,0.0004209166],"about_ca_topic_score_codex":0.000021490694,"about_ca_topic_score_gemma":4.4975397e-7,"teacher_disagreement_score":0.0845383,"about_ca_system_score_codex":0.0001677121,"about_ca_system_score_gemma":0.0000024762073,"threshold_uncertainty_score":0.99984944},"labels":[],"label_agreement":null},{"id":"W6955230530","doi":"10.57907/mirri/mpigbs","title":"MIRRI0028491","year":2022,"lang":"en","type":"dataset","venue":"Entrepôt pour orphelin","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Organism; Taxon; Identification (biology); Key (lock)","score_opus":0.005701354486574353,"score_gpt":0.18349223379104002,"score_spread":0.17779087930446566,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6955230530","genre_codex":"dataset","genre_gemma":"dataset","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":"dataset","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000044417033,0.002460236,0.0005416856,0.000041180738,0.0033791119,0.00014107827,0.99252516,0.00078818056,0.00007897246],"genre_scores_gemma":[0.000059033708,0.0014561551,0.00020241918,0.000073380346,0.000652043,0.00006109904,0.99614966,0.00011608954,0.0012301408],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.998435,0.000030375351,0.0003754747,0.00033613615,0.0003399019,0.00048307847],"domain_scores_gemma":[0.99902415,0.00009106836,0.000051177136,0.00066660374,0.000017463743,0.0001495589],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00017198395,0.000442397,0.0003798778,0.0002165943,0.00007735774,0.00005792224,0.00047948878,0.00023733868,0.8676287],"category_scores_gemma":[0.000040371335,0.00049952965,0.00018574795,0.00017870004,0.000014304711,0.00004662226,0.0001210817,0.0009090808,0.11077299],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000018011207,0.00002001561,0.0000011824524,0.00017080283,0.000078986755,0.00008818113,0.000013662723,0.158207,0.000038833863,0.0000030765652,0.84075326,0.00062320824],"study_design_scores_gemma":[0.00020632255,0.000012587974,0.0000018571639,0.000051152518,0.00006180095,0.000025077177,0.000015700598,0.005941383,0.00014169377,0.000021691705,0.992994,0.00052670157],"about_ca_topic_score_codex":0.000069030255,"about_ca_topic_score_gemma":0.00001582226,"teacher_disagreement_score":0.7568557,"about_ca_system_score_codex":0.00017815584,"about_ca_system_score_gemma":0.000041183794,"threshold_uncertainty_score":0.9997456},"labels":[],"label_agreement":null},{"id":"W6958328604","doi":"10.60692/jde9v-keb16","title":"Numerical simulation of the thermomechanical behavior of cement sheath in wells subjected to steam injection","year":2018,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Cement; Slurry; Steam injection; Oil well; Finite element method; Expansive; Cabin pressurization; Leakage (economics)","score_opus":0.017032373861931766,"score_gpt":0.2009062843606916,"score_spread":0.18387391049875984,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6958328604","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8556557,7.8186e-7,0.14300384,0.0000018739614,0.0004678259,0.00028962074,0.000009522355,0.0000924875,0.0004783373],"genre_scores_gemma":[0.9998311,3.234175e-8,0.00008056631,0.0000064608944,0.00003959924,0.000024139308,0.0000020204823,0.000009410639,0.000006686519],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9991482,0.000017520551,0.0004805583,0.000055405224,0.00018015147,0.00011814975],"domain_scores_gemma":[0.9996241,0.0000058474325,0.00007084391,0.00019103786,0.00007798097,0.000030196108],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00016173549,0.00009199945,0.00014803669,0.0001679425,0.000019846337,0.000011448958,0.00009054521,0.0000655444,0.000008050121],"category_scores_gemma":[0.000008623508,0.00007027369,0.000039739556,0.00035698054,0.0000081765365,0.00013324562,0.00001783352,0.000058872607,0.000035054276],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000016611193,0.0000024375836,0.017672684,0.00016015215,0.00000945702,7.5692e-8,0.012551509,0.96882576,0.00024458786,0.000017830713,0.000004037997,0.00049485936],"study_design_scores_gemma":[0.00040179104,0.00009566999,0.07909549,0.00024704527,0.000015279882,0.0000030097715,0.0010497619,0.8866922,0.032239307,3.331897e-7,0.00003822126,0.00012187169],"about_ca_topic_score_codex":0.00001757781,"about_ca_topic_score_gemma":3.829491e-7,"teacher_disagreement_score":0.14417537,"about_ca_system_score_codex":0.000098401826,"about_ca_system_score_gemma":0.0000069314906,"threshold_uncertainty_score":0.28656778},"labels":[],"label_agreement":null},{"id":"W6962583618","doi":"10.17863/cam.70525","title":"Search for dark matter in association with an energetic photon in pp collisions at s = 13 TeV with the ATLAS detector","year":2020,"lang":"en","type":"article","venue":"Apollo (University of Cambridge)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"H2020 Marie Skłodowska-Curie Actions; Institut National de Physique Nucléaire et de Physique des Particules; European Regional Development Fund; Max-Planck-Gesellschaft; Centre National de la Recherche Scientifique; British Columbia Knowledge Development Fund; Fundação para a Ciência e a Tecnologia; Agencia Nacional de Promoción Científica y Tecnológica; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Science and Technology Facilities Council; Bundesministerium für Bildung und Forschung; Ministry of Education, Culture, Sports, Science and Technology; Natural Sciences and Engineering Research Council of Canada; European Social Fund; Royal Society; Centre National pour la Recherche Scientifique et Technique; Japan Society for the Promotion of Science; National Research Center \"Kurchatov Institute\"; Israel Science Foundation; Türkiye Atom Enerjisi Kurumu; Joint Institute for Nuclear Research; Ministerstwo Edukacji i Nauki; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Generalitat de Catalunya; Generalitat Valenciana; Austrian Science Fund; U.S. Department of Energy; National Natural Science Foundation of China; Alexander von Humboldt-Stiftung; Institut de Valorisation des Données; European Commission; Leverhulme Trust; Fundação de Amparo à Pesquisa do Estado de São Paulo; Javna Agencija za Raziskovalno Dejavnost RS; Deutsche Forschungsgemeinschaft; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Agence Nationale de la Recherche; Agencia Nacional de Investigación y Desarrollo; Services Fédéraux des Affaires Scientifiques, Techniques et Culturelles; Department of Science and Technology, Ministry of Science and Technology, India; General Secretariat for Research and Technology; National Science Foundation; Compute Canada; TRIUMF; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS); Canarie; Centres de Recerca de Catalunya; CERN; Danmarks Grundforskningsfond; Ministerio de Ciencia e Innovación","keywords":"Electroweak interaction; Large Hadron Collider; Dark matter; Atlas (anatomy); Standard Model (mathematical formulation); Photon; Luminosity; Physics beyond the Standard Model; ATLAS experiment; Coupling (piping)","score_opus":0.00670347023779437,"score_gpt":0.1680691276158018,"score_spread":0.16136565737800745,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6962583618","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9925687,0.000032123582,0.005984848,0.0004717639,0.00002292553,0.00019811525,0.000021604412,0.00004879444,0.00065116637],"genre_scores_gemma":[0.999116,0.00002078957,0.00051128917,0.000027574039,0.000015205795,0.0000014523295,0.000012458689,0.000020996235,0.000274251],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9994266,0.000019934974,0.000064716136,0.00013769821,0.0001496092,0.00020142675],"domain_scores_gemma":[0.99969065,0.00008275912,0.000024037741,0.000112015136,0.00002703,0.000063506566],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00010985619,0.000095186326,0.00015384702,0.00006610406,0.00005924003,0.0000103168195,0.0001380307,0.00004844448,0.000009514021],"category_scores_gemma":[0.0000047581475,0.00008688632,0.000029719036,0.00032022697,0.00002155767,0.00011764584,0.00002375327,0.00013230118,0.0000099317585],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00030224852,0.000029127385,0.1334735,0.00017006004,0.000080525984,0.000026936854,0.0032300532,0.8447343,0.013845597,0.000042686817,0.0038202282,0.0002446998],"study_design_scores_gemma":[0.0035418258,0.00045096915,0.10742965,0.00017236348,0.000079594545,0.0000046495215,0.0029623667,0.8384227,0.042066757,0.0000022181796,0.004348734,0.0005181309],"about_ca_topic_score_codex":0.00055281224,"about_ca_topic_score_gemma":0.00081367645,"teacher_disagreement_score":0.028221158,"about_ca_system_score_codex":0.00018624771,"about_ca_system_score_gemma":0.000020323285,"threshold_uncertainty_score":0.35431215},"labels":[],"label_agreement":null},{"id":"W6966975123","doi":"10.48336/ftn6-bs12","title":"Universal physics-based rate of penetration prediction model for rotary drilling","year":2022,"lang":"en","type":"article","venue":"Memorial University Research Repository (Memorial University)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Drilling; Drill; Measurement while drilling; Penetration rate; Rate of penetration; Point (geometry); Performance prediction; Process (computing)","score_opus":0.0240396315907435,"score_gpt":0.21727031706493663,"score_spread":0.19323068547419314,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6966975123","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.42456517,0.000038774746,0.5519043,0.000049707418,0.0090993,0.0013606934,0.0004650012,0.0007929557,0.011724085],"genre_scores_gemma":[0.9930029,0.000026585376,0.0011426745,0.0000021432604,0.0014326032,0.0000016395092,0.00012315715,0.000049651888,0.004218646],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9980145,0.00031345282,0.00021150924,0.00041998085,0.0005436544,0.000496914],"domain_scores_gemma":[0.9987438,0.00028735143,0.0000799785,0.0003596654,0.00034808012,0.00018115579],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00072128297,0.00021745235,0.00029962548,0.0007486581,0.0011630241,0.000036516805,0.0006202266,0.00013630214,0.000015865215],"category_scores_gemma":[0.00003319601,0.00031962612,0.00022598612,0.0011611765,0.00014250135,0.000495937,0.00018541138,0.00059309887,0.0000019363256],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010453264,0.00006707805,0.000044807348,0.00010156376,0.000103167644,0.000065602755,0.00030924447,0.93563557,0.058758207,0.0025918656,0.0011164802,0.00016111351],"study_design_scores_gemma":[0.0026859553,0.00030418718,0.000025247695,0.000027959215,0.000100751284,0.0000021961387,0.0009147396,0.9662092,0.016728614,0.00017316012,0.01255735,0.00027064318],"about_ca_topic_score_codex":0.0002198609,"about_ca_topic_score_gemma":0.00001438431,"teacher_disagreement_score":0.56843776,"about_ca_system_score_codex":0.0012897676,"about_ca_system_score_gemma":0.0004432226,"threshold_uncertainty_score":0.99992555},"labels":[],"label_agreement":null},{"id":"W6987809406","doi":"","title":"Vantage Drilling International Reports Second Quarter Results for 2017","year":2017,"lang":"en","type":"other","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Drilling; Work (physics); Prospection; Placemaking","score_opus":0.010005366424444313,"score_gpt":0.23228056280475184,"score_spread":0.22227519638030754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6987809406","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000042992483,0.00038581685,0.07896167,0.00001792402,0.007748222,0.00020276308,0.000192135,0.0010124912,0.9114747],"genre_scores_gemma":[0.00375947,0.00021086333,0.004864426,0.000012392409,0.0019844498,0.000033739394,0.00031712395,0.00048554924,0.988332],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99902123,0.0000022150114,0.00027859828,0.00031010807,0.00013049351,0.00025736084],"domain_scores_gemma":[0.99912286,0.000031525953,0.00013550061,0.00061768806,0.000021921764,0.000070498994],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00015789343,0.00028039556,0.00029146712,0.00019347094,0.000041607356,0.00010779986,0.00024142534,0.00027694064,0.00046263842],"category_scores_gemma":[0.000039329923,0.0002788692,0.0001295149,0.0000132636205,0.0000143872985,0.00006684391,0.000021393033,0.0001665602,0.00006112738],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000029276814,0.0000033160752,0.0000028154125,0.00014518436,0.00015620797,0.000041680607,0.000027179849,0.0058569647,0.00006903885,0.000032103577,0.9927904,0.00087220507],"study_design_scores_gemma":[0.00026461645,0.0000074704644,0.0000037771772,0.00031102056,0.000016580074,0.000025757035,0.0000043017976,0.04023499,0.00025306194,0.00003534511,0.95849925,0.000343821],"about_ca_topic_score_codex":0.000019302812,"about_ca_topic_score_gemma":0.000120174795,"teacher_disagreement_score":0.076857306,"about_ca_system_score_codex":0.00003697194,"about_ca_system_score_gemma":0.000010430561,"threshold_uncertainty_score":0.9999663},"labels":[],"label_agreement":null},{"id":"W6987902173","doi":"","title":"Using Drilling Data to Calculate Porosity &amp; Permeability","year":2017,"lang":"en","type":"dissertation","venue":"SHAREOK (University of Oklahoma)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Oklahoma State University","keywords":"Porosity; Permeability (electromagnetism); Drilling; Oil shale; Lithology; Petroleum reservoir; Effective porosity","score_opus":0.10152834844869564,"score_gpt":0.28301028784804316,"score_spread":0.18148193939934754,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6987902173","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.973171,0.00046411215,0.01370234,0.000015904352,0.0015729594,0.000353051,0.0011593032,0.00045905626,0.0091022635],"genre_scores_gemma":[0.9823384,0.00012897694,0.008472492,0.000003343045,0.00016043232,2.918921e-7,0.0042560967,0.00010315474,0.0045367684],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99851555,0.000016539883,0.0002058156,0.0005722889,0.00031317893,0.00037661233],"domain_scores_gemma":[0.9976873,0.000030027544,0.00013893255,0.0018015674,0.00013403258,0.00020818436],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00024936258,0.00034946465,0.0005682089,0.00023473684,0.00036491855,0.00006281246,0.0014395746,0.0003437724,0.0002751562],"category_scores_gemma":[0.0000767057,0.000505053,0.00016583248,0.00014861948,0.00003957378,0.00040491554,0.00019001083,0.00040006306,0.0000794692],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002273393,0.00014997151,0.0031630476,0.0070581585,0.0011464054,0.00017520039,0.010489836,0.8723381,0.060667355,0.00009211064,0.007855846,0.03663662],"study_design_scores_gemma":[0.0013096794,0.000060624774,0.06990371,0.0042136,0.0010985945,0.000024244446,0.002585342,0.80789983,0.002257996,0.00016417386,0.1069212,0.0035609817],"about_ca_topic_score_codex":0.0011573295,"about_ca_topic_score_gemma":0.0037067072,"teacher_disagreement_score":0.099065356,"about_ca_system_score_codex":0.00018260574,"about_ca_system_score_gemma":0.00008389827,"threshold_uncertainty_score":0.9997401},"labels":[],"label_agreement":null},{"id":"W6997196443","doi":"","title":"Vantage Drilling International Reports First Quarter Results for 2018","year":2018,"lang":"en","type":"other","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Drilling; Prospection; Work (physics); Placemaking","score_opus":0.0069239385240535125,"score_gpt":0.2076565904509909,"score_spread":0.2007326519269374,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W6997196443","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000034301518,0.00013388938,0.18914394,0.00003570174,0.008087074,0.00019317705,0.00007225094,0.0014798793,0.80085063],"genre_scores_gemma":[0.0022971283,0.00023720958,0.0141323395,0.00002188917,0.0045206524,0.000049314058,0.0003465465,0.00080687157,0.97758806],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99889654,0.0000020176496,0.00036252118,0.0003174487,0.0001512716,0.00027019193],"domain_scores_gemma":[0.99941,0.0000408775,0.00007670653,0.00037820273,0.000026126021,0.000068121575],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00013708911,0.00028321068,0.00024378268,0.00021964351,0.000027903983,0.00005365189,0.00015570593,0.00026717142,0.00081629603],"category_scores_gemma":[0.00003213187,0.00027619168,0.0001151282,0.00005047595,0.000017820357,0.000040849318,0.000019195042,0.00009789455,0.0002810682],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003896556,0.0000049727228,0.000005869029,0.00012419558,0.00012817288,0.000012988816,0.000035547993,0.010140695,0.000014419911,0.000030968986,0.9892958,0.00020250671],"study_design_scores_gemma":[0.00021560302,0.000015921181,0.0000019020075,0.00030043238,0.000017301614,0.000014153101,0.0000071228424,0.08295459,0.00016323637,0.00002839595,0.9159571,0.0003242157],"about_ca_topic_score_codex":0.000030022802,"about_ca_topic_score_gemma":0.00010597733,"teacher_disagreement_score":0.1767374,"about_ca_system_score_codex":0.000054723376,"about_ca_system_score_gemma":0.0000069729426,"threshold_uncertainty_score":0.999969},"labels":[],"label_agreement":null},{"id":"W7000137304","doi":"","title":"Effect of nano-SiO2, nano-Al2O3, MWCNT and FA on properties of Portland G-class cement","year":2021,"lang":"en","type":"dissertation","venue":"Duo Research Archive (University of Oslo)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Cement; Portland cement; Petroleum; Fossil fuel; Petroleum industry; Structural integrity; Oil well","score_opus":0.014854178324791616,"score_gpt":0.22879998367623489,"score_spread":0.21394580535144328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7000137304","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9912731,0.0009952629,0.00036308428,0.000011805174,0.00014693824,0.00037741865,0.000089590045,0.000037817717,0.00670498],"genre_scores_gemma":[0.99640006,0.0014214055,0.00019054688,5.19507e-7,0.000021534552,0.0000019459471,0.00026216358,0.000037645703,0.0016641695],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9983742,0.00016697228,0.00019878097,0.00028410804,0.0006439362,0.00033197526],"domain_scores_gemma":[0.9990642,0.0002550171,0.00008050859,0.00030481143,0.00017468953,0.00012073881],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005580939,0.0002253946,0.0005588518,0.00061537116,0.00009941323,0.000011426053,0.0002795162,0.00013636527,0.000038223414],"category_scores_gemma":[0.00009362292,0.00023522445,0.00014077393,0.00025324116,0.00015795002,0.00006511389,0.00009668761,0.00046229432,0.0000044682633],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009771193,0.000114585535,0.0003173594,0.016583592,0.000634449,0.00007950202,0.0069481903,0.01296632,0.94310784,0.00040194456,0.0008739713,0.016995134],"study_design_scores_gemma":[0.0032897177,0.0033348782,0.0053566187,0.01196684,0.0002502323,0.000008078572,0.007484579,0.06230924,0.89907104,0.00014527343,0.0057970383,0.0009864649],"about_ca_topic_score_codex":0.0004517075,"about_ca_topic_score_gemma":0.0002470345,"teacher_disagreement_score":0.04934292,"about_ca_system_score_codex":0.000055768953,"about_ca_system_score_gemma":0.000082187355,"threshold_uncertainty_score":0.9592175},"labels":[],"label_agreement":null},{"id":"W7001195816","doi":"","title":"Improving the technique for assessing the condition and predicting the wear of the rock destruction tool equipment","year":2022,"lang":"en","type":"article","venue":"The Scientific Issues of Ternopil Volodymyr Hnatiuk National Pedagogical University Series pedagogy","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Nutrasource","funders":"","keywords":"Drilling; Work (physics); Process (computing); Mode (computer interface); Tool wear; Face (sociological concept); Power (physics)","score_opus":0.026242503230380812,"score_gpt":0.27596365807600953,"score_spread":0.24972115484562873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7001195816","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9610789,0.0003812528,0.031074217,0.00419744,0.0013133045,0.0011692656,0.00018878738,0.000118303346,0.00047854794],"genre_scores_gemma":[0.9977325,0.000018711913,0.00030420543,0.000020682019,0.00010026776,0.000022454677,0.000018228193,0.000012898295,0.0017700539],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99853474,0.00016389258,0.00025347222,0.00020482302,0.0006370838,0.00020599684],"domain_scores_gemma":[0.9988311,0.00047926666,0.00017936311,0.00029634,0.00019461116,0.00001934143],"candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0015864135,0.00013976899,0.0001402963,0.0000776835,0.0019094116,0.000109746084,0.00076841476,0.000047523074,0.000036920355],"category_scores_gemma":[0.0001797273,0.000072924064,0.00010681862,0.00035844717,0.00047353204,0.00026096997,0.00041551518,0.00032794155,4.797185e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008762742,0.00007348765,0.0012242494,0.00031840513,0.00020866189,0.0000016844701,0.01685316,0.8210314,0.10958232,0.046213042,0.0013566739,0.0030492947],"study_design_scores_gemma":[0.0011732583,0.00029474305,0.01269987,0.0001633481,0.00035642093,0.00018638097,0.10949278,0.70286196,0.053077165,0.011419739,0.1075697,0.0007046086],"about_ca_topic_score_codex":0.00007370648,"about_ca_topic_score_gemma":0.00002088362,"teacher_disagreement_score":0.11816941,"about_ca_system_score_codex":0.0001312597,"about_ca_system_score_gemma":0.000090310255,"threshold_uncertainty_score":0.99938995},"labels":[],"label_agreement":null},{"id":"W7008464617","doi":"","title":"Canadian oil company to drill more wells near Kettleman City","year":2012,"lang":"en","type":"other","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drill; Petroleum; Petroleum industry; Oil well; Drilling","score_opus":0.006736796191553546,"score_gpt":0.18734863133371682,"score_spread":0.18061183514216328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7008464617","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00012385688,0.0008184961,0.0019149235,0.0001389744,0.0018502224,0.000093487535,0.00010376233,0.0015515403,0.99340475],"genre_scores_gemma":[0.014396345,0.00007979964,0.0036788352,0.00024931293,0.001064095,0.000014775042,0.00006762669,0.0010750997,0.9793741],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.99875766,0.000005448307,0.00016842478,0.00021670682,0.00014690388,0.0007048707],"domain_scores_gemma":[0.9987261,0.000012312502,0.00001539475,0.00044505793,0.000011218789,0.00078986073],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00006664935,0.00038774777,0.00036433886,0.00032090285,0.00003819566,0.00005862441,0.000253797,0.00032243016,0.005824684],"category_scores_gemma":[0.000005435697,0.00040092363,0.00008202457,0.00017646678,0.000015863554,0.000021970669,0.000024244342,0.00027641442,0.0024846292],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.884446e-7,0.000004058966,0.0000898403,0.00017338287,0.000084239735,0.000008247599,0.00011871823,0.059985198,0.000011402175,0.00009097065,0.9338928,0.0055408697],"study_design_scores_gemma":[0.000064117165,0.0000032762061,0.00006683035,0.0001564005,0.000019268553,0.000003345603,0.000008640245,0.011631101,0.00007548687,0.0000014366002,0.987453,0.0005171427],"about_ca_topic_score_codex":0.12244723,"about_ca_topic_score_gemma":0.118429504,"teacher_disagreement_score":0.05356017,"about_ca_system_score_codex":0.00021290488,"about_ca_system_score_gemma":0.000040774048,"threshold_uncertainty_score":0.99984425},"labels":[],"label_agreement":null},{"id":"W7011375741","doi":"","title":"Major Drilling Announces Annual and Fourth Quarter Results","year":2021,"lang":"en","type":"other","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Drilling; Drilling rig; Trenchless technology","score_opus":0.005194149409307081,"score_gpt":0.1858775790912264,"score_spread":0.18068342968191933,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7011375741","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006707606,0.007865815,0.01818488,0.000039055438,0.0012173282,0.00009561615,0.00016327685,0.0013339672,0.971033],"genre_scores_gemma":[0.00781481,0.0021112296,0.013734537,0.00004409612,0.0018253089,0.00001534875,0.0002500043,0.0008690631,0.9733356],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990901,0.000008024736,0.00020323576,0.00028572403,0.00013495878,0.0002779599],"domain_scores_gemma":[0.9995921,0.00003378886,0.000026041449,0.0002409115,0.000016141788,0.00009101073],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00007935852,0.00029650045,0.00030599133,0.00015916109,0.000022523818,0.000060388564,0.00008832839,0.0002478787,0.0002546569],"category_scores_gemma":[0.00001145268,0.00028081887,0.00005202903,0.00010633749,0.00001944016,0.000033315777,0.00002190355,0.00021085847,0.000034056768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000028428128,0.0000064173923,0.000016693226,0.00047404808,0.00019410726,0.000043709424,0.0002810869,0.022283569,0.00007899877,0.00008819498,0.9742223,0.0023080166],"study_design_scores_gemma":[0.00030404984,0.000014419752,0.000016358164,0.0005041095,0.00002347154,0.00001361845,0.00013878218,0.039986163,0.00008685501,0.0000114976765,0.95843685,0.00046380376],"about_ca_topic_score_codex":0.000069289315,"about_ca_topic_score_gemma":0.00013148581,"teacher_disagreement_score":0.017702594,"about_ca_system_score_codex":0.000015332624,"about_ca_system_score_gemma":0.000009077725,"threshold_uncertainty_score":0.9999644},"labels":[],"label_agreement":null},{"id":"W7015006028","doi":"","title":"Representationes sociales del conflicto armado colombiano en las crónicas y testimonios de la revista Semana","year":2009,"lang":"es","type":"other","venue":"Open MIND","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Latin Americans; Government (linguistics); Power (physics)","score_opus":0.033028934178480074,"score_gpt":0.32429962301617055,"score_spread":0.2912706888376905,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7015006028","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.008074746,0.003096187,0.0053483504,0.00026387104,0.00036841028,0.0011601382,0.00014738439,0.0000891314,0.9814518],"genre_scores_gemma":[0.29052508,0.004218892,0.07879526,0.00015006345,0.0024688444,0.000135118,0.0003855704,0.0013357106,0.6219855],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99788004,0.00020077567,0.0005326376,0.0006004239,0.00024773093,0.0005383905],"domain_scores_gemma":[0.99833304,0.00062878407,0.00018937446,0.0005902204,0.00005218409,0.00020642053],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0007171611,0.00055847585,0.0007523391,0.00019915216,0.00013333441,0.000946316,0.0008389724,0.0006392774,0.0034751657],"category_scores_gemma":[0.0003154747,0.0006494194,0.0001640103,0.0002570708,0.00013027183,0.00015368783,0.00016463,0.0005687107,0.001427548],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0001148876,0.00060865027,0.004248405,0.0018904168,0.0026363828,0.0012498377,0.0065714135,0.38771164,0.009087326,0.0064585134,0.20965396,0.36976856],"study_design_scores_gemma":[0.00069060054,0.000044926095,0.0020181092,0.001525537,0.0002595188,0.000047786154,0.000106492655,0.016760284,0.0014566985,0.00011984712,0.97608227,0.0008879517],"about_ca_topic_score_codex":0.0004040881,"about_ca_topic_score_gemma":0.000044338445,"teacher_disagreement_score":0.7664283,"about_ca_system_score_codex":0.00024283322,"about_ca_system_score_gemma":0.00021858183,"threshold_uncertainty_score":0.9995957},"labels":[],"label_agreement":null},{"id":"W7018672385","doi":"","title":"Drilling Deep Into the Canadian Upstream Industry: What to Expect?","year":2024,"lang":"en","type":"other","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling; Upstream (networking); Measurement while drilling; Drilling rig; Closure (psychology)","score_opus":0.005581765795204581,"score_gpt":0.1969729007104574,"score_spread":0.1913911349152528,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7018672385","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00002994826,0.01215586,0.0042989324,0.0004476019,0.0044421614,0.0002604856,0.000005829435,0.0018971947,0.976462],"genre_scores_gemma":[0.047462072,0.0009331592,0.0016197738,0.00038085028,0.002359518,0.00009511258,0.000024177429,0.0022555431,0.9448698],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989397,0.0000065647696,0.00015812172,0.00027599026,0.00016123978,0.00045836734],"domain_scores_gemma":[0.9991683,0.000016907245,0.000010406644,0.00045333474,0.000009610892,0.00034146025],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000087446766,0.00036530456,0.0002351278,0.0004729876,0.000049255203,0.00046471332,0.00031880106,0.0006465612,0.0013218524],"category_scores_gemma":[0.0000102286585,0.0002785041,0.00007782866,0.00033884557,0.000016768032,0.000052364543,0.00003366335,0.0008310144,0.0026550158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[2.4834262e-7,0.0000017046974,0.000005386282,0.00016300527,0.00020792318,0.00003503062,0.0020714514,0.2006023,0.000005826961,0.00061676675,0.77127594,0.02501442],"study_design_scores_gemma":[0.000025415908,0.000004979678,6.622445e-7,0.0006746613,0.000026677395,0.000003406881,0.00055261626,0.0181499,0.000111983594,0.000073690164,0.97998905,0.00038696273],"about_ca_topic_score_codex":0.08881663,"about_ca_topic_score_gemma":0.57596743,"teacher_disagreement_score":0.48715082,"about_ca_system_score_codex":0.00026383688,"about_ca_system_score_gemma":0.000047260713,"threshold_uncertainty_score":0.99996674},"labels":[],"label_agreement":null},{"id":"W7018957783","doi":"","title":"Experimental Investigation of Heavy over Light Fluid Mix Phenomena in Vertical Wells","year":2018,"lang":"en","type":"dissertation","venue":"Duo Research Archive (University of Oslo)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drill string; Drilling fluid; Annulus (botany); Wellhead; Mixing (physics); Underbalanced drilling; Drag; Drill; Drilling; Drill pipe","score_opus":0.0177550728129428,"score_gpt":0.24818476632650113,"score_spread":0.23042969351355833,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7018957783","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98103976,0.0004772257,0.000942827,0.000021603531,0.00022887017,0.00027203863,0.00004327669,0.000058897855,0.016915496],"genre_scores_gemma":[0.9975617,0.00020498193,0.0011481277,0.0000019763395,0.00010098168,0.0000015876384,0.00034658358,0.00004583151,0.0005882357],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99848884,0.00009373613,0.0002106581,0.0002743104,0.0005334569,0.00039901675],"domain_scores_gemma":[0.9993065,0.00013173245,0.000030903728,0.00026852387,0.000095926865,0.0001664393],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00034518316,0.00018664,0.00034635272,0.0008381125,0.00007625396,0.00001139035,0.00036635084,0.00016117794,0.00020138572],"category_scores_gemma":[0.000036915233,0.00024731882,0.0001040471,0.00041011287,0.00019060123,0.00014999976,0.00007353602,0.0005076559,0.00005220387],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00058304874,0.00015128616,0.0004844799,0.0017588438,0.00021937392,0.000056619774,0.03238894,0.0067766863,0.94600797,0.0011408606,0.009023027,0.0014088779],"study_design_scores_gemma":[0.002391401,0.00077097054,0.029600905,0.0024270732,0.000050275677,0.0000024789547,0.014413738,0.25465268,0.68190956,0.0016222377,0.011177158,0.0009815283],"about_ca_topic_score_codex":0.00047377354,"about_ca_topic_score_gemma":0.00027438553,"teacher_disagreement_score":0.26409838,"about_ca_system_score_codex":0.00015865422,"about_ca_system_score_gemma":0.00008912642,"threshold_uncertainty_score":0.9999979},"labels":[],"label_agreement":null},{"id":"W7027509648","doi":"","title":"The Connection Fourth Quarter 2014","year":2014,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Connection (principal bundle); Volume (thermodynamics); Natural (archaeology)","score_opus":0.002762707924186071,"score_gpt":0.1511415636184864,"score_spread":0.14837885569430034,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7027509648","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0000060032535,0.0005425839,0.00008684557,0.000038897975,0.0011066856,0.00017742974,0.000020164447,0.0006143925,0.997407],"genre_scores_gemma":[0.0014580344,0.0006722776,0.00031721307,0.000036356894,0.00035257405,0.000013413201,0.000046674868,0.00016754345,0.9969359],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9990192,0.000018485653,0.00039196995,0.00009989657,0.00021249177,0.00025794754],"domain_scores_gemma":[0.9993035,0.000119288874,0.00014297893,0.00032136633,0.000044269495,0.00006858073],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00019292052,0.00026516826,0.00025288618,0.000049741644,0.0000615059,0.000054411816,0.00021063931,0.00026895804,0.054319795],"category_scores_gemma":[0.00003574594,0.00022134456,0.00011279922,0.0000045237234,0.00004689744,1.0106304e-7,0.000018455716,0.00024397354,0.015300816],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000005396211,0.0000027745332,2.783639e-7,0.00026974265,0.000053476622,0.0000010525091,0.000028242803,0.06027286,2.743403e-7,0.000035835597,0.93772805,0.0016020483],"study_design_scores_gemma":[0.0001872883,0.00003619387,0.0000011975366,0.00014702324,0.000025431262,0.000019119478,0.000023555545,0.008856124,0.0000067787996,0.0000071881436,0.99043906,0.0002510241],"about_ca_topic_score_codex":0.00041817277,"about_ca_topic_score_gemma":0.00041309997,"teacher_disagreement_score":0.05271106,"about_ca_system_score_codex":0.00002944622,"about_ca_system_score_gemma":0.0000049960204,"threshold_uncertainty_score":0.9854659},"labels":[],"label_agreement":null},{"id":"W7027639376","doi":"","title":"Die Neißeprovinz als Kleingau?: eine Erwiderung zum Beitrag von Walter Wenzelüber „Die provincia Nice“","year":2014,"lang":"en","type":"other","venue":"Qucosa (Saxon State and University Library Dresden)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Proposition; Settlement (finance); Context (archaeology); Subject (documents); Nice; Toponymy; Quarter (Canadian coin)","score_opus":0.005315207224064615,"score_gpt":0.16630662838552782,"score_spread":0.1609914211614632,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7027639376","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.004931035,0.012762628,0.02309526,0.00034866677,0.002099941,0.0011344856,0.000912723,0.004602226,0.95011306],"genre_scores_gemma":[0.014980081,0.012776714,0.0022057807,0.00023793471,0.00096958486,0.0000045326865,0.0004549139,0.0012604785,0.96711],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9978082,0.000070054506,0.00034246666,0.00071517075,0.0002911657,0.000772899],"domain_scores_gemma":[0.998744,0.00008072068,0.000149268,0.0006142407,0.00001824462,0.00039353728],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000103191735,0.0007671895,0.0007787034,0.0006271817,0.00014537408,0.00017172031,0.00046597,0.0004788051,0.00070854806],"category_scores_gemma":[0.000008351388,0.000846217,0.00019961284,0.000205611,0.00009678612,0.0008108835,0.0002694424,0.00066948443,0.00030826023],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00017715312,0.00012259652,0.000893776,0.0039322716,0.0013610263,0.0014162445,0.0010750677,0.007091971,0.0004200834,0.0010695424,0.9229016,0.059538685],"study_design_scores_gemma":[0.0007869387,0.00007450541,0.00015136038,0.0005429967,0.00016709187,0.0000067326255,0.00005440608,0.008576207,0.0004841468,0.00008869981,0.9880453,0.0010216594],"about_ca_topic_score_codex":0.00022953552,"about_ca_topic_score_gemma":0.00030600603,"teacher_disagreement_score":0.065143675,"about_ca_system_score_codex":0.00007104575,"about_ca_system_score_gemma":0.000071123286,"threshold_uncertainty_score":0.9993989},"labels":[],"label_agreement":null},{"id":"W7034309475","doi":"","title":"Surface-Enhanced Spectroelectrochemistry using Synchrotron Infrared Radiation","year":2021,"lang":"en","type":"dissertation","venue":"University Library (University of Saskatchewan)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Microsecond; Infrared; Synchrotron; Beamline; Synchrotron radiation; Infrared spectroscopy; Spectroscopy; Characterization (materials science)","score_opus":0.0033485222600823515,"score_gpt":0.15034692262150162,"score_spread":0.14699840036141926,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7034309475","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97139966,0.0006543747,0.0069125085,0.000009305972,0.00043476763,0.0001455268,0.000096272066,0.00060997717,0.019737598],"genre_scores_gemma":[0.95465076,0.0008102033,0.0053574056,0.0000031010995,0.00008839009,1.9789763e-8,0.001942031,0.00007722452,0.03707089],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99886835,0.000029326246,0.00015054565,0.00036995634,0.00022569169,0.00035612617],"domain_scores_gemma":[0.9992897,0.00003526712,0.00013615043,0.0003321106,0.00005723307,0.00014957419],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00003100545,0.0003522741,0.00049254496,0.00024326012,0.00015832053,0.000029821354,0.00042835803,0.0004907571,0.0005832235],"category_scores_gemma":[0.0000032181854,0.0005994167,0.00025683883,0.0005807763,0.00004253549,0.00084602454,0.000056513752,0.0005073299,0.000012913401],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00037143505,0.00012396196,0.00050199917,0.0035566452,0.0013493949,0.0004898016,0.037150476,0.36006138,0.58991253,0.000048659967,0.0026012717,0.0038324227],"study_design_scores_gemma":[0.0028320295,0.00011881514,0.0015292017,0.0018626621,0.0009923064,0.000016512728,0.3521538,0.1309924,0.49932665,0.00020720434,0.0070748907,0.0028935308],"about_ca_topic_score_codex":0.00013928671,"about_ca_topic_score_gemma":0.000097420176,"teacher_disagreement_score":0.31500334,"about_ca_system_score_codex":0.00026666475,"about_ca_system_score_gemma":0.00030749597,"threshold_uncertainty_score":0.9996457},"labels":[],"label_agreement":null},{"id":"W7039268875","doi":"","title":"Le Rôle des couches de fondation dans la propagation des fissures à la surface des chaussées","year":2000,"lang":"fr","type":"article","venue":"NPARC","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":true,"route_about_ca":false,"ca_institutions":"","funders":"","keywords":"Deformation (meteorology); Reflection (computer programming); Texture (cosmology); Surface roughness","score_opus":0.008599077004328857,"score_gpt":0.20219911077115033,"score_spread":0.19360003376682147,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7039268875","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8251254,0.0024764952,0.09986175,0.00012698908,0.00012557454,0.00012082638,0.000017532531,0.00037944483,0.07176601],"genre_scores_gemma":[0.95267195,0.0024613987,0.038924642,0.0000037129582,0.00014394325,0.00001488219,0.000019466388,0.00008035802,0.0056796437],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99880797,0.00010961604,0.00023825126,0.00021400668,0.00015005405,0.0004801209],"domain_scores_gemma":[0.99943423,0.00018348599,0.000028225148,0.00017664509,0.000050919964,0.00012647866],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00044797786,0.00024504014,0.00019450247,0.000052452433,0.00025467208,0.00015152567,0.00013822435,0.00019980577,0.00031677258],"category_scores_gemma":[0.000070918395,0.00028742902,0.00007101059,0.00023442062,0.00037303372,0.0004260624,0.000014940179,0.00022136471,0.000089664725],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001009962,0.00006302385,0.00203362,0.00067224173,0.00006072264,0.000013846998,0.006364504,0.73127073,0.18351582,0.0075570727,0.00028124495,0.06815708],"study_design_scores_gemma":[0.0005634651,0.0000839378,0.013880069,0.0011071032,0.0001058562,0.00012673497,0.0009728434,0.5823527,0.33600786,0.02166504,0.042452604,0.0006818198],"about_ca_topic_score_codex":0.00047667368,"about_ca_topic_score_gemma":0.00020026923,"teacher_disagreement_score":0.15249205,"about_ca_system_score_codex":0.0001720952,"about_ca_system_score_gemma":0.000085913765,"threshold_uncertainty_score":0.9999578},"labels":[],"label_agreement":null},{"id":"W7045805615","doi":"","title":"The Connection Third Quarter 2014","year":2014,"lang":"en","type":"other","venue":"Bulletin of Miscellaneous Information (Royal Gardens Kew)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Connection (principal bundle); Volume (thermodynamics); Natural (archaeology)","score_opus":0.0026553833967387238,"score_gpt":0.15151430786296746,"score_spread":0.14885892446622873,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7045805615","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000004852595,0.0006743343,0.0000548846,0.00004774897,0.0011647388,0.00017669448,0.000019392086,0.0006795619,0.9971778],"genre_scores_gemma":[0.0012976412,0.0007400853,0.00019670547,0.000041991934,0.00033666246,0.000013530544,0.000045502708,0.00014723372,0.99718064],"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989946,0.000024414701,0.00040539558,0.00010146234,0.00021731226,0.0002568121],"domain_scores_gemma":[0.9992987,0.000119983364,0.0001430356,0.00032619675,0.0000452576,0.00006682542],"candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00020450169,0.0002682251,0.00025875008,0.000048803824,0.00006359696,0.00006202416,0.00021922452,0.0002934656,0.03830748],"category_scores_gemma":[0.000035657296,0.00022232586,0.000114620576,0.0000045887637,0.00005010523,1.0922421e-7,0.000019305386,0.00026149524,0.01774143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000056890235,0.0000028999095,2.6302197e-7,0.00029064133,0.000053800944,0.000001024104,0.0000336448,0.039895777,2.9740593e-7,0.0000357715,0.95858806,0.0010921194],"study_design_scores_gemma":[0.00017599115,0.00003491177,0.0000014296257,0.00015404823,0.000025310968,0.00001853946,0.000027632364,0.0049473867,0.000010463179,0.0000062790955,0.99434423,0.00025375315],"about_ca_topic_score_codex":0.00040512253,"about_ca_topic_score_gemma":0.0003888078,"teacher_disagreement_score":0.035756182,"about_ca_system_score_codex":0.000029965033,"about_ca_system_score_gemma":0.000005057999,"threshold_uncertainty_score":0.98302335},"labels":[],"label_agreement":null},{"id":"W7068882327","doi":"","title":"","year":2021,"lang":"en","type":"other","venue":"Directory of Open access Books (OAPEN Foundation)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"","funders":"University of Toronto; Griffith University; Milwaukee Metropolitan Sewerage District; Department for International Development; United States Agency for International Development","keywords":"Livelihood; Mining industry; Variety (cybernetics); Scale (ratio); State (computer science)","score_opus":0.05743937472387859,"score_gpt":0.35332966017407647,"score_spread":0.29589028545019785,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7068882327","genre_codex":"other","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"other","genre_consensus":"other","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00060076494,0.00199442,0.01003269,0.000023701255,0.0030788518,0.0012807559,0.0000092425,0.0014045258,0.9815751],"genre_scores_gemma":[0.050129518,0.0036461498,0.0057565793,0.00015593835,0.0012001432,0.0007490557,0.002513076,0.0044253343,0.9314242],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9967227,0.00009500315,0.0010364257,0.0008836681,0.000611783,0.000650419],"domain_scores_gemma":[0.99758273,0.00016931599,0.00044504314,0.0013888923,0.00014776901,0.00026624204],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00041779375,0.0009531398,0.001608656,0.00087504316,0.00012414122,0.0024410659,0.004592833,0.00028846515,0.017096778],"category_scores_gemma":[0.00009148781,0.0011274974,0.00027888856,0.000612215,0.0001370563,0.0016109737,0.0013754547,0.00054970064,0.00014840098],"study_design_candidate":"not_applicable","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00009455552,0.0004572075,0.005394263,0.012666333,0.0065611713,0.00024179244,0.0005603759,0.28215036,0.009265285,0.01740334,0.15880662,0.5063987],"study_design_scores_gemma":[0.00082871696,0.000014548398,0.0015702379,0.0025618284,0.00011440834,0.000008086516,0.00002429751,0.0066318614,0.005088377,0.00013207813,0.9816246,0.0014009657],"about_ca_topic_score_codex":0.0019067883,"about_ca_topic_score_gemma":0.0012776526,"teacher_disagreement_score":0.822818,"about_ca_system_score_codex":0.00021300917,"about_ca_system_score_gemma":0.00021389617,"threshold_uncertainty_score":0.9991175},"labels":[],"label_agreement":null},{"id":"W7084050116","doi":"10.30476/whb.2025.106260.1344","title":"The Effect of Pain Neuroscience Education with Motor Control and Core Stability Exercises on Non-Specific Chronic Low Back Pain in Women","year":2025,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Core stability; Low back pain; Trunk; Quality of life (healthcare); Core (optical fiber); Visual analogue scale; Motor control; Ankle","score_opus":0.041907943771654056,"score_gpt":0.39478307561893,"score_spread":0.3528751318472759,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7084050116","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9851507,0.00837826,0.004871714,0.000027481454,0.00039717735,0.00074318185,0.000009020146,0.000027092767,0.00039540688],"genre_scores_gemma":[0.9951168,0.0046225563,0.000020651634,0.000033677836,0.000035377652,0.000113272865,8.961065e-7,0.000024670602,0.000032146854],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99853915,0.00023755016,0.00042850105,0.00025143597,0.00024322915,0.00030013864],"domain_scores_gemma":[0.9981038,0.0012635326,0.00013221135,0.0003445366,0.000059344373,0.00009655983],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0035140812,0.00022073968,0.00046976923,0.0003143925,0.00009883299,0.00032131595,0.00076455716,0.00005100856,0.000069236674],"category_scores_gemma":[0.00029241998,0.00015732885,0.000045555225,0.0006695868,0.00011914591,0.00039244335,0.00007295632,0.0002791338,7.5285027e-7],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0008841498,0.00015828457,0.25551933,0.0021127448,0.00007101157,0.0000053795497,0.00027756905,0.22498295,0.21542709,0.00002157076,0.0029444154,0.2975955],"study_design_scores_gemma":[0.0018676163,0.00027439801,0.7984142,0.003815947,0.000027395881,0.0000018328361,0.00011335873,0.14241672,0.049290486,0.00026096142,0.003007774,0.0005093318],"about_ca_topic_score_codex":0.000057362293,"about_ca_topic_score_gemma":0.000014230265,"teacher_disagreement_score":0.54289484,"about_ca_system_score_codex":0.00022799522,"about_ca_system_score_gemma":0.000082533836,"threshold_uncertainty_score":0.6415684},"labels":[],"label_agreement":null},{"id":"W7084084028","doi":"10.6084/m9.figshare.29964740.v2","title":"Additional file 1 of Identity development and adaptation in adolescents with genetic conditions: a qualitatively oriented mixed-methods study to develop strategies for optimizing clinical genetics services","year":2025,"lang":"en","type":"article","venue":"Figshare","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"BC Children's Hospital; Women's Health Research Institute; University of British Columbia","funders":"","keywords":"Adaptation (eye); Identity (music); Qualitative research; Identification (biology); Linkage (software)","score_opus":0.04526062449517086,"score_gpt":0.3566723750573415,"score_spread":0.31141175056217063,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7084084028","genre_codex":"dataset","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"dataset","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.037112046,0.00016740778,0.07746407,0.0000020374,0.00007426023,0.00088070217,0.8841203,0.000112907364,0.00006626732],"genre_scores_gemma":[0.22067131,0.0000018737458,0.6209453,0.000020591613,0.000020601312,0.0018165755,0.15648171,0.000026715488,0.000015336242],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99917436,0.000048651895,0.00038448165,0.00016899436,0.00009514799,0.00012837962],"domain_scores_gemma":[0.9991418,0.0004913218,0.000050124425,0.00007043545,0.00020497756,0.0000413064],"candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001033704,0.00011693328,0.0001715976,0.0001427092,0.00004001667,0.000035658388,0.00008028632,0.00004021213,0.010100054],"category_scores_gemma":[0.00041483773,0.00012419824,0.000014102722,0.00038687684,0.0000048595166,0.00011310245,0.00004006714,0.000073420895,0.000008438816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005184345,0.00028828572,0.0005146529,0.0042731464,0.00022811588,0.0000060258335,0.008139213,0.8331673,0.000017187647,0.000023495257,0.12924376,0.024046984],"study_design_scores_gemma":[0.0016053319,0.00028309942,0.45175365,0.030361677,0.000036832953,0.0000019264621,0.031066494,0.44926095,0.00024455867,0.00010986035,0.034608595,0.0006670297],"about_ca_topic_score_codex":0.0000024064643,"about_ca_topic_score_gemma":0.00023174206,"teacher_disagreement_score":0.7276386,"about_ca_system_score_codex":0.0000336772,"about_ca_system_score_gemma":0.00013547247,"threshold_uncertainty_score":0.99080485},"labels":[],"label_agreement":null},{"id":"W7096359120","doi":"","title":"BY Canadian Well Logging Society (www.cwls.org)","year":2014,"lang":"en","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Documentation; Rounding; Index (typography); Line (geometry); Value (mathematics)","score_opus":0.003461645263326958,"score_gpt":0.1539184927054246,"score_spread":0.15045684744209764,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7096359120","genre_codex":"other","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0801443,0.00056351244,0.29612917,0.000403198,0.0015502416,0.00012996064,0.000011806766,0.0024655184,0.6186023],"genre_scores_gemma":[0.9941344,0.000043119013,0.0010122674,0.00027148752,0.0001524879,0.0000037056564,0.000013585256,0.000048114733,0.004320833],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99929523,0.000003988326,0.0001114932,0.00012341327,0.00007504252,0.00039080612],"domain_scores_gemma":[0.9995719,0.000023529821,0.0000056969457,0.00016518925,0.000009905199,0.00022373973],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00011955136,0.00013569745,0.00011258847,0.000039357026,0.00006123082,0.00002951282,0.000112867,0.00008498913,0.0002104663],"category_scores_gemma":[0.0000056192866,0.00013894364,0.00006411909,0.00008539913,0.000010888081,0.00006395464,0.000008503205,0.00014934523,0.0005698943],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[4.1428046e-7,0.0000062581294,0.0017714456,0.00013674313,0.000073288305,0.0000021888268,0.00024646087,0.6768934,0.006864987,0.0011669627,0.3065027,0.0063351276],"study_design_scores_gemma":[0.00007043377,0.0000032121507,0.00008229008,0.000008327472,0.0000036809067,0.0000012563146,0.000017159935,0.4965713,0.0024116545,0.000017981018,0.500667,0.00014571019],"about_ca_topic_score_codex":0.0074540894,"about_ca_topic_score_gemma":0.002828597,"teacher_disagreement_score":0.9139901,"about_ca_system_score_codex":0.00008398837,"about_ca_system_score_gemma":0.000011531939,"threshold_uncertainty_score":0.99915534},"labels":[],"label_agreement":null},{"id":"W7106602340","doi":"","title":"Field Test of Horizontal Drilling with Dual Channel Drill Pipe","year":2017,"lang":"zh","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drill pipe; Drilling; Drill string; Casing; Drill; Directional drilling; Lost circulation; Drag; Drilling rig","score_opus":0.1259136886606081,"score_gpt":0.4539340371833512,"score_spread":0.3280203485227431,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7106602340","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8364159,0.03963957,0.030816272,0.00033720367,0.0069603045,0.0013255442,0.00032410515,0.000302084,0.08387905],"genre_scores_gemma":[0.9844824,0.013397519,0.00051180087,0.00003394291,0.0009869679,0.000021544565,0.000010958549,0.00021684892,0.00033798727],"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99599165,0.00006709347,0.0013853773,0.000659018,0.0009712942,0.000925568],"domain_scores_gemma":[0.99555236,0.00073356804,0.0013623774,0.0014324647,0.0004070364,0.0005122096],"candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0011401324,0.00081754,0.0016713637,0.0008115481,0.00064924493,0.0022205038,0.003698038,0.0003635674,0.0013348243],"category_scores_gemma":[0.000814838,0.00077954633,0.00036728004,0.0004990513,0.00022225942,0.0029521787,0.0010534801,0.0011078215,0.000021912982],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0009975855,0.0013828008,0.46082354,0.003945561,0.003396386,0.0009236988,0.0023253353,0.19751868,0.27034655,0.0008074792,0.013974848,0.04355754],"study_design_scores_gemma":[0.006636109,0.0006395012,0.33912003,0.022008711,0.0015178694,0.00031057812,0.0006436256,0.09550676,0.51476187,0.005348824,0.007874894,0.0056312666],"about_ca_topic_score_codex":0.0018132726,"about_ca_topic_score_gemma":0.00013237532,"teacher_disagreement_score":0.24441528,"about_ca_system_score_codex":0.00012987074,"about_ca_system_score_gemma":0.00014661405,"threshold_uncertainty_score":0.9995781},"labels":[],"label_agreement":null},{"id":"W7112693098","doi":"","title":"Environment friendly drilling fluid products for improved wellbore stability and enhanced rheological properties","year":2025,"lang":"en","type":"article","venue":"theses.fr (ABES)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Drilling fluid; Wellbore; Forage; Drilling","score_opus":0.012396403248043798,"score_gpt":0.1865789157533269,"score_spread":0.1741825125052831,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7112693098","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.81004936,0.002768906,0.17930228,0.00019304473,0.0005451108,0.0010315663,0.0000217039,0.0007050743,0.0053829793],"genre_scores_gemma":[0.9954609,0.00044626667,0.0036537864,0.000021378282,0.00010293232,0.00016134346,0.000008957142,0.000039093527,0.00010531682],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9987666,0.000021151176,0.00029361292,0.00040478678,0.000092014634,0.0004218051],"domain_scores_gemma":[0.99940425,0.00010720329,0.000022677368,0.00036695684,0.00003213897,0.00006680084],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030487016,0.0002706721,0.00031930153,0.00006090706,0.000103110826,0.000047037796,0.00015870205,0.00012029324,0.000021310587],"category_scores_gemma":[0.00015673113,0.00022346224,0.00005771284,0.000104405524,0.000098835175,0.00010419858,0.00007227551,0.00017594782,0.000009099603],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006591494,0.000068662295,0.00007467109,0.00096229865,0.00012227883,9.257213e-7,0.0015667143,0.057839148,0.9243707,0.0032662845,0.000050730738,0.011611664],"study_design_scores_gemma":[0.00042633357,0.000081096914,0.00013201335,0.00011784007,0.000040139337,0.000001172497,0.00037597877,0.1968108,0.7899343,0.00046565128,0.011280434,0.00033424748],"about_ca_topic_score_codex":0.000023711265,"about_ca_topic_score_gemma":0.0000032730602,"teacher_disagreement_score":0.18541159,"about_ca_system_score_codex":0.00008373885,"about_ca_system_score_gemma":0.000015803702,"threshold_uncertainty_score":0.91125256},"labels":[],"label_agreement":null},{"id":"W7123519603","doi":"10.5281/zenodo.18232207","title":"Eco-Friendly Oil-Base Mud using Jatropha","year":2023,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Drilling fluid; Rheology; Drilling; Casing; Oil shale; Emulsion; Lost circulation; Filtration (mathematics)","score_opus":0.03143861764018551,"score_gpt":0.23080744670315692,"score_spread":0.1993688290629714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7123519603","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41611597,0.0025742357,0.1863165,0.0011813672,0.006595297,0.0013680576,0.0022694024,0.03153091,0.35204825],"genre_scores_gemma":[0.9830489,0.0014705871,0.0013384145,0.000042679512,0.0010507663,5.987359e-8,0.0015738902,0.008153122,0.0033215713],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99657696,0.00023226846,0.00059544307,0.0007455315,0.00061308866,0.0012366766],"domain_scores_gemma":[0.9980661,0.000053728872,0.00010631735,0.00086319185,0.0004057477,0.0005048674],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010356179,0.00045170958,0.00037158382,0.0008431778,0.0027305598,0.0014088659,0.0012436229,0.00020279556,0.00906773],"category_scores_gemma":[0.0005708081,0.00057273364,0.00017501747,0.0023430372,0.00015496077,0.0004442456,0.0012440783,0.0007406166,0.034361113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043982665,0.000095189,0.0000018547427,0.0008762189,0.00019003214,0.00020340362,0.0016359496,0.7337953,0.025096634,0.0014469975,0.07183282,0.16478162],"study_design_scores_gemma":[0.0005271783,0.00012831131,0.000036431167,0.000179488,0.000046049605,0.000104033126,0.00026564786,0.38535097,0.0011634055,0.000037347705,0.6116957,0.00046541763],"about_ca_topic_score_codex":0.000029008037,"about_ca_topic_score_gemma":1.6235522e-7,"teacher_disagreement_score":0.5669329,"about_ca_system_score_codex":0.00045803256,"about_ca_system_score_gemma":0.000008241867,"threshold_uncertainty_score":0.9996724},"labels":[],"label_agreement":null},{"id":"W7123814068","doi":"10.5281/zenodo.18232206","title":"Eco-Friendly Oil-Base Mud using Jatropha","year":2023,"lang":"","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Petro-Canada","funders":"","keywords":"Drilling fluid; Rheology; Drilling; Casing; Oil shale; Emulsion; Lost circulation; Filtration (mathematics)","score_opus":0.03143861764018551,"score_gpt":0.23080744670315692,"score_spread":0.1993688290629714,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7123814068","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.41611597,0.0025742357,0.1863165,0.0011813672,0.006595297,0.0013680576,0.0022694024,0.03153091,0.35204825],"genre_scores_gemma":[0.9830489,0.0014705871,0.0013384145,0.000042679512,0.0010507663,5.987359e-8,0.0015738902,0.008153122,0.0033215713],"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","domain_scores_codex":[0.99657696,0.00023226846,0.00059544307,0.0007455315,0.00061308866,0.0012366766],"domain_scores_gemma":[0.9980661,0.000053728872,0.00010631735,0.00086319185,0.0004057477,0.0005048674],"candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0010356179,0.00045170958,0.00037158382,0.0008431778,0.0027305598,0.0014088659,0.0012436229,0.00020279556,0.00906773],"category_scores_gemma":[0.0005708081,0.00057273364,0.00017501747,0.0023430372,0.00015496077,0.0004442456,0.0012440783,0.0007406166,0.034361113],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000043982665,0.000095189,0.0000018547427,0.0008762189,0.00019003214,0.00020340362,0.0016359496,0.7337953,0.025096634,0.0014469975,0.07183282,0.16478162],"study_design_scores_gemma":[0.0005271783,0.00012831131,0.000036431167,0.000179488,0.000046049605,0.000104033126,0.00026564786,0.38535097,0.0011634055,0.000037347705,0.6116957,0.00046541763],"about_ca_topic_score_codex":0.000029008037,"about_ca_topic_score_gemma":1.6235522e-7,"teacher_disagreement_score":0.5669329,"about_ca_system_score_codex":0.00045803256,"about_ca_system_score_gemma":0.000008241867,"threshold_uncertainty_score":0.9996724},"labels":[],"label_agreement":null},{"id":"W7130444685","doi":"10.56952/igs-2025-0207","title":"An advanced geomechanics study to minimize the drilling risks and optimize the placement of new wells for a natural gas and hydrogen storage project in a Southern North Sea depleted gas reservoir","year":2025,"lang":"","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Geomechanica (Canada)","funders":"","keywords":"Geomechanics; Casing; Overpressure; Drilling; Measurement while drilling; Natural gas; Overburden; Offshore geotechnical engineering; Natural gas field; Offshore drilling","score_opus":0.02121529594641622,"score_gpt":0.2695086826417222,"score_spread":0.24829338669530596,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7130444685","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.87616384,0.0022355798,0.116245344,0.00024886188,0.00027740328,0.0046222047,0.000057019686,0.000103512335,0.000046208923],"genre_scores_gemma":[0.9911519,0.00031825088,0.0077843554,0.00006593285,0.0000645344,0.00020988443,0.000010696355,0.00009165888,0.00030274616],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9972902,0.00014397231,0.0008237291,0.00069502264,0.00031756764,0.0007294964],"domain_scores_gemma":[0.998212,0.00065096543,0.0001200288,0.0007606689,0.00009353965,0.00016280095],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0011310048,0.0005749859,0.00070103444,0.00033061238,0.0002485287,0.00016415729,0.00050944125,0.00011438914,0.000005246399],"category_scores_gemma":[0.00015306882,0.00039949088,0.00011116914,0.0008802823,0.000035551977,0.0001472897,0.0002590224,0.000518823,8.9321173e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000635739,0.00014166035,0.0018164801,0.00026060833,0.00033775932,0.0000043108753,0.02086464,0.97154653,0.00043327486,0.00003853784,0.000036449244,0.0038840398],"study_design_scores_gemma":[0.0036330346,0.00046831527,0.00027874112,0.00029640074,0.00021170336,0.0000024693747,0.02807689,0.96559435,0.0007493971,0.00007392583,0.00019182103,0.000422979],"about_ca_topic_score_codex":0.0018173535,"about_ca_topic_score_gemma":0.0025335725,"teacher_disagreement_score":0.11498807,"about_ca_system_score_codex":0.00012104338,"about_ca_system_score_gemma":0.00012930624,"threshold_uncertainty_score":0.9998457},"labels":[],"label_agreement":null},{"id":"W7132919046","doi":"","title":"Dynamic Pressure Optimization in Drilling Operations","year":2024,"lang":"","type":"dissertation","venue":"TSpace","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Drilling; Measurement while drilling; Markov chain; Univariate; Maximization; Bivariate analysis; Rate of penetration; Bayesian probability; Markov process; Reliability (semiconductor)","score_opus":0.005462469282086421,"score_gpt":0.26575973467679753,"score_spread":0.2602972653947111,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7132919046","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.05574925,0.08303086,0.8055685,0.00062022347,0.016081054,0.0020373436,0.000059838916,0.0018840057,0.03496893],"genre_scores_gemma":[0.92830914,0.0058511295,0.014078357,0.00000808208,0.00025273298,0.00014003512,0.0013646783,0.00044774733,0.049548097],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9977404,0.000034454624,0.0006703935,0.0006677217,0.0002979866,0.00058907137],"domain_scores_gemma":[0.9992354,0.000077192984,0.00004559818,0.00042497352,0.000084562176,0.00013230811],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00021384654,0.0006765015,0.00055743614,0.00074358017,0.00012011241,0.00036110813,0.00025759064,0.000683067,0.0005197397],"category_scores_gemma":[0.00007845455,0.0008334333,0.00016819999,0.0009328727,0.000016344851,0.00023396294,0.000031795807,0.0011910422,0.00027633124],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000007856134,0.000022820077,0.0000072783732,0.0021973427,0.00015926345,0.00001686815,0.0133449165,0.9819522,0.0013907372,0.0003752415,0.000055803426,0.00046968766],"study_design_scores_gemma":[0.00024288801,0.00002177743,0.00003778249,0.0027386595,0.00026694854,0.000004876593,0.0014816558,0.9925836,0.0003919252,0.00003467375,0.001413315,0.0007819459],"about_ca_topic_score_codex":0.0003731648,"about_ca_topic_score_gemma":0.00084444956,"teacher_disagreement_score":0.8725599,"about_ca_system_score_codex":0.00023921931,"about_ca_system_score_gemma":0.00010445061,"threshold_uncertainty_score":0.99941164},"labels":[],"label_agreement":null},{"id":"W7152387714","doi":"10.70675/42e7d9edzd58az43c2z8534zd4f8d1a55078","title":"Environment friendly drilling fluid products for improved wellbore stability and enhanced rheological properties","year":2025,"lang":"","type":"dissertation","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Forage; Drilling fluid; Drilling; Wellbore","score_opus":0.013235101670861598,"score_gpt":0.1945292851729518,"score_spread":0.1812941835020902,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7152387714","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49554324,0.012800146,0.47753483,0.00034345308,0.0034609886,0.0058291233,0.000126413,0.00073393754,0.0036278716],"genre_scores_gemma":[0.9720737,0.003956271,0.014045771,0.000014864166,0.00032186977,0.00078725454,0.0005281675,0.00013759642,0.0081345495],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9959807,0.00004694651,0.0011620629,0.0015893363,0.0002367261,0.0009842564],"domain_scores_gemma":[0.99851775,0.00025913396,0.00014421069,0.0007094219,0.00017512898,0.00019433726],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00050834083,0.0011118801,0.0011351755,0.00019815304,0.00034256792,0.00017387162,0.00031470117,0.0008023972,0.00015483572],"category_scores_gemma":[0.00047743192,0.0010030248,0.00023405529,0.00020875997,0.000105350446,0.00021610018,0.00009954385,0.0006375389,0.000012143684],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00038997392,0.00015235407,0.0000113678725,0.011511323,0.00040208336,8.1900237e-7,0.0019461261,0.10792574,0.8610917,0.00083561864,0.000055624358,0.01567731],"study_design_scores_gemma":[0.000583571,0.00024736766,0.000044876433,0.0005251163,0.00018606256,8.133731e-7,0.0004937468,0.4255451,0.570064,0.000163575,0.0012793214,0.0008664198],"about_ca_topic_score_codex":0.00004699967,"about_ca_topic_score_gemma":0.000020974787,"teacher_disagreement_score":0.47653043,"about_ca_system_score_codex":0.0002493497,"about_ca_system_score_gemma":0.00012372092,"threshold_uncertainty_score":0.999242},"labels":[],"label_agreement":null},{"id":"W7159847747","doi":"10.1109/cac67268.2025.11487272","title":"A Hybrid LSTM-XGBoost Approach to Drilling Operation Condition Recognition","year":2025,"lang":"","type":"article","venue":"","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"Fundamental Research Funds for the Central Universities; China University of Geosciences; National Natural Science Foundation of China","keywords":"Drilling; Condition monitoring; Welding; Compression (physics)","score_opus":0.011667628071812172,"score_gpt":0.2144939051915187,"score_spread":0.20282627711970652,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W7159847747","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.02157667,0.00043673767,0.81407475,0.00015216028,0.0021334249,0.0007172748,0.00004714765,0.00070139614,0.16016042],"genre_scores_gemma":[0.97541636,0.00027801862,0.01975353,0.00037095408,0.00044154614,0.0001362056,0.00045904896,0.00008685096,0.0030574752],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.997691,0.000046469097,0.000739386,0.00064743066,0.00025227925,0.00062345597],"domain_scores_gemma":[0.99909675,0.00008757363,0.000043349974,0.0004001091,0.00015158307,0.00022061236],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00042592044,0.00048602914,0.00043756058,0.00063948956,0.00026679283,0.00038339506,0.00020268485,0.00020500817,0.0002164857],"category_scores_gemma":[0.00009825217,0.00057737454,0.00015508766,0.0005785976,0.000024161911,0.00042854346,0.000064404725,0.00042528388,0.0007383808],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00001703904,0.00008764227,0.0000115222,0.0005340589,0.00014468393,0.0000029933194,0.0002985002,0.9490322,0.0063632997,0.0031922136,0.0036749807,0.03664087],"study_design_scores_gemma":[0.00058152335,0.000051707408,0.00007285246,0.00063788856,0.00012160114,0.000011846028,0.00017559002,0.9346258,0.052862518,0.00068123825,0.009514149,0.0006633026],"about_ca_topic_score_codex":0.000059520586,"about_ca_topic_score_gemma":0.0000040914574,"teacher_disagreement_score":0.9538397,"about_ca_system_score_codex":0.00032685732,"about_ca_system_score_gemma":0.0000615576,"threshold_uncertainty_score":0.99966776},"labels":[],"label_agreement":null},{"id":"W71889771","doi":"","title":"Storage of oil sand waste in sub-surface salt caverns: a feasibility analysis based on experimental rock mechanics and geological setting","year":2013,"lang":"en","type":"dissertation","venue":"Utrecht University Repository (Utrecht University)","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Geotechnical engineering; Petroleum engineering; Rock mechanics; Geology; Salt (chemistry); Mining engineering; Environmental science; Chemistry","score_opus":0.005913642914809766,"score_gpt":0.17308800859921156,"score_spread":0.1671743656844018,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W71889771","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.97900933,0.00032221543,0.0032937592,0.000004654164,0.0004207801,0.00022256581,0.00005343499,0.00028103503,0.01639225],"genre_scores_gemma":[0.99138254,0.00021400157,0.00042537996,0.0000032894905,0.000028389793,3.4337998e-7,0.00018722404,0.000041818632,0.0077169887],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99800223,0.00017995446,0.0003303966,0.0007107943,0.00036041724,0.00041621522],"domain_scores_gemma":[0.9987754,0.00019861221,0.00021368633,0.0004929318,0.00010395611,0.00021538988],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00018812092,0.0005163587,0.0008098492,0.0011137273,0.00018301992,0.000030801115,0.00040146816,0.0006802646,0.000039410843],"category_scores_gemma":[0.000019853349,0.0006575114,0.00030430037,0.0012225157,0.000029269599,0.00022887101,0.000078507044,0.00069697713,0.000004728223],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00027940673,0.00019509082,0.0019377628,0.00047252476,0.00053220626,0.0004476643,0.00078109326,0.9781496,0.016706754,0.000095205745,0.000105068044,0.00029762276],"study_design_scores_gemma":[0.002003763,0.00020769707,0.0009842229,0.000622745,0.0010785577,0.00000605594,0.0070788967,0.9211575,0.06503388,0.0000058993887,0.00071476935,0.0011060572],"about_ca_topic_score_codex":0.00043111708,"about_ca_topic_score_gemma":0.00014913204,"teacher_disagreement_score":0.05699215,"about_ca_system_score_codex":0.0010596854,"about_ca_system_score_gemma":0.00010366025,"threshold_uncertainty_score":0.9995876},"labels":[],"label_agreement":null},{"id":"W824115395","doi":"10.1016/j.petrol.2015.06.003","title":"Performance, simulation and field application modeling of rollercone bits","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; University of Calgary","keywords":"Rate of penetration; Drilling; Offset (computer science); Computer science; Measurement while drilling; Simulation; Bit (key); Field (mathematics); Engineering; Mechanical engineering","score_opus":0.012390070681188017,"score_gpt":0.21283102961605957,"score_spread":0.20044095893487154,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W824115395","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.7737171,0.0004212391,0.22536603,0.000010389011,0.00015818879,0.000016834938,1.8990146e-7,0.00002310398,0.000286912],"genre_scores_gemma":[0.99784887,0.00014155333,0.0019130876,0.000003239521,0.00008050475,7.1367964e-7,1.0060225e-7,0.000008968965,0.0000029494831],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99931,0.0000015669436,0.00023884217,0.00006472936,0.00025113372,0.00013373185],"domain_scores_gemma":[0.9996009,0.000030270627,0.000039772855,0.00006335331,0.00014385654,0.000121867684],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005921539,0.00007809282,0.00014517178,0.00028966478,0.000025429772,0.000025185365,0.000083826686,0.00003285732,3.1382382e-7],"category_scores_gemma":[0.00008092401,0.000072174924,0.000015834114,0.00023016677,0.000018994795,0.0004464335,0.000016746391,0.000115050934,2.923406e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000036432384,0.0000022392378,0.00038582576,0.000052721356,0.00000518288,4.0118263e-7,0.00014329572,0.98234165,0.01346433,0.000021801023,0.0000025696909,0.003576363],"study_design_scores_gemma":[0.00020755912,0.00006529453,0.00027832648,0.000067705056,0.000008685081,0.000019165933,0.00004590674,0.99678564,0.0023052339,0.000009641028,0.00013288866,0.00007396199],"about_ca_topic_score_codex":0.000002238519,"about_ca_topic_score_gemma":1.4886321e-7,"teacher_disagreement_score":0.22413176,"about_ca_system_score_codex":0.00003445364,"about_ca_system_score_gemma":0.00002570802,"threshold_uncertainty_score":0.2943208},"labels":[],"label_agreement":null},{"id":"W886455110","doi":"10.1115/imece2011-64010","title":"Real Time Application of Bearing Wear Prediction Model Using Intelligent Drilling Advisory System","year":2011,"lang":"en","type":"article","venue":"Volume 7: Dynamic Systems and Control; Mechatronics and Intelligent Machines, Parts A and B","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":true,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Drilling; Drilling engineering; Bearing (navigation); Bit (key); Engineering; Petroleum engineering; Oil field; Automotive engineering; Mechanical engineering; Computer science; Artificial intelligence","score_opus":0.007850306804950389,"score_gpt":0.18582250774696435,"score_spread":0.17797220094201396,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W886455110","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3020897,0.0054163733,0.69132996,0.000002066419,0.00028546806,0.00038267364,0.00004993453,0.00019315156,0.00025064385],"genre_scores_gemma":[0.99616396,0.0026834256,0.00087634346,0.0000019752388,0.00007245697,0.000036642334,0.00001933111,0.00005949302,0.0000863671],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9984792,0.000030674924,0.00064391113,0.00035097697,0.00016446864,0.0003308021],"domain_scores_gemma":[0.99940145,0.00002526159,0.00013619798,0.00022695125,0.000058975183,0.00015119184],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004305158,0.00031382864,0.0005143641,0.00016804152,0.00013060715,0.00006411051,0.00008945422,0.00016507402,0.0000022846755],"category_scores_gemma":[0.0000047884914,0.00029391935,0.000072043105,0.00008402677,0.000042310105,0.00014395094,0.00004370066,0.00017008725,0.000002694059],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00004321021,0.000029749992,0.0017388419,0.0012346132,0.00023315819,0.0000015413099,0.0009120826,0.960095,0.013665815,0.009827817,0.0000033002402,0.012214863],"study_design_scores_gemma":[0.00027533347,0.00008721557,0.00008262189,0.00031774802,0.00013082307,0.000034994548,0.00023640424,0.9981244,0.00012009822,0.00012652137,0.0002010735,0.00026275776],"about_ca_topic_score_codex":0.00066285976,"about_ca_topic_score_gemma":0.000011961138,"teacher_disagreement_score":0.6940743,"about_ca_system_score_codex":0.00009763186,"about_ca_system_score_gemma":0.000016876507,"threshold_uncertainty_score":0.9999513},"labels":[],"label_agreement":null},{"id":"W934799414","doi":"","title":"Processing of tailings in Canadian oil sands industry","year":2002,"lang":"en","type":"article","venue":"中国有色金属学会会刊：英文版","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Tailings; Oil sands; Settling; Slurry; Suspension (topology); Asphalt; Environmental science; Extraction (chemistry); Waste management; Geology; Mining engineering; Petroleum engineering; Environmental engineering; Metallurgy; Materials science; Chemistry; Engineering","score_opus":0.007799859350977088,"score_gpt":0.17135556977946811,"score_spread":0.163555710428491,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W934799414","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.93119323,0.0025349332,0.00019797309,0.00008918796,0.00032058693,0.00004037945,0.00000692767,0.00024132757,0.06537545],"genre_scores_gemma":[0.9985753,0.00011798507,0.00030351008,0.000031115746,0.00009875959,0.0000075000494,0.0000034208304,0.000046133773,0.0008162465],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9989966,0.000005942935,0.000260019,0.0001443715,0.00012090255,0.00047215287],"domain_scores_gemma":[0.99957156,0.000016257645,0.000021864438,0.00016608501,0.000022775412,0.00020143282],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00012996492,0.00015774138,0.00019952709,0.00023338274,0.00003155958,0.000024341394,0.00014627194,0.00034508406,0.00015262685],"category_scores_gemma":[0.00003308487,0.00017900197,0.000037393434,0.000423722,0.000022764152,0.00011888789,0.00001035782,0.0006241976,0.000031289503],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000003262785,0.000042231117,0.018195938,0.000856597,0.00003787053,0.00008411705,0.0056757997,0.8336347,0.004667142,0.000130058,0.003073935,0.13359839],"study_design_scores_gemma":[0.00046800007,0.000019253968,0.0016454617,0.00049330277,0.000013075125,0.00001562255,0.0003226362,0.95301527,0.006600026,0.000018078379,0.036919653,0.00046961324],"about_ca_topic_score_codex":0.0246186,"about_ca_topic_score_gemma":0.026425358,"teacher_disagreement_score":0.13312878,"about_ca_system_score_codex":0.00013187215,"about_ca_system_score_gemma":0.000034893208,"threshold_uncertainty_score":0.99133986},"labels":[],"label_agreement":null},{"id":"W9434906","doi":"10.1016/s0959-440x(97)80157-1","title":"Modeling Percussive Drilling Performance Using Simulated Visco-Elasto-Plastic Rock Medium","year":2010,"lang":"en","type":"article","venue":"44th U.S. Rock Mechanics Symposium and 5th U.S.-Canada Rock Mechanics Symposium","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Memorial University of Newfoundland","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Geology; Drilling; Geotechnical engineering; Petroleum engineering; Engineering; Mechanical engineering","score_opus":0.006752459577188629,"score_gpt":0.18737870146491586,"score_spread":0.18062624188772725,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W9434906","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.1313601,0.00077482645,0.85314316,0.00015641334,0.011965586,0.00083722203,0.00013108761,0.0011989945,0.00043264468],"genre_scores_gemma":[0.99567145,0.0015438772,0.0006099351,0.00017787027,0.0010396119,0.000034622906,0.000111077476,0.0005909,0.00022066197],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9927979,0.00008242695,0.0016216777,0.0015640879,0.0015019261,0.0024319626],"domain_scores_gemma":[0.996408,0.00027608642,0.00028129917,0.0012186181,0.0005199117,0.0012961146],"candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":["metaepi_narrow"],"category_scores_codex":[0.00058615627,0.0017364813,0.0014174585,0.0006366682,0.0013556626,0.00035514752,0.0010576982,0.000995695,0.00010637429],"category_scores_gemma":[0.00011098964,0.0018668785,0.0002871483,0.000910945,0.0000071876734,0.00084590487,0.00047501875,0.0023422455,0.000053047494],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000044244138,0.000041918174,0.000015159428,0.00049555,0.00019700918,0.00003985907,0.0003252619,0.79838455,0.19982943,0.00046935063,0.00012168563,0.000035998302],"study_design_scores_gemma":[0.0012104806,0.00018806123,7.8665335e-7,0.00045375447,0.00038779812,0.0002722133,0.00026507454,0.9637485,0.029267801,0.0002540374,0.001825852,0.002125601],"about_ca_topic_score_codex":0.0064215325,"about_ca_topic_score_gemma":0.013082042,"teacher_disagreement_score":0.86431134,"about_ca_system_score_codex":0.0007534849,"about_ca_system_score_gemma":0.0009037826,"threshold_uncertainty_score":0.9999594},"labels":[],"label_agreement":null},{"id":"W973095086","doi":"10.1016/j.petrol.2015.07.001","title":"Sand rate model and data processing method for non-intrusive ultrasonic sand monitoring in flow pipeline","year":2015,"lang":"en","type":"article","venue":"Journal of Petroleum Science and Engineering","topic":"Drilling and Well Engineering","field":"Engineering","cited_by":34,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Alberta","funders":"China National Offshore Oil Corporation","keywords":"Ultrasonic sensor; Petroleum engineering; Pipeline transport; Pipeline (software); Environmental science; Filter (signal processing); Noise (video); SIGNAL (programming language); Geotechnical engineering; Volumetric flow rate; Acoustics; Engineering; Geology; Computer science; Environmental engineering; Mechanical engineering","score_opus":0.026721133697851455,"score_gpt":0.2838940249232267,"score_spread":0.25717289122537523,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W973095086","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.24464543,0.0020546278,0.7526202,0.00004206099,0.00046637846,0.000061901635,0.0000065126237,0.000040307146,0.00006253425],"genre_scores_gemma":[0.8743306,0.00032966054,0.12500417,0.000005541131,0.00028734637,0.0000032870919,9.01018e-7,0.00002983275,0.000008677967],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9986633,0.000005718406,0.00039456497,0.0002325065,0.00029424718,0.00040965632],"domain_scores_gemma":[0.9992123,0.0000975314,0.00006733315,0.00017559686,0.00016799249,0.00027919837],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0027557486,0.00019558209,0.0003307142,0.00044017148,0.00006343878,0.00018129432,0.00033947706,0.000058747686,2.1067672e-7],"category_scores_gemma":[0.0004068822,0.00018041184,0.000023837261,0.00035934648,0.00004009636,0.0011229997,0.000071371585,0.00029152245,1.8474567e-7],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000108964105,0.000004915089,0.00017463493,0.00012954093,0.0000076197457,0.0000061961555,0.00041704657,0.93601227,0.053966407,0.0000034064892,0.000040664774,0.0092264],"study_design_scores_gemma":[0.0007861865,0.00004021929,0.0002842582,0.000322191,0.000023929359,0.00008371295,0.00015624183,0.9916355,0.0062420033,0.000037261292,0.00018781578,0.00020068324],"about_ca_topic_score_codex":0.0000037117393,"about_ca_topic_score_gemma":0.0000010165749,"teacher_disagreement_score":0.62968516,"about_ca_system_score_codex":0.00012154267,"about_ca_system_score_gemma":0.00014323079,"threshold_uncertainty_score":0.7356981},"labels":[],"label_agreement":null}]}