{"meta":{"query_hash":"980c967b2bf0","filters":{"venue":"SPE Middle East Oil and Gas Show and Conference"},"cohort_total":27,"direct_labels_cover":0,"predictions_cover":27,"exported":27,"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/980c967b2bf0","api":"https://metacan.xera.ac/api/v1/cohort?venue=SPE+Middle+East+Oil+and+Gas+Show+and+Conference"},"results":[{"id":"W1997126365","doi":"10.2118/105350-ms","title":"Estimation of Permeability From Wireline Logs in a Middle Eastern Carbonate Reservoir Using Fuzzy Logic","year":2007,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Hydrocarbon exploration and reservoir analysis","field":"Engineering","cited_by":69,"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":"Wireline; Permeability (electromagnetism); Fuzzy logic; Logarithm; Carbonate; Relative permeability; Geology; Parametric statistics; Well logging; Petroleum engineering; Mathematics; Statistics; Computer science; Porosity; Geotechnical engineering; Materials science; Chemistry; Artificial intelligence; Mathematical analysis","score_opus":0.05393679807984246,"score_gpt":0.24417143894548524,"score_spread":0.1902346408656428,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W1997126365","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9927826,0.000007920145,0.006921389,0.0000108487275,7.878933e-7,0.000006649413,0.000039285547,0.000051240997,0.00017912245],"genre_scores_gemma":[0.9969447,0.000005666154,0.0029245478,0.0000012850693,2.8117884e-7,0.0000033631575,0.000030529012,0.0000014383202,0.00008813238],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99987745,0.000017308908,0.000010669609,0.000027985598,0.00004820817,0.000018342766],"domain_scores_gemma":[0.9995832,0.00018013938,0.00008107556,0.000027026383,0.00010554801,0.00002310717],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000257691,0.00030090482,0.00023849965,0.0005201944,0.0002707759,0.00033995855,0.00040701267,0.0003436322,0.00036466567],"category_scores_gemma":[0.0007511278,0.00017406286,0.00023093459,0.00033588818,0.0002080832,0.00034356653,0.0001930097,0.00017309049,0.000066930574],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00097430014,0.00040662425,0.1958758,0.00014087661,0.00006901878,0.0010455367,0.00062625407,0.5492115,0.17526841,0.0005013866,0.00026449517,0.07561583],"study_design_scores_gemma":[0.0000075334797,0.00011328603,0.03127259,0.0000051883953,0.000009550149,0.00003725683,0.00010216898,0.94511974,0.02313031,0.00012016632,0.00006674238,0.00001541227],"about_ca_topic_score_codex":0.022968331,"about_ca_topic_score_gemma":0.025883984,"teacher_disagreement_score":0.022968331,"about_ca_system_score_codex":0.0006575029,"about_ca_system_score_gemma":0.0003677925,"threshold_uncertainty_score":0.045669258},"labels":[],"label_agreement":null},{"id":"W2000409006","doi":"10.2118/105189-ms","title":"Scale Control in Chalk Reservoirs: The Challenge of Understanding the Impact of Reservoir Processes and Optimizing Scale Management by Chemical Placement and Retention—From the Laboratory to the Field","year":2007,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Calcium Carbonate Crystallization and Inhibition","field":"Materials Science","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":"Carbonate; Seawater; Phosphonate; Scale (ratio); Polymer; Petroleum engineering; Environmental science; Chemical engineering; Chemistry; Geology; Engineering; Organic chemistry","score_opus":0.037650042290578105,"score_gpt":0.2530038784392055,"score_spread":0.2153538361486274,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2000409006","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9300471,0.0049090674,0.056918766,0.0018179746,0.00009050572,0.00038672984,0.0004665691,0.0003503658,0.0050130137],"genre_scores_gemma":[0.9723203,0.0034117394,0.021964557,0.00024554992,0.000037165377,0.00013370742,0.00011089534,0.000040142033,0.001735821],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.9994672,0.00010837116,0.000038835988,0.0000665183,0.0002592593,0.00005979667],"domain_scores_gemma":[0.99855834,0.0005368777,0.0003131956,0.00013980952,0.00036889195,0.00008291105],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00095417834,0.0003093598,0.00054970337,0.00021949477,0.00041151454,0.0012701779,0.00074341806,0.0005551803,0.0012501904],"category_scores_gemma":[0.0011882342,0.0001442149,0.00022263086,0.00025370414,0.0011000093,0.001095534,0.0005355597,0.0007996404,0.00019901474],"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":[0.000239878,0.00016926593,0.0059009846,0.0012136034,0.00003684087,0.00022326999,0.0003292655,0.014880268,0.89196044,0.0015602657,0.0007192584,0.0827667],"study_design_scores_gemma":[0.000034316905,0.0036631008,0.017232748,0.00018319645,0.0000458203,0.00029185254,0.0021722715,0.02121278,0.9344705,0.0024539374,0.018154128,0.000085364314],"about_ca_topic_score_codex":0.0053823134,"about_ca_topic_score_gemma":0.009391366,"teacher_disagreement_score":0.0053823134,"about_ca_system_score_codex":0.0015362515,"about_ca_system_score_gemma":0.0017599252,"threshold_uncertainty_score":0.011146307},"labels":[],"label_agreement":null},{"id":"W2001531766","doi":"10.2118/93761-ms","title":"Eliminating Multiple Interventions Using a Single Rig-Up Coiled-Tubing Solution","year":2005,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Reservoir Engineering and Simulation Methods","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; Perforation; Completion (oil and gas wells); Hoist (device); Petroleum engineering; Workover; Production (economics); Logging; Petroleum; Well stimulation; Oil well; Engineering; Computer science; Reservoir engineering; Geology; Mechanical engineering","score_opus":0.09988764355482828,"score_gpt":0.2737706970589406,"score_spread":0.17388305350411232,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2001531766","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.3986503,0.001365028,0.57750857,0.0007930514,0.00023194432,0.002025621,0.00010919311,0.0018603599,0.017455922],"genre_scores_gemma":[0.6668367,0.0006515773,0.32175943,0.00026801272,0.00008598446,0.0004949838,0.00007249364,0.000111737805,0.009719075],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9989089,0.00021162894,0.00011108446,0.00022042161,0.000424368,0.00012359003],"domain_scores_gemma":[0.9989716,0.0002719526,0.00031594804,0.00022519189,0.00014678844,0.000068543224],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00074376067,0.0006822252,0.00045630353,0.0009261867,0.0005979776,0.0006623542,0.0013218486,0.00061844336,0.0069719255],"category_scores_gemma":[0.0015098656,0.0002254432,0.00051383424,0.0003002709,0.00063256145,0.00094064214,0.0012446104,0.0005466025,0.0013169403],"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":[0.00063650706,0.0011508091,0.005872741,0.0012346515,0.00008402923,0.0007886934,0.0007186263,0.007848129,0.3188218,0.0033587788,0.0016006242,0.6578846],"study_design_scores_gemma":[0.00036444757,0.020887379,0.036127403,0.0005424208,0.00043938006,0.006352724,0.0014367148,0.03159311,0.7509056,0.004050864,0.1470549,0.00024514215],"about_ca_topic_score_codex":0.0007001367,"about_ca_topic_score_gemma":0.0017646302,"teacher_disagreement_score":0.0069719255,"about_ca_system_score_codex":0.00039800283,"about_ca_system_score_gemma":0.0009400581,"threshold_uncertainty_score":0.023323417},"labels":[],"label_agreement":null},{"id":"W2010789279","doi":"10.2118/141863-ms","title":"Identifying Stress Transfer in CSS Reservoir Operations Through Integrated Microseismic Solutions","year":2011,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"earthquake and tectonic studies","field":"Earth and Planetary Sciences","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":"Canadian Apheresis Group","funders":"","keywords":"Microseism; Geology; Stress (linguistics); Seismology; Volume (thermodynamics); Strain (injury); Energy transfer; Petroleum engineering; Deformation (meteorology); Geotechnical engineering","score_opus":0.11812742479156714,"score_gpt":0.23384855060344115,"score_spread":0.115721125811874,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2010789279","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9919423,0.000024084708,0.0059442814,0.000030076755,0.0000024917997,0.000020030951,0.00038621054,0.00010919285,0.0015414066],"genre_scores_gemma":[0.9985979,0.000012261829,0.0010847674,0.0000024791684,0.0000014499292,0.000006316721,0.00012125039,0.000003556705,0.00016998404],"study_design_codex":"observational","study_design_gemma":"observational","domain_scores_codex":[0.99988556,0.000011371737,0.000006023321,0.000023224575,0.0000473141,0.00002644414],"domain_scores_gemma":[0.9997925,0.00003593576,0.00004990109,0.000009419534,0.00008728123,0.000024959814],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015214006,0.00031975552,0.00022639033,0.0013588946,0.00023641379,0.0005576151,0.00033869033,0.00020612351,0.001226903],"category_scores_gemma":[0.00076850934,0.00019054319,0.00017954817,0.001341427,0.00015675322,0.00040794373,0.00036253096,0.00019328245,0.00013900133],"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":[0.00051580946,0.00024969954,0.6490407,0.00013343687,0.00023474457,0.0004893663,0.00078323396,0.11795469,0.08387669,0.0013566546,0.0008705576,0.14449441],"study_design_scores_gemma":[0.000015322405,0.00010195817,0.6952812,0.000013674298,0.000040791456,0.000056406996,0.0005752087,0.2961254,0.006653938,0.0005492554,0.0005600904,0.000026697147],"about_ca_topic_score_codex":0.08676386,"about_ca_topic_score_gemma":0.14028029,"teacher_disagreement_score":0.08676386,"about_ca_system_score_codex":0.0010675875,"about_ca_system_score_gemma":0.00077084353,"threshold_uncertainty_score":0.17251766},"labels":[],"label_agreement":null},{"id":"W2024783968","doi":"10.2118/93606-ms","title":"A Miscible WAG Project Using Horizontal Wells in a Mature, Offshore, Carbonate Middle East Reservoir","year":2005,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Reservoir Engineering and Simulation Methods","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":"Injector; Petroleum engineering; Submarine pipeline; Injection well; Geology; Carbonate; Water injection (oil production); Oil in place; Petroleum reservoir; Reservoir simulation; Oil field; Natural gas; Enhanced oil recovery; Fossil fuel; Hydrocarbon; Petroleum; Geotechnical engineering; Engineering; Waste management; Materials science; Chemistry","score_opus":0.06285226208128386,"score_gpt":0.2574060490380602,"score_spread":0.19455378695677633,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2024783968","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99848264,0.000006223375,0.0010372426,0.000010709726,0.0000010421471,0.000025841735,0.000027109008,0.00002959028,0.00037960827],"genre_scores_gemma":[0.99783117,0.000012844303,0.0018321373,0.0000026051594,4.027862e-7,0.00001655718,0.000027859425,0.0000026448222,0.00027386902],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.999851,0.000032511613,0.0000071048776,0.000027479671,0.000040780527,0.000041138494],"domain_scores_gemma":[0.9997148,0.00011766807,0.000037127167,0.0000312773,0.000055835346,0.000043170086],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00037432267,0.0003367765,0.00027222,0.00022834943,0.00044790405,0.00041375647,0.00037564858,0.00037484814,0.00073200825],"category_scores_gemma":[0.0005205952,0.00029162824,0.0002308463,0.00023300675,0.00043867363,0.00046742763,0.0004370764,0.0002807137,0.00007162301],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0020906588,0.0014092056,0.08998696,0.0002012369,0.000072042305,0.002174835,0.0006718678,0.73978287,0.11634333,0.0013899496,0.00049800007,0.04537912],"study_design_scores_gemma":[0.00022583264,0.003957993,0.025686719,0.000016228285,0.000042841508,0.00011669086,0.0006840579,0.8802883,0.08756824,0.00033274488,0.0010329542,0.000047335605],"about_ca_topic_score_codex":0.02608182,"about_ca_topic_score_gemma":0.03185288,"teacher_disagreement_score":0.02608182,"about_ca_system_score_codex":0.00091376837,"about_ca_system_score_gemma":0.00140835,"threshold_uncertainty_score":0.051860034},"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":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99772125,0.00002880092,0.0019101342,0.00000745921,0.0000010261919,0.0000042007346,0.000046430647,0.000017094864,0.00026361464],"genre_scores_gemma":[0.99927205,0.000012152163,0.00059893046,9.407777e-7,2.934359e-7,0.000001861369,0.000026101794,0.00000133023,0.00008639717],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.99991286,0.000008190767,0.0000069424573,0.000022616427,0.000030745665,0.000018705117],"domain_scores_gemma":[0.99981004,0.00004389418,0.00004618832,0.000015081503,0.00007262203,0.0000121969615],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000204875,0.0002213349,0.00020719979,0.0008904371,0.00033914382,0.00032903883,0.00029123202,0.0002745905,0.00039882018],"category_scores_gemma":[0.0003273667,0.00015384496,0.00025967616,0.00038962095,0.0003117616,0.0002855242,0.00016349199,0.00011309571,0.000051900668],"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":[0.00058655016,0.0001819628,0.30093747,0.00020261071,0.000092710434,0.0012960343,0.0005690887,0.39853474,0.24841255,0.0013100246,0.0003354621,0.04754075],"study_design_scores_gemma":[0.000024369148,0.00027674553,0.24334694,0.000018099443,0.000043484157,0.00020318387,0.0006764727,0.7004639,0.053336643,0.00066603953,0.0009030639,0.00004098827],"about_ca_topic_score_codex":0.018929474,"about_ca_topic_score_gemma":0.022686543,"teacher_disagreement_score":0.018929474,"about_ca_system_score_codex":0.00052454235,"about_ca_system_score_gemma":0.00032167014,"threshold_uncertainty_score":0.037638605},"labels":[],"label_agreement":null},{"id":"W2050030112","doi":"10.2118/140180-ms","title":"Successful Field Application of Surfactant Additives to Enhance Thermal Recovery of Heavy Oil","year":2011,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Enhanced Oil Recovery Techniques","field":"Engineering","cited_by":24,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"Baker Hughes","keywords":"Steam injection; Petroleum engineering; Enhanced oil recovery; Oil production; Revenue; Pulmonary surfactant; Oil field; Environmental science; Geology; Chemical engineering; Engineering; Business","score_opus":0.01791842555627298,"score_gpt":0.21656635293491946,"score_spread":0.19864792737864648,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2050030112","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9912179,0.0013833744,0.0043979823,0.000066305845,0.00003621575,0.000104166014,0.000102703954,0.00019218885,0.002499129],"genre_scores_gemma":[0.9867178,0.0008999125,0.008732315,0.000027663007,0.000012456511,0.000034871573,0.00009162394,0.00003601106,0.0034473725],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997973,0.000020700092,0.000011090216,0.000028525536,0.00010196777,0.000040381277],"domain_scores_gemma":[0.99980277,0.000029226954,0.000041529896,0.000015892601,0.00008771362,0.000022918022],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00024585775,0.0004266121,0.0002548324,0.00044419782,0.00036843718,0.00026937615,0.00031146008,0.00026727148,0.0010385875],"category_scores_gemma":[0.00019989604,0.0001350945,0.00025111903,0.00021617851,0.00021895676,0.00017212424,0.0002555984,0.00028129746,0.00025043162],"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":[0.000055496806,0.000054104206,0.00030562276,0.00007715137,0.000006546119,0.00007484388,0.00003216249,0.00025205716,0.99103373,0.000028441773,0.00010451221,0.0079752775],"study_design_scores_gemma":[0.000006056366,0.0005259218,0.001268214,0.000004173263,0.000008550232,0.000053782485,0.000050256105,0.0006723743,0.995503,0.000009065569,0.0018933583,0.0000052667965],"about_ca_topic_score_codex":0.004967913,"about_ca_topic_score_gemma":0.01613942,"teacher_disagreement_score":0.004967913,"about_ca_system_score_codex":0.00037006065,"about_ca_system_score_gemma":0.00029253078,"threshold_uncertainty_score":0.009878039},"labels":[],"label_agreement":null},{"id":"W2055277772","doi":"10.2118/164376-ms","title":"Foamer Application for Sajaa Asset gas Wells","year":2013,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Reservoir Engineering and Simulation Methods","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":"AGE-WELL","keywords":"Petroleum engineering; Environmental science; Natural gas field; Asset (computer security); Production (economics); Capillary action; Injection well; Flow (mathematics); Geology; Engineering; Materials science; Mechanics; Computer science; Waste management; Natural gas; Physics","score_opus":0.030662025549344888,"score_gpt":0.23543283371857845,"score_spread":0.20477080816923357,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055277772","genre_codex":"empirical","genre_gemma":"other","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"other","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9934803,0.00047037133,0.0031353754,0.000115458024,0.000028924329,0.00010769921,0.00025808168,0.0003198734,0.0020839495],"genre_scores_gemma":[0.9882535,0.00026928892,0.008326599,0.000026962669,0.000004594641,0.00004524855,0.00016611576,0.000022256098,0.002885374],"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","domain_scores_codex":[0.999673,0.000036063426,0.000022550897,0.000055372002,0.00015112714,0.0000619904],"domain_scores_gemma":[0.9995153,0.00009046519,0.00009203293,0.000056594614,0.00020675582,0.00003888456],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00045471214,0.0003173756,0.0003502769,0.00076305197,0.0006205122,0.00048053375,0.00043206086,0.00058827223,0.0020268809],"category_scores_gemma":[0.00058917794,0.00016480092,0.00042465015,0.00060251344,0.00025332102,0.00041633713,0.0003261894,0.00038508917,0.00047808234],"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":[0.0008618033,0.00039193785,0.027343621,0.000639882,0.000046588557,0.004244099,0.00091165485,0.005720542,0.83686453,0.00051703764,0.002044083,0.12041421],"study_design_scores_gemma":[0.000046812696,0.0033036005,0.058709092,0.00012623312,0.000092311064,0.00188665,0.0017293813,0.011773516,0.8949085,0.00031361627,0.027005477,0.00010485332],"about_ca_topic_score_codex":0.0032373923,"about_ca_topic_score_gemma":0.008623416,"teacher_disagreement_score":0.0032373923,"about_ca_system_score_codex":0.0005007529,"about_ca_system_score_gemma":0.0004458079,"threshold_uncertainty_score":0.0067806244},"labels":[],"label_agreement":null},{"id":"W2055582134","doi":"10.2118/93413-ms","title":"Stimulation Challenges and Solutions in Complex Carbonate Reservo","year":2005,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Reservoir Engineering and Simulation Methods","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":"Petroleum engineering; Carbonate; Completion (oil and gas wells); Enhanced oil recovery; Well stimulation; Permeability (electromagnetism); Oil production; Geology; Environmental science; Productivity; Petroleum; Reservoir engineering; Materials science; Chemistry","score_opus":0.11476570171565752,"score_gpt":0.26272851328680397,"score_spread":0.14796281157114644,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2055582134","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94796795,0.0054873303,0.023985747,0.0054063178,0.00024678293,0.0002144353,0.00017502467,0.00023386162,0.016282504],"genre_scores_gemma":[0.9838319,0.002443485,0.01028261,0.0003679883,0.000053876836,0.000059221587,0.00008485844,0.000019582285,0.0028564944],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99958163,0.000075073665,0.000022627357,0.000040342547,0.00017050024,0.00010983312],"domain_scores_gemma":[0.99949944,0.00014341463,0.00007617013,0.00004852355,0.00014607221,0.00008641749],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007187058,0.00023513382,0.00028665666,0.00035579645,0.001114011,0.0011656482,0.00064173155,0.000833985,0.001958449],"category_scores_gemma":[0.00083692087,0.00014049324,0.0001925386,0.0004150993,0.00089231494,0.0008118961,0.0010256715,0.0006618428,0.00028621513],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0005656163,0.00036247942,0.029409114,0.0029280738,0.000094465126,0.004398262,0.0021499263,0.074806646,0.63522834,0.01483453,0.004826093,0.23039654],"study_design_scores_gemma":[0.00008759522,0.002458016,0.05545828,0.0006367138,0.00010599152,0.003939487,0.018922998,0.07471249,0.5545841,0.023620212,0.2652555,0.00021855188],"about_ca_topic_score_codex":0.004735005,"about_ca_topic_score_gemma":0.016781893,"teacher_disagreement_score":0.004735005,"about_ca_system_score_codex":0.0014747608,"about_ca_system_score_gemma":0.0014482843,"threshold_uncertainty_score":0.010700226},"labels":[],"label_agreement":null},{"id":"W2065045685","doi":"10.2118/93794-ms","title":"Musallim Rim Near Field Exploration: New Concept Yields Big Value in an Old Field","year":2005,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Reservoir Engineering and Simulation Methods","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":"Geology; Petroleum engineering; Oil field; Permeability (electromagnetism); Field trial","score_opus":0.06441159312231726,"score_gpt":0.25793298193268754,"score_spread":0.1935213888103703,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2065045685","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8906005,0.0021339315,0.008453771,0.006542128,0.00019136147,0.00034390314,0.00017353099,0.000312326,0.09124863],"genre_scores_gemma":[0.9694542,0.0005335823,0.017046297,0.00024703448,0.000037271493,0.00005621015,0.00010734962,0.000034876488,0.0124831],"study_design_codex":"design_other","study_design_gemma":"not_applicable","domain_scores_codex":[0.9995716,0.00008652071,0.000010170602,0.00008005522,0.0001783333,0.00007331561],"domain_scores_gemma":[0.9994399,0.00008499252,0.000051953848,0.000082025435,0.00014662089,0.00019442165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001748033,0.0002804518,0.00022660285,0.00053859054,0.001241614,0.001488038,0.00092770136,0.000523349,0.0031641903],"category_scores_gemma":[0.00081520283,0.00012902865,0.00015559983,0.0003945021,0.0011881221,0.0017843898,0.0014102061,0.0006829424,0.00032004676],"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":[0.0028246054,0.0011011377,0.06947908,0.001198192,0.00007892607,0.0045956853,0.013017301,0.006851784,0.169401,0.06759876,0.018867968,0.6449855],"study_design_scores_gemma":[0.000357198,0.008398634,0.20681244,0.0010380587,0.000115325325,0.0029227952,0.037617046,0.030032955,0.07845675,0.02947064,0.6045299,0.00024814313],"about_ca_topic_score_codex":0.007350689,"about_ca_topic_score_gemma":0.036828764,"teacher_disagreement_score":0.007350689,"about_ca_system_score_codex":0.0021028796,"about_ca_system_score_gemma":0.002326029,"threshold_uncertainty_score":0.015257537},"labels":[],"label_agreement":null},{"id":"W2073743113","doi":"10.2118/164333-ms","title":"Enhanced Oil Recovery by Nanoparticles Injection: Modeling and Simulation","year":2013,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Enhanced Oil Recovery Techniques","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":"Kootenay Association for Science & Technology","funders":"","keywords":"Buoyancy; Capillary action; Suspension (topology); Nanoparticle; Capillary pressure; Porous medium; Enhanced oil recovery; Materials science; Petroleum engineering; Multiphase flow; Mechanics; Water injection (oil production); Two-phase flow; Brownian motion; Computer simulation; Flow (mathematics); Porosity; Nanotechnology; Geology; Composite material; Mathematics; Physics","score_opus":0.019898810317384354,"score_gpt":0.2067153935377113,"score_spread":0.18681658322032693,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2073743113","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.43212563,0.00086240564,0.533211,0.00084031414,0.00013001455,0.00026307805,0.00066129153,0.0007439387,0.031162255],"genre_scores_gemma":[0.95131165,0.000504281,0.038996276,0.0000758652,0.000021977807,0.00030280917,0.00019203316,0.00005870381,0.008536407],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998952,0.000024809586,0.0000056493664,0.000014861971,0.0000386179,0.000020829537],"domain_scores_gemma":[0.9997806,0.00010612444,0.000038379614,0.00001594718,0.000043418106,0.000015589118],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00027309632,0.00039332954,0.0005767291,0.00037567937,0.00033198367,0.00058287586,0.0007860497,0.0012347661,0.0014650137],"category_scores_gemma":[0.00056645466,0.0002596061,0.000562445,0.0003434231,0.00046006395,0.0006302786,0.00041177802,0.00047659085,0.0002501214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022547549,0.000039803548,0.00036254784,0.000026029104,0.000007423496,0.000057140278,0.000016150083,0.9904304,0.0044169542,0.003272668,0.00010518509,0.0012431514],"study_design_scores_gemma":[0.000003382223,0.000005222243,0.000031208172,0.0000014840347,0.0000011108823,0.000003348565,0.0000015155086,0.9991591,0.00052212004,0.00015261209,0.000117036965,0.0000019009243],"about_ca_topic_score_codex":0.008540866,"about_ca_topic_score_gemma":0.0029894586,"teacher_disagreement_score":0.008540866,"about_ca_system_score_codex":0.00087416946,"about_ca_system_score_gemma":0.0008403374,"threshold_uncertainty_score":0.016982317},"labels":[],"label_agreement":null},{"id":"W2074337435","doi":"10.2118/105262-ms","title":"Successful Innovative Water-Shutoff Operations in Low-Permeability Gas Wells","year":2007,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Oil and Gas Production Techniques","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":"Schlumberger (Canada)","funders":"","keywords":"Petroleum engineering; Wellbore; Permeability (electromagnetism); Slurry; Shut down; Environmental science; Produced water; Limiting; Coiled tubing; Geology; Engineering; Process engineering; Environmental engineering; Chemistry; Mechanical engineering","score_opus":0.018302326165825878,"score_gpt":0.22034946743217085,"score_spread":0.20204714126634496,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2074337435","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9896353,0.00019042852,0.008913505,0.000040436145,0.000015238326,0.00007182706,0.000018064855,0.00011608203,0.0009990714],"genre_scores_gemma":[0.98812556,0.000081777805,0.010913659,0.000008277078,0.0000032107325,0.00001922864,0.000023317569,0.000015043256,0.0008099819],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.9996872,0.00004506299,0.000026072574,0.00004503545,0.0001105425,0.00008608],"domain_scores_gemma":[0.99965096,0.0000778177,0.00011028305,0.00006355415,0.00003855592,0.00005877193],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00040939922,0.00050746725,0.0003408187,0.00046225163,0.00082646945,0.0003668565,0.00054007204,0.00052321685,0.00088367506],"category_scores_gemma":[0.00063007104,0.0002074999,0.00027509575,0.0002487691,0.0006362658,0.0004837732,0.0005562882,0.00045715884,0.00019273808],"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":[0.00079965044,0.00040989817,0.011553295,0.00047308995,0.000053771837,0.010726159,0.002508555,0.0058035688,0.8837698,0.0011469689,0.0004836176,0.082271695],"study_design_scores_gemma":[0.00006368844,0.00259668,0.015983576,0.000047591526,0.000058744936,0.004387026,0.001064825,0.0067700827,0.9604132,0.00041062722,0.0081359,0.00006807705],"about_ca_topic_score_codex":0.0005740744,"about_ca_topic_score_gemma":0.0026148728,"teacher_disagreement_score":0.00088367506,"about_ca_system_score_codex":0.00026143,"about_ca_system_score_gemma":0.00030411535,"threshold_uncertainty_score":0.002956152},"labels":[],"label_agreement":null},{"id":"W2075319389","doi":"10.2118/164187-ms","title":"Answering the Challenge of Up-Scaling a 900 Million-Cells Static Model to a Dynamic Model - G reater Burgan Field, Kuwait","year":2013,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Hydrocarbon exploration and reservoir analysis","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":"Field (mathematics); Geology; Oil field; Petroleum engineering; High resolution; Environmental science; Computer science; Remote sensing; Mathematics","score_opus":0.028505517346929375,"score_gpt":0.21142623991577955,"score_spread":0.18292072256885017,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2075319389","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8416115,0.00037293992,0.12389812,0.00279372,0.0001863489,0.00026460274,0.0015832203,0.0025511123,0.026738504],"genre_scores_gemma":[0.92596656,0.0002623372,0.06702154,0.00019838451,0.000023381528,0.00020190662,0.0013173255,0.00026211515,0.004746381],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9997876,0.000060939314,0.000014470712,0.000035630706,0.000053483538,0.00004782652],"domain_scores_gemma":[0.99931574,0.00020828775,0.00003897331,0.00013247394,0.00023938659,0.000065221095],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006403194,0.00057024363,0.00043072808,0.00035456193,0.0008318785,0.0012467715,0.0014302221,0.00077981956,0.0032355033],"category_scores_gemma":[0.0020522343,0.00055185525,0.0006121125,0.00045595915,0.0005837949,0.0012584355,0.0011433101,0.0011434571,0.0005673806],"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":[0.000042765023,0.000049537855,0.0042788875,0.00003517376,0.00002119495,0.00011727908,0.00009211926,0.9774508,0.0016973119,0.003160806,0.0013556776,0.011698374],"study_design_scores_gemma":[0.000014832833,0.000020421128,0.0007243382,0.00000870739,0.000009789776,0.000014155977,0.00008046353,0.9950553,0.0008055528,0.0007216956,0.0025364254,0.0000082382385],"about_ca_topic_score_codex":0.1714875,"about_ca_topic_score_gemma":0.11677618,"teacher_disagreement_score":0.1714875,"about_ca_system_score_codex":0.0021587815,"about_ca_system_score_gemma":0.0031721443,"threshold_uncertainty_score":0.34097868},"labels":[],"label_agreement":null},{"id":"W2078781224","doi":"10.2118/93387-ms","title":"Sulfur Disposal by Acid Gas Injection: A Road Map and a Feasibility Study","year":2005,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Oil, Gas, and Environmental Issues","field":"Energy","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":"Sulfur; Sour gas; Acid gas; Claus process; Environmental science; Waste management; Fossil fuel; Natural gas; Hydrogen sulfide; Environmental engineering; Chemistry; Engineering","score_opus":0.031014981190630054,"score_gpt":0.23341771414673188,"score_spread":0.2024027329561018,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2078781224","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.94917333,0.00084279914,0.0124840485,0.0006695367,0.000057724083,0.006894708,0.0027534224,0.00042580225,0.02669856],"genre_scores_gemma":[0.9770463,0.0014452529,0.013902825,0.0000780492,0.000019671732,0.001248183,0.002034138,0.00002617344,0.004199267],"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99854004,0.00065124466,0.000062026775,0.0001308157,0.00038033834,0.00023558125],"domain_scores_gemma":[0.99740773,0.00096828316,0.00020556175,0.00015338197,0.0009646829,0.00030033136],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002409714,0.0011263127,0.00064026355,0.0030395803,0.001230008,0.0016916929,0.0015567576,0.0016338705,0.008337655],"category_scores_gemma":[0.002172115,0.00049485505,0.0014636362,0.0015875992,0.0006963999,0.0018782072,0.00064795936,0.000799587,0.0016411985],"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":[0.018783353,0.06855134,0.10988108,0.005584735,0.0004426129,0.014220899,0.0014582607,0.37529737,0.065642156,0.016878774,0.012758667,0.31050074],"study_design_scores_gemma":[0.0065707266,0.14087899,0.1275076,0.0006568425,0.0009117893,0.0030444583,0.016358992,0.5859932,0.06687645,0.009242205,0.04109847,0.00086043816],"about_ca_topic_score_codex":0.030616352,"about_ca_topic_score_gemma":0.02136808,"teacher_disagreement_score":0.030616352,"about_ca_system_score_codex":0.004138796,"about_ca_system_score_gemma":0.0047397194,"threshold_uncertainty_score":0.06087625},"labels":[],"label_agreement":null},{"id":"W2087469270","doi":"10.2118/105392-ms","title":"Application of Thermal Recovery Processes in Heavy Oil Carbonate Reservoirs","year":2007,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Enhanced Oil Recovery Techniques","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":"ConocoPhillips (Canada)","funders":"","keywords":"Petroleum engineering; Steam injection; Enhanced oil recovery; Petroleum; Oil in place; Carbonate; Environmental science; Geology; Permeability (electromagnetism); Unconventional oil; Oil reserves; Fossil fuel; Waste management; Materials science; Engineering; Chemistry","score_opus":0.017378456418142466,"score_gpt":0.21584494036716337,"score_spread":0.1984664839490209,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2087469270","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9971554,0.00012588476,0.001185337,0.000037106078,0.000006455169,0.000022763905,0.00009058038,0.000045055254,0.0013312994],"genre_scores_gemma":[0.9990798,0.000061913815,0.0005940057,0.0000029155603,6.473066e-7,0.000006163283,0.000023710834,0.0000028306806,0.00022796626],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998691,0.000018018805,0.000009774463,0.00001560088,0.000046459565,0.000040950523],"domain_scores_gemma":[0.9997814,0.00009423082,0.00004083096,0.000019401763,0.000045706143,0.000018463077],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00022045328,0.00025659634,0.00035199086,0.00032579966,0.00024829045,0.00038241476,0.00034441458,0.00032662658,0.0014614328],"category_scores_gemma":[0.0005086341,0.00013344316,0.00034708314,0.0003368693,0.0002474128,0.00030306642,0.00031838572,0.0003360196,0.00014886119],"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":[0.0013636664,0.0004961022,0.0070255175,0.0006138372,0.000056253735,0.00062512135,0.0001361606,0.28137335,0.6854413,0.00079907745,0.0003471039,0.021722622],"study_design_scores_gemma":[0.000075456606,0.0020586809,0.005498563,0.000023480152,0.00003991268,0.00008111534,0.00013465341,0.30448365,0.6858528,0.0002466875,0.0014600029,0.00004496165],"about_ca_topic_score_codex":0.0037385605,"about_ca_topic_score_gemma":0.0038238498,"teacher_disagreement_score":0.0037385605,"about_ca_system_score_codex":0.00044416165,"about_ca_system_score_gemma":0.00033751447,"threshold_uncertainty_score":0.0074335933},"labels":[],"label_agreement":null},{"id":"W2093822878","doi":"10.2118/164306-ms","title":"Design of SOS-FR (Steam-Over-Solvent Injection in Fractured Reservoirs) Method for Heavy-Oil Recovery Using Hybrid Optimization Framework","year":2013,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Reservoir Engineering and Simulation Methods","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 Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Steam injection; Computation; Benchmark (surveying); Computer science; Oil field; Reservoir simulation; Design of experiments; Optimal design; Asphalt; Process engineering; Enhanced oil recovery; Response surface methodology; Solvent; Petroleum engineering; Environmental science; Algorithm; Engineering; Materials science; Mathematics; Chemistry; Machine learning; Geology","score_opus":0.046977387016816405,"score_gpt":0.2709288328603422,"score_spread":0.22395144584352578,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2093822878","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.10175743,0.00040789894,0.8926569,0.00012406544,0.000029401459,0.000117218064,0.00004044015,0.0003019888,0.0045646457],"genre_scores_gemma":[0.8752858,0.00019847555,0.12199239,0.000035164965,0.0000079255105,0.00015901987,0.00004577899,0.00004411979,0.0022313856],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998354,0.000033689663,0.000008395238,0.000036522866,0.00005560772,0.000030343765],"domain_scores_gemma":[0.99981445,0.000087883265,0.000035166133,0.000008965401,0.000039443777,0.000014082351],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00044966917,0.00050127937,0.00056919595,0.00039772672,0.000270874,0.0005965482,0.0007157036,0.00070114003,0.0018339667],"category_scores_gemma":[0.00050091377,0.0003604187,0.0007330564,0.00022805983,0.00037811685,0.00040449304,0.00051341543,0.00050223473,0.00015447999],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00008362911,0.000057709673,0.0006579689,0.00012914234,0.000028229091,0.00010883881,0.000033435324,0.9541333,0.019712968,0.0028868145,0.00022755002,0.021940522],"study_design_scores_gemma":[0.0000049688156,0.00004020423,0.000056488723,0.0000023275848,0.000004670607,0.000006949328,0.0000045292304,0.9983714,0.0012101089,0.00015163704,0.00014439628,0.0000023495547],"about_ca_topic_score_codex":0.003121339,"about_ca_topic_score_gemma":0.0026533802,"teacher_disagreement_score":0.003121339,"about_ca_system_score_codex":0.00037643343,"about_ca_system_score_gemma":0.0008885162,"threshold_uncertainty_score":0.0062063336},"labels":[],"label_agreement":null},{"id":"W2094099951","doi":"10.2118/93472-ms","title":"Reservoir Characterization and Simulations Studies in a Heterogeneous Pinnacle Reef for CO2 Flooding Purposes: A Case Study","year":2005,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"CO2 Sequestration and Geologic Interactions","field":"Environmental Science","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 Regina","funders":"","keywords":"Petroleum engineering; Reef; Reservoir modeling; Enhanced oil recovery; Permeability (electromagnetism); Reservoir simulation; Geology; Environmental science; Relative permeability; Oil in place; Injection well; Petrology; Hydrology (agriculture); Petroleum; Geotechnical engineering; Paleontology; Oceanography","score_opus":0.10979695363877112,"score_gpt":0.30913608455370717,"score_spread":0.19933913091493605,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2094099951","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9961357,0.000024732715,0.0015042066,0.000064100655,0.0000054360785,0.000049913313,0.0003453619,0.00006374762,0.0018069089],"genre_scores_gemma":[0.9969626,0.000028076187,0.0021146866,0.000009882002,0.0000017173852,0.000025278317,0.00021032315,0.000011003226,0.00063643785],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99984705,0.000020489842,0.000009163966,0.000025764535,0.000036479363,0.00006106959],"domain_scores_gemma":[0.9995413,0.00024170551,0.00003286287,0.000032334996,0.00010012488,0.000051759165],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00030182334,0.00058808614,0.00052134576,0.00067059556,0.0007632639,0.0008121777,0.00077079504,0.0011441736,0.0015192935],"category_scores_gemma":[0.00070590724,0.00029396135,0.0005846976,0.0006572364,0.00054805883,0.00045032075,0.0004694488,0.00060179917,0.00012844788],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00015840432,0.00026514224,0.0210078,0.00009002851,0.000035294324,0.0011522358,0.00014470782,0.96334547,0.008968381,0.00045018375,0.00033016814,0.004052236],"study_design_scores_gemma":[0.000034844685,0.000137899,0.0073892516,0.000005667883,0.0000138701225,0.00004874588,0.00028408325,0.9882973,0.0033078594,0.00010143511,0.00035843605,0.000020648102],"about_ca_topic_score_codex":0.12839827,"about_ca_topic_score_gemma":0.12829019,"teacher_disagreement_score":0.12839827,"about_ca_system_score_codex":0.0015585182,"about_ca_system_score_gemma":0.0016152122,"threshold_uncertainty_score":0.25530183},"labels":[],"label_agreement":null},{"id":"W2920815884","doi":"10.2118/194722-ms","title":"Application of High Performance Asynchronous Acoustic Wave Equation Stencil Solver into a Land Survey","year":2019,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","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":"Kootenay Association for Science & Technology","funders":"","keywords":"Stencil; Computer science; Asynchronous communication; Solver; Parallel computing; Kernel (algebra); Finite-difference time-domain method; Computational science; Algorithm; Mathematics; Optics; Physics; Telecommunications","score_opus":0.030998067666354014,"score_gpt":0.19202779288464356,"score_spread":0.16102972521828954,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2920815884","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.49019295,0.00012131348,0.48929128,0.00037455055,0.00014547806,0.00011873063,0.0005168177,0.004967993,0.0142708225],"genre_scores_gemma":[0.8025747,0.000035898007,0.1931847,0.000086941356,0.000014224942,0.000068530884,0.00047613156,0.00029187714,0.0032670163],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9998461,0.00002243687,0.000008657299,0.000024732866,0.00007375601,0.000024257775],"domain_scores_gemma":[0.99973553,0.00011446838,0.00001899669,0.000035444453,0.000065192704,0.000030446794],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00019416686,0.00044245188,0.0003044725,0.00019491998,0.00026714665,0.00057449454,0.0005455917,0.0005125104,0.0030505382],"category_scores_gemma":[0.00078145025,0.00017156532,0.0002924432,0.00024983968,0.00027405095,0.0003735995,0.0005959967,0.00042589937,0.00043728793],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00035154275,0.00016696614,0.0068379557,0.00016253737,0.000046915746,0.00067834574,0.0003831758,0.8317448,0.08422851,0.00843193,0.003710644,0.06325666],"study_design_scores_gemma":[0.000025331336,0.00002984294,0.00041113564,0.0000039314073,0.0000025052257,0.000024723897,0.000030208861,0.987955,0.008993681,0.0005259019,0.0019914713,0.000006273295],"about_ca_topic_score_codex":0.0065816543,"about_ca_topic_score_gemma":0.0060632695,"teacher_disagreement_score":0.0065816543,"about_ca_system_score_codex":0.00038275518,"about_ca_system_score_gemma":0.0008462173,"threshold_uncertainty_score":0.013086736},"labels":[],"label_agreement":null},{"id":"W2921020781","doi":"10.2118/194753-ms","title":"Acoustic Properties of Carbonate: An Experimental and Modelling Study","year":2019,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","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":"Petrophysics; Porosity; Geology; Outcrop; Carbonate; Permeability (electromagnetism); Mineralogy; Permeameter; Porosimetry; Compaction; Carbonate rock; Geotechnical engineering; Porous medium; Materials science; Sedimentary rock; Geomorphology; Geochemistry; Soil science","score_opus":0.04774794054803085,"score_gpt":0.20922607167351573,"score_spread":0.16147813112548487,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921020781","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.99429506,0.00013243724,0.003214627,0.000019852529,0.000010331219,0.000028924647,0.0002719751,0.000045808432,0.0019810176],"genre_scores_gemma":[0.99733305,0.00014866651,0.0013838959,0.0000041217404,0.000003633079,0.000016627731,0.00018345228,0.0000074712843,0.0009190613],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9996784,0.00002429292,0.000014706465,0.000058033107,0.0001817939,0.000042941487],"domain_scores_gemma":[0.99944407,0.00019167547,0.000075685624,0.00007511175,0.00018050757,0.000032941283],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00046432385,0.00041654613,0.0003473829,0.00048029772,0.00038933245,0.00035720892,0.0006354337,0.0005065051,0.0013191685],"category_scores_gemma":[0.00058697874,0.00020285016,0.00042320826,0.0005885246,0.00040013803,0.0003369149,0.00027271148,0.0002936969,0.00024351479],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0010471849,0.0014769112,0.050143942,0.0006544647,0.00004703198,0.0007943856,0.00086054765,0.04905451,0.8602938,0.0006979416,0.0005690401,0.03436028],"study_design_scores_gemma":[0.00008675447,0.0038906846,0.09900159,0.000044659802,0.00015937259,0.0004881578,0.00081273314,0.2746032,0.61525595,0.00023224342,0.005321004,0.00010358197],"about_ca_topic_score_codex":0.007101268,"about_ca_topic_score_gemma":0.0063906126,"teacher_disagreement_score":0.007101268,"about_ca_system_score_codex":0.00036431174,"about_ca_system_score_gemma":0.00024732176,"threshold_uncertainty_score":0.0141198635},"labels":[],"label_agreement":null},{"id":"W2921113386","doi":"10.2118/194811-ms","title":"Refrac Screening Processes in Unconventional Reservoirs, A Geomechanics Perspective","year":2019,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","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; Petro Geotech (Canada)","funders":"","keywords":"Geomechanics; Geology; Embedment; Permeability (electromagnetism); Petroleum engineering; Limiting; Oil shale; Poromechanics; Geotechnical engineering; Petrology; Porous medium; Porosity; Engineering","score_opus":0.02061307198147584,"score_gpt":0.21302779282420947,"score_spread":0.19241472084273364,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921113386","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.68046856,0.076959625,0.20908001,0.0024983382,0.00018009833,0.00015824125,0.00048792106,0.0005973529,0.029569952],"genre_scores_gemma":[0.9619333,0.015516354,0.01871572,0.000083402214,0.000025402349,0.000025067571,0.00007233365,0.000020942944,0.003607356],"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","domain_scores_codex":[0.999889,0.000020877575,0.0000069753473,0.000014477673,0.000046045683,0.000022630493],"domain_scores_gemma":[0.99982375,0.00005818747,0.000042840027,0.000010545542,0.000053754855,0.000011055365],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00033453395,0.00024073191,0.00030507482,0.0010986149,0.00022612025,0.00063545705,0.00034776892,0.00037951153,0.0010522462],"category_scores_gemma":[0.00031109416,0.00015408368,0.0002504252,0.0005263589,0.00054708385,0.00090643094,0.00031355815,0.0002519505,0.00018899972],"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":[0.00015766012,0.00016141185,0.023858318,0.0031568792,0.00010012364,0.0024775828,0.0005320296,0.11797249,0.55403274,0.068393424,0.0025954882,0.22656189],"study_design_scores_gemma":[0.000020113042,0.0010977008,0.06342418,0.00051047024,0.000113182105,0.0028854446,0.0019445246,0.29396993,0.4967271,0.048165124,0.09093461,0.00020759922],"about_ca_topic_score_codex":0.0016821424,"about_ca_topic_score_gemma":0.0034587083,"teacher_disagreement_score":0.0016821424,"about_ca_system_score_codex":0.00051686587,"about_ca_system_score_gemma":0.00046316613,"threshold_uncertainty_score":0.0037500858},"labels":[],"label_agreement":null},{"id":"W2921167980","doi":"10.2118/194975-ms","title":"Combined Low Salinity Water Injection and Foam Flooding in Sandstone Reservoir Rock: A New Hybrid EOR","year":2019,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Enhanced Oil Recovery Techniques","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":"Universiti Teknologi Petronas","keywords":"Enhanced oil recovery; Salinity; Petroleum engineering; Petroleum industry; Oil in place; Environmental science; Wetting; Chemical engineering; Pulp and paper industry; Materials science; Geology; Environmental engineering; Engineering; Petroleum","score_opus":0.017123136721399163,"score_gpt":0.2029494114159571,"score_spread":0.18582627469455792,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921167980","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98496765,0.0005424114,0.013111481,0.00006975738,0.000018777862,0.000074337186,0.00006541736,0.00020570913,0.00094440975],"genre_scores_gemma":[0.9790082,0.00028024733,0.019186396,0.00003990324,0.000009266891,0.00004458819,0.00006712837,0.00001774956,0.001346624],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9998542,0.000022134962,0.000011299223,0.000027889273,0.00006113512,0.000023269427],"domain_scores_gemma":[0.9999206,0.000015655758,0.000025879812,0.000009856782,0.0000149418765,0.000013064965],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002361421,0.00021883925,0.00030600055,0.000343968,0.00011362453,0.00022388826,0.00035784187,0.00029004994,0.00058242073],"category_scores_gemma":[0.00016006967,0.00013377951,0.00025828846,0.00014888191,0.00018476571,0.00037441385,0.00047972164,0.00023344235,0.00018578468],"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":[0.00013308389,0.000068108726,0.0004747117,0.00009870929,0.0000111999,0.00013988337,0.000031515076,0.00035165032,0.9888315,0.000063546824,0.000046420788,0.009749629],"study_design_scores_gemma":[0.000037138267,0.0012019855,0.0019780025,0.000007987897,0.000026012181,0.0002528007,0.000042258114,0.007930685,0.98635185,0.000028058255,0.0021201712,0.00002307221],"about_ca_topic_score_codex":0.0005138443,"about_ca_topic_score_gemma":0.0010220523,"teacher_disagreement_score":0.00058242073,"about_ca_system_score_codex":0.000113623326,"about_ca_system_score_gemma":0.00012661009,"threshold_uncertainty_score":0.0019484162},"labels":[],"label_agreement":null},{"id":"W2921239510","doi":"10.2118/194885-ms","title":"Acoustic Characterisation of Phase Inversion in a Water-Oil System","year":2019,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Underwater Acoustics Research","field":"Earth and Planetary Sciences","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":"Queen's University","funders":"","keywords":"Inversion (geology); Phase inversion; Oil field; Continuous phase modulation; Acoustics; Mechanics; Geology; Computer science; Physics; Petroleum engineering; Chemistry; Telecommunications","score_opus":0.03563476249079875,"score_gpt":0.2226031853509344,"score_spread":0.18696842286013565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921239510","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98638946,0.00010610971,0.012654128,0.000017375838,0.000009606828,0.00002611937,0.000040819694,0.0000767467,0.0006796259],"genre_scores_gemma":[0.99670583,0.0000305816,0.002545154,0.0000089182995,0.0000035895519,0.000012710978,0.000032867614,0.000012051579,0.000648365],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9997867,0.000034307803,0.0000072315515,0.0000435316,0.000103693004,0.000024493063],"domain_scores_gemma":[0.999495,0.00026140315,0.000068982605,0.00003008854,0.000111642796,0.00003281932],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002801108,0.00018962898,0.00025168972,0.00032147946,0.00026558505,0.00031250765,0.00027811978,0.0002530789,0.0015894776],"category_scores_gemma":[0.0007527016,0.00014940496,0.000089450616,0.0001968572,0.000504415,0.0004296733,0.00037179797,0.00036865973,0.00024500152],"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":[0.00021377834,0.00001963905,0.00058583554,0.000026514475,0.0000035214773,0.000028371349,0.00008840376,0.00029368015,0.9957777,0.00009305801,0.000012518222,0.002856939],"study_design_scores_gemma":[0.000029886376,0.0007412824,0.004624893,0.0000048034067,0.00001170595,0.00007315501,0.00011750101,0.009983711,0.9835751,0.000101516765,0.0007241814,0.0000122089305],"about_ca_topic_score_codex":0.00056336896,"about_ca_topic_score_gemma":0.0005033188,"teacher_disagreement_score":0.0015894776,"about_ca_system_score_codex":0.0001513851,"about_ca_system_score_gemma":0.00016449619,"threshold_uncertainty_score":0.0053173304},"labels":[],"label_agreement":null},{"id":"W2921304388","doi":"10.2118/195020-ms","title":"Validation of High Pressure Resin Impregnation Technique for High Resolution Confocal Imaging of Geological Samples","year":2019,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","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":"Microporous material; Materials science; Shrinkage; Confocal; Epoxy; Confocal laser scanning microscopy; High resolution; Composite material; Biomedical engineering; Geology; Optics; Remote sensing","score_opus":0.0268831729878388,"score_gpt":0.2107311821157338,"score_spread":0.183848009127895,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921304388","genre_codex":"empirical","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.51237816,0.0008709189,0.4798894,0.00026119707,0.000081638405,0.0004956581,0.000614339,0.0013152176,0.0040933895],"genre_scores_gemma":[0.5199251,0.0006074126,0.47617447,0.00006079397,0.000017665703,0.0003746796,0.00065404444,0.00047594777,0.001709869],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.9989666,0.00018297162,0.00007587034,0.00020520578,0.00048402476,0.000085428524],"domain_scores_gemma":[0.99754757,0.0006998227,0.00026729814,0.0007486341,0.00064467,0.00009201237],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0019617267,0.000543772,0.00020041168,0.00057363464,0.00046707908,0.00041863442,0.0007663205,0.0005359966,0.0016491768],"category_scores_gemma":[0.0026851504,0.00038329908,0.00027117503,0.00024770998,0.00058949867,0.00051485526,0.00052090466,0.00071486103,0.0008250849],"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":[0.000016141441,0.000017512246,0.00028480391,0.000041295614,0.000004260739,0.000056587294,0.0000604401,0.00030904854,0.9957272,0.00022613622,0.00005108298,0.0032055324],"study_design_scores_gemma":[0.0000038529247,0.000093675735,0.002322654,0.000009174293,0.000008718479,0.00025151062,0.00003529977,0.0037644564,0.99142784,0.00004337228,0.0020279773,0.000011401466],"about_ca_topic_score_codex":0.0018027957,"about_ca_topic_score_gemma":0.0036937394,"teacher_disagreement_score":0.0019617267,"about_ca_system_score_codex":0.00030977002,"about_ca_system_score_gemma":0.0005047991,"threshold_uncertainty_score":0.010374725},"labels":[],"label_agreement":null},{"id":"W2921664114","doi":"10.2118/195153-ms","title":"Effects of Pre-Existing Fractures on Carbonate Matrix Stimulation Studied by Large-Scale Radial Acidizing Experiments","year":2019,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Hydraulic Fracturing and Reservoir Analysis","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":"Schlumberger (Canada)","funders":"King Fahd University of Petroleum and Minerals","keywords":"Carbonate; Borehole; Matrix (chemical analysis); Geology; Hydrochloric acid; Petroleum engineering; Well stimulation; Geotechnical engineering; Materials science; Composite material; Petroleum; Metallurgy","score_opus":0.011950715987683172,"score_gpt":0.23908710050560147,"score_spread":0.2271363845179183,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921664114","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9965843,0.00009615934,0.0022162772,0.0000149271145,0.000010534114,0.00005445738,0.0000722819,0.000054470467,0.00089648145],"genre_scores_gemma":[0.99603397,0.00008899095,0.003051052,0.000015101023,0.0000036089348,0.000035309342,0.000044249467,0.000013568432,0.0007142081],"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99977523,0.000019874436,0.000014105429,0.00004588466,0.000089579604,0.000055285636],"domain_scores_gemma":[0.999564,0.00014539032,0.00008740561,0.00004680592,0.00010516578,0.00005116375],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002711541,0.00029678387,0.0002265905,0.00013896343,0.00021215301,0.00023612949,0.0002884755,0.00028170864,0.0016939032],"category_scores_gemma":[0.00042147966,0.00016749854,0.00020348033,0.00012627731,0.0003118413,0.00017635661,0.0003540507,0.00039304033,0.00016974143],"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":[0.00010460215,0.000035648944,0.00026057023,0.000032800373,0.0000022974045,0.000047009242,0.000030046114,0.00043011253,0.99791723,0.000025396685,0.000014260793,0.0011000695],"study_design_scores_gemma":[0.000011368933,0.00077593524,0.0026662897,0.000003654128,0.000006178482,0.000028928056,0.00006225151,0.0021605587,0.99385285,0.000021128402,0.00040462406,0.0000062877125],"about_ca_topic_score_codex":0.0009099464,"about_ca_topic_score_gemma":0.0024375499,"teacher_disagreement_score":0.0016939032,"about_ca_system_score_codex":0.00020832875,"about_ca_system_score_gemma":0.00017428606,"threshold_uncertainty_score":0.005666673},"labels":[],"label_agreement":null},{"id":"W2921927751","doi":"10.2118/195046-ms","title":"Enhancing the Near-Surface Image Using Duplex-Wave Reverse Time Migration","year":2019,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Seismic Imaging and Inversion Techniques","field":"Earth and Planetary Sciences","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":"Wavelet; Seismic migration; Multiple; Cross-correlation; SIGNAL (programming language); Duplex (building); Surface (topology); Geology; Surface wave; Computation; Optics; Computer science; Algorithm; Acoustics; Physics; Geometry; Mathematics; Computer vision; Seismology; Mathematical analysis","score_opus":0.026944062282852083,"score_gpt":0.19728876457110595,"score_spread":0.17034470228825385,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2921927751","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.23003766,0.00037509063,0.76515466,0.00019284838,0.000070730544,0.000057894653,0.0001409462,0.0012593574,0.0027107778],"genre_scores_gemma":[0.33856854,0.00037258424,0.657831,0.00009407189,0.000022204893,0.00004694128,0.00022397006,0.00013298969,0.002707726],"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999232,0.0000113602855,0.0000050541366,0.00001555273,0.000032547283,0.00001232436],"domain_scores_gemma":[0.99975675,0.000049498427,0.00004103728,0.000046032434,0.00008897091,0.000017657492],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002778489,0.00055826356,0.0002252318,0.00081245485,0.00013117769,0.00049275765,0.000347816,0.00044706883,0.0014172859],"category_scores_gemma":[0.0006394973,0.00019024819,0.0002509419,0.00049379794,0.00024741373,0.0009436224,0.0006274775,0.00044737154,0.0005569798],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00019105029,0.00006976073,0.0026210647,0.00018998429,0.000027144752,0.0002576325,0.0001662326,0.022759495,0.72283226,0.0032185547,0.001218519,0.24644834],"study_design_scores_gemma":[0.00004121169,0.00022688911,0.0054239524,0.000038257298,0.00004105826,0.00080255547,0.00020637114,0.5793464,0.4015259,0.002583325,0.009690527,0.00007352084],"about_ca_topic_score_codex":0.0008249116,"about_ca_topic_score_gemma":0.0013025649,"teacher_disagreement_score":0.0014172859,"about_ca_system_score_codex":0.00020272737,"about_ca_system_score_gemma":0.00038340507,"threshold_uncertainty_score":0.0047412515},"labels":[],"label_agreement":null},{"id":"W2922516143","doi":"10.2118/194969-ms","title":"Fundamental Behaviors and Borehole Deformation on Wellbore Stability and Sand Production in Conventional and Hydrates-Bearing Gas Reservoirs","year":2019,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Methane Hydrates and Related Phenomena","field":"Environmental Science","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 Geotech (Canada)","funders":"","keywords":"Geomechanics; Borehole; Geotechnical engineering; Geology; Petroleum engineering; Clathrate hydrate; Permeability (electromagnetism); Effective stress; Mechanics; Hydrate; Chemistry","score_opus":0.025711220906840342,"score_gpt":0.21279804674788697,"score_spread":0.18708682584104663,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2922516143","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.98797786,0.000027080063,0.011167023,0.000022670474,0.0000018303053,0.0000064584356,0.000040339637,0.000035954235,0.0007206868],"genre_scores_gemma":[0.9995671,0.000008871855,0.00032353273,6.7459695e-7,3.550072e-7,0.0000015919319,0.000007482238,0.000001207489,0.00008918151],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9999608,0.000009049139,0.0000023565312,0.000008919497,0.000009676578,0.000009207172],"domain_scores_gemma":[0.9999199,0.0000361513,0.000018976143,0.000006552579,0.000010756118,0.000007769752],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000134553,0.00022794437,0.00012239847,0.00023190299,0.00014240836,0.00020129992,0.00026272432,0.00030590195,0.00043988277],"category_scores_gemma":[0.0003195632,0.00013422559,0.00019260435,0.00011227456,0.00041048406,0.0003279002,0.00020677528,0.000121206824,0.000032662996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00011503716,0.00005351832,0.021022018,0.000038320362,0.000016994685,0.0002177036,0.000085315194,0.9230891,0.045665376,0.002782799,0.00006851785,0.0068452903],"study_design_scores_gemma":[0.000003060168,0.00002231335,0.006753153,0.000001653446,0.0000022583424,0.000008925582,0.000020648129,0.9892265,0.0036898367,0.00023671357,0.00003115997,0.0000037955074],"about_ca_topic_score_codex":0.007926051,"about_ca_topic_score_gemma":0.0059985244,"teacher_disagreement_score":0.007926051,"about_ca_system_score_codex":0.00038058177,"about_ca_system_score_gemma":0.00023954155,"threshold_uncertainty_score":0.015759826},"labels":[],"label_agreement":null},{"id":"W4239315062","doi":"10.2118/141104-ms","title":"The Potential Pitfalls of Using North American Tight and Shale Gas Development Techniques in the North African and Middle Eastern Environments","year":2011,"lang":"en","type":"article","venue":"SPE Middle East Oil and Gas Show and Conference","topic":"Reservoir Engineering and Simulation Methods","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":"Middle East; Oil shale; Shale gas; Unconventional oil; Natural gas; Business; Geology; Petroleum engineering; Natural resource economics; Economy; Engineering; Political science; Economics; Paleontology; Law","score_opus":0.04564729365395838,"score_gpt":0.2152905425938597,"score_spread":0.16964324893990135,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4239315062","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"metacan-v3-hybrid-931329e0061c","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.77172506,0.012537161,0.021097787,0.03326567,0.000649526,0.00019946854,0.00012840297,0.00022115467,0.16017587],"genre_scores_gemma":[0.94697386,0.0051639397,0.026322518,0.0020755348,0.000052276806,0.00011013514,0.000038558337,0.000070690316,0.01919258],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9978678,0.0011305786,0.000070115886,0.00016596848,0.0005002612,0.00026535624],"domain_scores_gemma":[0.99720675,0.0009806225,0.00041937025,0.00030632928,0.0008316409,0.00025521035],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004587712,0.00033562933,0.00018291222,0.0008262568,0.0035990449,0.002043847,0.00075817894,0.0004696827,0.0024655096],"category_scores_gemma":[0.0041011637,0.00016291106,0.00013545128,0.0010989944,0.0023549453,0.001635806,0.002205154,0.0009804327,0.00065276056],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000494794,0.00035958702,0.07779731,0.00096754584,0.00008061106,0.0043431823,0.06445578,0.0019934645,0.025710268,0.055945702,0.01792702,0.74992466],"study_design_scores_gemma":[0.000024449191,0.0004570824,0.06540504,0.0013727067,0.00007835794,0.0038732288,0.15211625,0.0020276364,0.02336418,0.012520566,0.7386181,0.00014242787],"about_ca_topic_score_codex":0.046902772,"about_ca_topic_score_gemma":0.2120078,"teacher_disagreement_score":0.046902772,"about_ca_system_score_codex":0.0015121347,"about_ca_system_score_gemma":0.004316786,"threshold_uncertainty_score":0.09325951},"labels":[],"label_agreement":null}]}