{"meta":{"query_hash":"23a9b611b0dd","filters":{"venue":"IADC/SPE International Drilling Conference and Exhibition"},"cohort_total":15,"direct_labels_cover":0,"predictions_cover":15,"exported":15,"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/23a9b611b0dd","api":"https://metacan.xera.ac/api/v1/cohort?venue=IADC%2FSPE+International+Drilling+Conference+and+Exhibition"},"results":[{"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":"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":"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":"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":"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":"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":"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":"W4392237003","doi":"10.2118/217690-ms","title":"Lessons Learned from 150 Jet-Type Perforate, Wash and Cement Well Abandonment Operations","year":2024,"lang":"en","type":"article","venue":"IADC/SPE International Drilling Conference and Exhibition","topic":"Offshore Engineering and Technologies","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":"Abandonment (legal); Computational fluid dynamics; Petroleum engineering; Jet (fluid); Process (computing); Geology; Cover (algebra); Engineering; Marine engineering; Computer science; Environmental science; Mechanical engineering; Aerospace engineering","score_opus":0.03842801642774106,"score_gpt":0.262277475829114,"score_spread":0.2238494594013729,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4392237003","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.9528188,0.0015961694,0.037717346,0.0035395338,0.0013147298,0.000112178735,0.00007020863,0.00069294346,0.0021380833],"genre_scores_gemma":[0.989776,0.00845828,0.0011009156,0.000020167921,0.0001689088,0.000017519407,0.00018986946,0.000019291727,0.00024902122],"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993123,0.000006527012,0.00016491592,0.00023991142,0.0001407392,0.00013560575],"domain_scores_gemma":[0.9997612,0.000043243865,0.00000880913,0.000092725386,0.00005172666,0.000042283475],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007025106,0.00014934133,0.00011184813,0.00012968222,0.00006800536,0.0002973076,0.00007646387,0.00008789683,0.00016502886],"category_scores_gemma":[0.000016826629,0.00014056967,0.000024765186,0.00007267428,0.000041366176,0.00021823014,0.000042674514,0.00019046359,0.000057170535],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000059706894,0.0001136211,0.0019773997,0.0003444636,0.00090759026,0.00009617136,0.004341249,0.23657551,0.24282105,0.12968554,0.0046575232,0.37842014],"study_design_scores_gemma":[0.00029691024,0.00006478238,0.0013449092,0.0004675738,0.000037018326,0.0000118353855,0.0002966282,0.93843,0.023698635,0.008934036,0.026083134,0.00033454708],"about_ca_topic_score_codex":0.00006855896,"about_ca_topic_score_gemma":0.00004675161,"teacher_disagreement_score":0.70185447,"about_ca_system_score_codex":0.000054422813,"about_ca_system_score_gemma":0.000014588738,"threshold_uncertainty_score":0.57322645},"labels":[],"label_agreement":null}]}